From 057fdb570bd535dde22cd46f58d6a798c518e9e2 Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Mon, 20 Nov 2023 10:06:40 -0800 Subject: [PATCH] Update model eval result csv files --- results/results-imagenet-a-clean.csv | 341 +-- results/results-imagenet-a.csv | 1873 ++++++++-------- results/results-imagenet-r-clean.csv | 301 ++- results/results-imagenet-r.csv | 1955 ++++++++-------- results/results-imagenet-real.csv | 1885 ++++++++-------- results/results-imagenet.csv | 970 ++++---- .../results-imagenetv2-matched-frequency.csv | 1817 +++++++-------- results/results-sketch.csv | 1975 +++++++++-------- 8 files changed, 5867 insertions(+), 5250 deletions(-) diff --git a/results/results-imagenet-a-clean.csv b/results/results-imagenet-a-clean.csv index 532738cbfd..d36ef167fb 100644 --- a/results/results-imagenet-a-clean.csv +++ b/results/results-imagenet-a-clean.csv @@ -5,7 +5,7 @@ eva02_large_patch14_448.mim_in22k_ft_in1k,98.840,1.160,99.830,0.170,305.08,448,1 eva_giant_patch14_560.m30m_ft_in22k_in1k,98.830,1.170,99.900,0.100,"1,014.45",560,1.000,bicubic eva_giant_patch14_336.clip_ft_in1k,98.820,1.180,99.810,0.190,"1,013.01",336,1.000,bicubic eva_giant_patch14_336.m30m_ft_in22k_in1k,98.810,1.190,99.900,0.100,"1,013.01",336,1.000,bicubic -eva_large_patch14_336.in22k_ft_in22k_in1k,98.740,1.260,99.810,0.190,304.53,336,1.000,bicubic +eva_large_patch14_336.in22k_ft_in22k_in1k,98.740,1.260,99.800,0.200,304.53,336,1.000,bicubic eva_large_patch14_336.in22k_ft_in1k,98.730,1.270,99.870,0.130,304.53,336,1.000,bicubic eva02_large_patch14_448.mim_m38m_ft_in1k,98.730,1.270,99.790,0.210,305.08,448,1.000,bicubic convnextv2_huge.fcmae_ft_in22k_in1k_384,98.670,1.330,99.860,0.140,660.29,384,1.000,bicubic @@ -26,41 +26,42 @@ convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_384,98.480,1.520,99.780,0.220 deit3_large_patch16_384.fb_in22k_ft_in1k,98.460,1.540,99.760,0.240,304.76,384,1.000,bicubic eva_giant_patch14_224.clip_ft_in1k,98.460,1.540,99.750,0.250,"1,012.56",224,0.900,bicubic regnety_1280.swag_ft_in1k,98.450,1.550,99.870,0.130,644.81,384,1.000,bicubic -caformer_b36.sail_in22k_ft_in1k_384,98.450,1.550,99.810,0.190,98.75,384,1.000,bicubic eva02_base_patch14_448.mim_in22k_ft_in1k,98.440,1.560,99.820,0.180,87.12,448,1.000,bicubic +caformer_b36.sail_in22k_ft_in1k_384,98.440,1.560,99.800,0.200,98.75,384,1.000,bicubic convnext_xxlarge.clip_laion2b_soup_ft_in1k,98.440,1.560,99.800,0.200,846.47,256,1.000,bicubic -eva_large_patch14_196.in22k_ft_in22k_in1k,98.430,1.570,99.770,0.230,304.14,196,1.000,bicubic convnext_xlarge.fb_in22k_ft_in1k_384,98.420,1.580,99.810,0.190,350.20,384,1.000,bicubic vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,98.420,1.580,99.810,0.190,632.46,336,1.000,bicubic +eva_large_patch14_196.in22k_ft_in22k_in1k,98.420,1.580,99.770,0.230,304.14,196,1.000,bicubic convnextv2_large.fcmae_ft_in22k_in1k_384,98.400,1.600,99.760,0.240,197.96,384,1.000,bicubic eva_large_patch14_196.in22k_ft_in1k,98.360,1.640,99.820,0.180,304.14,196,1.000,bicubic convnextv2_base.fcmae_ft_in22k_in1k_384,98.350,1.650,99.770,0.230,88.72,384,1.000,bicubic vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,98.340,1.660,99.760,0.240,304.53,336,1.000,bicubic vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k,98.300,1.700,99.760,0.240,632.05,224,1.000,bicubic convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_320,98.280,1.720,99.770,0.230,200.13,320,1.000,bicubic -vit_large_patch14_clip_336.openai_ft_in12k_in1k,98.270,1.730,99.770,0.230,304.53,336,1.000,bicubic convformer_b36.sail_in22k_ft_in1k_384,98.260,1.740,99.830,0.170,99.88,384,1.000,bicubic maxxvitv2_rmlp_base_rw_384.sw_in12k_ft_in1k,98.260,1.740,99.780,0.220,116.09,384,1.000,bicubic +vit_large_patch14_clip_336.openai_ft_in12k_in1k,98.260,1.740,99.770,0.230,304.53,336,1.000,bicubic convnext_large_mlp.clip_laion2b_augreg_ft_in1k_384,98.250,1.750,99.760,0.240,200.13,384,1.000,bicubic convnext_large.fb_in22k_ft_in1k_384,98.240,1.760,99.750,0.250,197.77,384,1.000,bicubic vit_large_patch16_384.augreg_in21k_ft_in1k,98.220,1.780,99.800,0.200,304.72,384,1.000,bicubic vit_large_patch14_clip_224.openai_ft_in12k_in1k,98.220,1.780,99.720,0.280,304.20,224,1.000,bicubic vit_large_patch14_clip_336.laion2b_ft_in1k,98.220,1.780,99.720,0.280,304.53,336,1.000,bicubic +seresnextaa201d_32x8d.sw_in12k_ft_in1k_384,98.210,1.790,99.780,0.220,149.39,384,1.000,bicubic vit_base_patch16_clip_384.openai_ft_in12k_in1k,98.190,1.810,99.660,0.340,86.86,384,0.950,bicubic beit_large_patch16_224.in22k_ft_in22k_in1k,98.180,1.820,99.760,0.240,304.43,224,0.900,bicubic deit3_large_patch16_224.fb_in22k_ft_in1k,98.170,1.830,99.760,0.240,304.37,224,1.000,bicubic maxvit_rmlp_base_rw_384.sw_in12k_ft_in1k,98.170,1.830,99.760,0.240,116.14,384,1.000,bicubic deit3_huge_patch14_224.fb_in22k_ft_in1k,98.170,1.830,99.730,0.270,632.13,224,1.000,bicubic -vit_large_patch14_clip_224.openai_ft_in1k,98.170,1.830,99.660,0.340,304.20,224,1.000,bicubic caformer_b36.sail_in22k_ft_in1k,98.160,1.840,99.780,0.220,98.75,224,1.000,bicubic +vit_large_patch14_clip_224.openai_ft_in1k,98.160,1.840,99.660,0.340,304.20,224,1.000,bicubic caformer_m36.sail_in22k_ft_in1k_384,98.150,1.850,99.750,0.250,56.20,384,1.000,bicubic swinv2_large_window12to24_192to384.ms_in22k_ft_in1k,98.130,1.870,99.710,0.290,196.74,384,1.000,bicubic swinv2_base_window12to24_192to384.ms_in22k_ft_in1k,98.120,1.880,99.780,0.220,87.92,384,1.000,bicubic convnext_large.fb_in22k_ft_in1k,98.120,1.880,99.740,0.260,197.77,288,1.000,bicubic convnext_xlarge.fb_in22k_ft_in1k,98.110,1.890,99.780,0.220,350.20,288,1.000,bicubic convnextv2_large.fcmae_ft_in22k_in1k,98.090,1.910,99.770,0.230,197.96,288,1.000,bicubic +vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,98.080,1.920,99.760,0.240,304.20,224,1.000,bicubic convnext_base.fb_in22k_ft_in1k_384,98.080,1.920,99.650,0.350,88.59,384,1.000,bicubic -vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,98.070,1.930,99.760,0.240,304.20,224,1.000,bicubic coatnet_rmlp_2_rw_384.sw_in12k_ft_in1k,98.070,1.930,99.720,0.280,73.88,384,1.000,bicubic regnety_320.swag_ft_in1k,98.060,1.940,99.860,0.140,145.05,384,1.000,bicubic convnextv2_base.fcmae_ft_in22k_in1k,98.060,1.940,99.760,0.240,88.72,288,1.000,bicubic @@ -80,6 +81,7 @@ swin_base_patch4_window12_384.ms_in22k_ft_in1k,97.900,2.100,99.710,0.290,87.90,3 convnextv2_huge.fcmae_ft_in1k,97.900,2.100,99.670,0.330,660.29,288,1.000,bicubic tf_efficientnetv2_xl.in21k_ft_in1k,97.900,2.100,99.570,0.430,208.12,512,1.000,bicubic vit_large_patch14_clip_224.laion2b_ft_in1k,97.890,2.110,99.650,0.350,304.20,224,1.000,bicubic +tiny_vit_21m_512.dist_in22k_ft_in1k,97.870,2.130,99.630,0.370,21.27,512,1.000,bicubic convnext_base.fb_in22k_ft_in1k,97.860,2.140,99.680,0.320,88.59,288,1.000,bicubic vit_large_r50_s32_384.augreg_in21k_ft_in1k,97.860,2.140,99.670,0.330,329.09,384,1.000,bicubic swinv2_large_window12to16_192to256.ms_in22k_ft_in1k,97.850,2.150,99.650,0.350,196.74,256,0.900,bicubic @@ -115,6 +117,7 @@ vit_large_patch16_224.augreg_in21k_ft_in1k,97.630,2.370,99.590,0.410,304.33,224, tf_efficientnet_b6.ns_jft_in1k,97.620,2.380,99.580,0.420,43.04,528,0.942,bicubic convnext_base.clip_laiona_augreg_ft_in1k_384,97.620,2.380,99.550,0.450,88.59,384,1.000,bicubic convnext_small.fb_in22k_ft_in1k_384,97.610,2.390,99.600,0.400,50.22,384,1.000,bicubic +tiny_vit_21m_384.dist_in22k_ft_in1k,97.610,2.390,99.590,0.410,21.23,384,1.000,bicubic convnext_base.clip_laion2b_augreg_ft_in12k_in1k,97.600,2.400,99.720,0.280,88.59,256,1.000,bicubic convformer_m36.sail_in22k_ft_in1k,97.600,2.400,99.620,0.380,57.05,224,1.000,bicubic caformer_s36.sail_in22k_ft_in1k,97.600,2.400,99.610,0.390,39.30,224,1.000,bicubic @@ -167,6 +170,7 @@ xcit_medium_24_p8_384.fb_dist_in1k,97.280,2.720,99.510,0.490,84.32,384,1.000,bic xcit_medium_24_p16_384.fb_dist_in1k,97.280,2.720,99.470,0.530,84.40,384,1.000,bicubic convformer_s36.sail_in1k_384,97.280,2.720,99.430,0.570,40.01,384,1.000,bicubic convformer_s18.sail_in22k_ft_in1k_384,97.270,2.730,99.550,0.450,26.77,384,1.000,bicubic +inception_next_base.sail_in1k_384,97.260,2.740,99.490,0.510,86.67,384,1.000,bicubic flexivit_large.300ep_in1k,97.250,2.750,99.490,0.510,304.36,240,0.950,bicubic xcit_small_24_p8_384.fb_dist_in1k,97.240,2.760,99.610,0.390,47.63,384,1.000,bicubic convnext_base.clip_laion2b_augreg_ft_in1k,97.240,2.760,99.550,0.450,88.59,256,1.000,bicubic @@ -176,44 +180,45 @@ convnextv2_base.fcmae_ft_in1k,97.220,2.780,99.540,0.460,88.72,288,1.000,bicubic regnety_2560.seer_ft_in1k,97.220,2.780,99.520,0.480,"1,282.60",384,1.000,bicubic resnext101_32x8d.fb_swsl_ig1b_ft_in1k,97.210,2.790,99.570,0.430,88.79,224,0.875,bilinear tf_efficientnetv2_m.in1k,97.210,2.790,99.530,0.470,54.14,480,1.000,bicubic +tf_efficientnet_b7.ap_in1k,97.200,2.800,99.540,0.460,66.35,600,0.949,bicubic regnetz_e8.ra3_in1k,97.200,2.800,99.500,0.500,57.70,320,1.000,bicubic tf_efficientnet_b8.ra_in1k,97.200,2.800,99.500,0.500,87.41,672,0.954,bicubic +tiny_vit_21m_224.dist_in22k_ft_in1k,97.200,2.800,99.490,0.510,21.20,224,0.950,bicubic vit_base_r50_s16_384.orig_in21k_ft_in1k,97.190,2.810,99.560,0.440,98.95,384,1.000,bicubic -tf_efficientnet_b7.ap_in1k,97.190,2.810,99.540,0.460,66.35,600,0.949,bicubic beitv2_base_patch16_224.in1k_ft_in1k,97.170,2.830,99.470,0.530,86.53,224,0.900,bicubic regnety_320.swag_lc_in1k,97.160,2.840,99.670,0.330,145.05,224,0.965,bicubic vit_base_patch16_224.augreg2_in21k_ft_in1k,97.150,2.850,99.540,0.460,86.57,224,0.900,bicubic coat_lite_medium_384.in1k,97.150,2.850,99.450,0.550,44.57,384,1.000,bicubic eva02_small_patch14_336.mim_in22k_ft_in1k,97.140,2.860,99.470,0.530,22.13,336,1.000,bicubic -deit3_small_patch16_384.fb_in22k_ft_in1k,97.130,2.870,99.500,0.500,22.21,384,1.000,bicubic +deit3_small_patch16_384.fb_in22k_ft_in1k,97.130,2.870,99.510,0.490,22.21,384,1.000,bicubic vit_base_patch16_clip_224.laion2b_ft_in1k,97.130,2.870,99.460,0.540,86.57,224,1.000,bicubic xcit_small_24_p16_384.fb_dist_in1k,97.120,2.880,99.450,0.550,47.67,384,1.000,bicubic tf_efficientnet_b8.ap_in1k,97.110,2.890,99.660,0.340,87.41,672,0.954,bicubic +dm_nfnet_f2.dm_in1k,97.110,2.890,99.510,0.490,193.78,352,0.920,bicubic vit_base_patch32_clip_384.openai_ft_in12k_in1k,97.110,2.890,99.500,0.500,88.30,384,0.950,bicubic -dm_nfnet_f2.dm_in1k,97.100,2.900,99.510,0.490,193.78,352,0.920,bicubic convnext_large.fb_in1k,97.100,2.900,99.450,0.550,197.77,288,1.000,bicubic -volo_d3_224.sail_in1k,97.090,2.910,99.460,0.540,86.33,224,0.960,bicubic +ecaresnet269d.ra2_in1k,97.090,2.910,99.470,0.530,102.09,352,1.000,bicubic +volo_d3_224.sail_in1k,97.090,2.910,99.470,0.530,86.33,224,0.960,bicubic beit_base_patch16_224.in22k_ft_in22k_in1k,97.080,2.920,99.610,0.390,86.53,224,0.900,bicubic tf_efficientnet_b6.ap_in1k,97.080,2.920,99.610,0.390,43.04,528,0.942,bicubic convformer_s36.sail_in22k_ft_in1k,97.080,2.920,99.560,0.440,40.01,224,1.000,bicubic convnext_tiny.fb_in22k_ft_in1k_384,97.080,2.920,99.510,0.490,28.59,384,1.000,bicubic eca_nfnet_l2.ra3_in1k,97.080,2.920,99.510,0.490,56.72,384,1.000,bicubic vit_base_patch16_clip_224.openai_ft_in1k,97.080,2.920,99.490,0.510,86.57,224,0.900,bicubic -ecaresnet269d.ra2_in1k,97.080,2.920,99.470,0.530,102.09,352,1.000,bicubic caformer_s18.sail_in1k_384,97.080,2.920,99.420,0.580,26.34,384,1.000,bicubic cait_s24_384.fb_dist_in1k,97.070,2.930,99.430,0.570,47.06,384,1.000,bicubic xcit_large_24_p8_224.fb_dist_in1k,97.070,2.930,99.420,0.580,188.93,224,1.000,bicubic convnext_tiny.in12k_ft_in1k,97.060,2.940,99.550,0.450,28.59,288,1.000,bicubic +deit3_base_patch16_384.fb_in1k,97.040,2.960,99.390,0.610,86.88,384,1.000,bicubic convformer_s18.sail_in1k_384,97.040,2.960,99.380,0.620,26.77,384,1.000,bicubic hrnet_w48_ssld.paddle_in1k,97.030,2.970,99.640,0.360,77.47,288,1.000,bilinear -deit3_base_patch16_384.fb_in1k,97.030,2.970,99.390,0.610,86.88,384,1.000,bicubic dm_nfnet_f1.dm_in1k,97.030,2.970,99.390,0.610,132.63,320,0.910,bicubic -tf_efficientnet_b7.ra_in1k,97.010,2.990,99.520,0.480,66.35,600,0.949,bicubic resnetv2_152x2_bit.goog_in21k_ft_in1k,97.000,3.000,99.590,0.410,236.34,448,1.000,bilinear +tf_efficientnet_b7.ra_in1k,97.000,3.000,99.520,0.480,66.35,600,0.949,bicubic volo_d2_224.sail_in1k,97.000,3.000,99.390,0.610,58.68,224,0.960,bicubic -caformer_b36.sail_in1k,96.990,3.010,99.340,0.660,98.75,224,1.000,bicubic efficientnetv2_rw_m.agc_in1k,96.980,3.020,99.530,0.470,53.24,416,1.000,bicubic resnetv2_101x3_bit.goog_in21k_ft_in1k,96.980,3.020,99.490,0.510,387.93,448,1.000,bilinear +caformer_b36.sail_in1k,96.980,3.020,99.340,0.660,98.75,224,1.000,bicubic deit3_medium_patch16_224.fb_in22k_ft_in1k,96.970,3.030,99.430,0.570,38.85,224,1.000,bicubic deit_base_distilled_patch16_384.fb_in1k,96.960,3.040,99.480,0.520,87.63,384,1.000,bicubic seresnextaa101d_32x8d.ah_in1k,96.960,3.040,99.390,0.610,93.59,288,1.000,bicubic @@ -229,8 +234,8 @@ volo_d1_384.sail_in1k,96.910,3.090,99.520,0.480,26.78,384,1.000,bicubic resnetrs420.tf_in1k,96.910,3.090,99.460,0.540,191.89,416,1.000,bicubic deit3_huge_patch14_224.fb_in1k,96.900,3.100,99.480,0.520,632.13,224,0.900,bicubic convformer_b36.sail_in1k,96.900,3.100,99.220,0.780,99.88,224,1.000,bicubic -vit_base_patch16_224.augreg_in21k_ft_in1k,96.890,3.110,99.530,0.470,86.57,224,0.900,bicubic caformer_m36.sail_in1k,96.890,3.110,99.430,0.570,56.20,224,1.000,bicubic +vit_base_patch16_224.augreg_in21k_ft_in1k,96.880,3.120,99.530,0.470,86.57,224,0.900,bicubic xcit_small_24_p8_224.fb_dist_in1k,96.870,3.130,99.480,0.520,47.63,224,1.000,bicubic regnety_1280.seer_ft_in1k,96.860,3.140,99.390,0.610,644.81,384,1.000,bicubic convnextv2_tiny.fcmae_ft_in22k_in1k,96.850,3.150,99.460,0.540,28.64,288,1.000,bicubic @@ -243,6 +248,7 @@ resnext101_32x16d.fb_wsl_ig1b_ft_in1k,96.810,3.190,99.600,0.400,194.03,224,0.875 maxxvit_rmlp_small_rw_256.sw_in1k,96.800,3.200,99.380,0.620,66.01,256,0.950,bicubic xcit_large_24_p16_224.fb_dist_in1k,96.800,3.200,99.350,0.650,189.10,224,1.000,bicubic vit_large_r50_s32_224.augreg_in21k_ft_in1k,96.790,3.210,99.340,0.660,328.99,224,0.900,bicubic +fastvit_ma36.apple_dist_in1k,96.780,3.220,99.330,0.670,44.07,256,0.950,bicubic seresnet152d.ra2_in1k,96.770,3.230,99.440,0.560,66.84,320,1.000,bicubic seresnext101_32x8d.ah_in1k,96.770,3.230,99.350,0.650,93.57,288,1.000,bicubic mvitv2_base.fb_in1k,96.760,3.240,99.260,0.740,51.47,224,0.900,bicubic @@ -255,7 +261,7 @@ resnet200d.ra2_in1k,96.730,3.270,99.330,0.670,64.69,320,1.000,bicubic vit_base_patch16_384.orig_in21k_ft_in1k,96.720,3.280,99.500,0.500,86.86,384,1.000,bicubic regnetz_040.ra3_in1k,96.720,3.280,99.480,0.520,27.12,320,1.000,bicubic resnetv2_50x3_bit.goog_in21k_ft_in1k,96.710,3.290,99.550,0.450,217.32,448,1.000,bilinear -caformer_s18.sail_in22k_ft_in1k,96.710,3.290,99.480,0.520,26.34,224,1.000,bicubic +caformer_s18.sail_in22k_ft_in1k,96.710,3.290,99.490,0.510,26.34,224,1.000,bicubic regnetz_040_h.ra3_in1k,96.700,3.300,99.500,0.500,28.94,320,1.000,bicubic vit_small_patch16_384.augreg_in21k_ft_in1k,96.700,3.300,99.480,0.520,22.20,384,1.000,bicubic edgenext_base.usi_in1k,96.700,3.300,99.430,0.570,18.51,320,1.000,bicubic @@ -264,6 +270,7 @@ resnetrs200.tf_in1k,96.700,3.300,99.370,0.630,93.21,320,1.000,bicubic resnetaa101d.sw_in12k_ft_in1k,96.700,3.300,99.360,0.640,44.57,288,1.000,bicubic seresnext101d_32x8d.ah_in1k,96.700,3.300,99.360,0.640,93.59,288,1.000,bicubic eca_nfnet_l1.ra2_in1k,96.700,3.300,99.290,0.710,41.41,320,1.000,bicubic +repvgg_d2se.rvgg_in1k,96.690,3.310,99.370,0.630,133.33,320,1.000,bilinear caformer_s36.sail_in1k,96.690,3.310,99.360,0.640,39.30,224,1.000,bicubic maxvit_small_tf_224.in1k,96.690,3.310,99.360,0.640,68.93,224,0.950,bicubic resnetrs270.tf_in1k,96.690,3.310,99.350,0.650,129.86,352,1.000,bicubic @@ -274,14 +281,15 @@ vit_medium_patch16_gap_256.sw_in12k_ft_in1k,96.670,3.330,99.490,0.510,38.86,256, tf_efficientnet_b6.aa_in1k,96.670,3.330,99.370,0.630,43.04,528,0.942,bicubic deit3_small_patch16_224.fb_in22k_ft_in1k,96.660,3.340,99.330,0.670,22.06,224,1.000,bicubic flexivit_base.600ep_in1k,96.650,3.350,99.330,0.670,86.59,240,0.950,bicubic -coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k,96.640,3.360,99.160,0.840,41.72,224,0.950,bicubic davit_small.msft_in1k,96.630,3.370,99.350,0.650,49.75,224,0.950,bicubic convformer_s18.sail_in22k_ft_in1k,96.630,3.370,99.340,0.660,26.77,224,1.000,bicubic +efficientvit_b3.r288_in1k,96.630,3.370,99.220,0.780,48.65,288,1.000,bicubic +coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k,96.630,3.370,99.160,0.840,41.72,224,0.950,bicubic resmlp_big_24_224.fb_in22k_ft_in1k,96.620,3.380,99.510,0.490,129.14,224,0.875,bicubic regnetz_d8.ra3_in1k,96.620,3.380,99.450,0.550,23.37,320,1.000,bicubic -flexivit_base.300ep_in1k,96.620,3.380,99.270,0.730,86.59,240,0.950,bicubic resnest200e.in1k,96.610,3.390,99.350,0.650,70.20,320,0.909,bicubic resnext101_32x16d.fb_swsl_ig1b_ft_in1k,96.600,3.400,99.530,0.470,194.03,224,0.875,bilinear +flexivit_base.300ep_in1k,96.600,3.400,99.270,0.730,86.59,240,0.950,bicubic xcit_medium_24_p16_224.fb_dist_in1k,96.600,3.400,99.270,0.730,84.40,224,1.000,bicubic regnetz_d32.ra3_in1k,96.590,3.410,99.380,0.620,27.58,320,0.950,bicubic swin_base_patch4_window12_384.ms_in1k,96.580,3.420,99.250,0.750,87.90,384,1.000,bicubic @@ -289,20 +297,22 @@ resnetrs152.tf_in1k,96.580,3.420,99.240,0.760,86.62,320,1.000,bicubic convformer_s36.sail_in1k,96.580,3.420,99.170,0.830,40.01,224,1.000,bicubic maxvit_rmlp_small_rw_224.sw_in1k,96.580,3.420,99.120,0.880,64.90,224,0.900,bicubic regnetz_d8_evos.ch_in1k,96.570,3.430,99.460,0.540,23.46,320,1.000,bicubic -gcvit_base.in1k,96.570,3.430,99.230,0.770,90.32,224,0.875,bicubic -focalnet_base_srf.ms_in1k,96.560,3.440,99.140,0.860,88.15,224,0.900,bicubic +gcvit_base.in1k,96.560,3.440,99.230,0.770,90.32,224,0.875,bicubic +focalnet_base_srf.ms_in1k,96.560,3.440,99.150,0.850,88.15,224,0.900,bicubic +inception_next_base.sail_in1k,96.560,3.440,99.080,0.920,86.67,224,0.950,bicubic cait_xs24_384.fb_dist_in1k,96.540,3.460,99.420,0.580,26.67,384,1.000,bicubic efficientnetv2_rw_s.ra2_in1k,96.540,3.460,99.360,0.640,23.94,384,1.000,bicubic tf_efficientnet_b7.aa_in1k,96.540,3.460,99.300,0.700,66.35,600,0.949,bicubic crossvit_18_dagger_408.in1k,96.540,3.460,99.260,0.740,44.61,408,1.000,bicubic coatnet_rmlp_2_rw_224.sw_in1k,96.540,3.460,99.100,0.900,73.88,224,0.950,bicubic +regnety_080.ra3_in1k,96.530,3.470,99.320,0.680,39.18,288,1.000,bicubic xcit_tiny_24_p8_384.fb_dist_in1k,96.530,3.470,99.320,0.680,12.11,384,1.000,bicubic swinv2_base_window8_256.ms_in1k,96.530,3.470,99.270,0.730,87.92,256,0.900,bicubic convnext_small.fb_in1k,96.520,3.480,99.340,0.660,50.22,288,1.000,bicubic -regnety_080.ra3_in1k,96.520,3.480,99.320,0.680,39.18,288,1.000,bicubic resnest269e.in1k,96.510,3.490,99.350,0.650,110.93,416,0.928,bicubic vit_base_patch32_384.augreg_in21k_ft_in1k,96.490,3.510,99.410,0.590,88.30,384,1.000,bicubic swin_small_patch4_window7_224.ms_in22k_ft_in1k,96.480,3.520,99.390,0.610,49.61,224,0.900,bicubic +fastvit_ma36.apple_in1k,96.470,3.530,99.280,0.720,44.07,256,0.950,bicubic tf_efficientnet_b5.aa_in1k,96.470,3.530,99.240,0.760,30.39,456,0.934,bicubic swinv2_small_window16_256.ms_in1k,96.470,3.530,99.200,0.800,49.73,256,0.900,bicubic coat_lite_medium.in1k,96.470,3.530,99.150,0.850,44.57,224,0.900,bicubic @@ -322,32 +332,38 @@ crossvit_15_dagger_408.in1k,96.390,3.610,99.160,0.840,28.50,408,1.000,bicubic convnextv2_nano.fcmae_ft_in22k_in1k_384,96.370,3.630,99.400,0.600,15.62,384,1.000,bicubic mvitv2_small.fb_in1k,96.370,3.630,99.200,0.800,34.87,224,0.900,bicubic xception65.ra3_in1k,96.360,3.640,99.240,0.760,39.92,299,0.940,bicubic +fastvit_sa36.apple_dist_in1k,96.360,3.640,99.230,0.770,31.53,256,0.900,bicubic regnety_064.ra3_in1k,96.360,3.640,99.230,0.770,30.58,288,1.000,bicubic pvt_v2_b5.in1k,96.360,3.640,99.170,0.830,81.96,224,0.900,bicubic regnety_160.deit_in1k,96.350,3.650,99.330,0.670,83.59,288,1.000,bicubic pvt_v2_b4.in1k,96.350,3.650,99.180,0.820,62.56,224,0.900,bicubic +regnety_320.seer_ft_in1k,96.340,3.660,99.350,0.650,145.05,384,1.000,bicubic +tf_efficientnet_b5.ra_in1k,96.340,3.660,99.310,0.690,30.39,456,0.934,bicubic tf_efficientnetv2_s.in1k,96.340,3.660,99.200,0.800,21.46,384,1.000,bicubic resnext101_32x8d.fb_wsl_ig1b_ft_in1k,96.330,3.670,99.430,0.570,88.79,224,0.875,bilinear -regnety_320.seer_ft_in1k,96.330,3.670,99.350,0.650,145.05,384,1.000,bicubic -tf_efficientnet_b5.ra_in1k,96.330,3.670,99.310,0.690,30.39,456,0.934,bicubic +repvit_m2_3.dist_450e_in1k,96.330,3.670,99.400,0.600,23.69,224,0.950,bicubic volo_d1_224.sail_in1k,96.320,3.680,99.310,0.690,26.63,224,0.960,bicubic dm_nfnet_f0.dm_in1k,96.310,3.690,99.320,0.680,71.49,256,0.900,bicubic deit3_base_patch16_224.fb_in1k,96.300,3.700,99.180,0.820,86.59,224,0.900,bicubic resnet101d.ra2_in1k,96.290,3.710,99.230,0.770,44.57,320,1.000,bicubic +tiny_vit_11m_224.dist_in22k_ft_in1k,96.290,3.710,99.190,0.810,11.00,224,0.950,bicubic +efficientvit_b3.r256_in1k,96.290,3.710,99.120,0.880,48.65,256,1.000,bicubic gcvit_small.in1k,96.280,3.720,99.140,0.860,51.09,224,0.875,bicubic swinv2_small_window8_256.ms_in1k,96.270,3.730,99.210,0.790,49.73,256,0.900,bicubic -twins_svt_large.in1k,96.250,3.750,99.170,0.830,99.27,224,0.900,bicubic +inception_next_small.sail_in1k,96.240,3.760,99.220,0.780,49.37,224,0.875,bicubic nest_base_jx.goog_in1k,96.240,3.760,99.200,0.800,67.72,224,0.875,bicubic +fastvit_sa36.apple_in1k,96.240,3.760,99.190,0.810,31.53,256,0.900,bicubic +twins_svt_large.in1k,96.240,3.760,99.170,0.830,99.27,224,0.900,bicubic swin_s3_base_224.ms_in1k,96.240,3.760,99.150,0.850,71.13,224,0.900,bicubic maxvit_tiny_rw_224.sw_in1k,96.240,3.760,99.130,0.870,29.06,224,0.950,bicubic pit_b_distilled_224.in1k,96.230,3.770,99.110,0.890,74.79,224,0.900,bicubic swin_s3_small_224.ms_in1k,96.230,3.770,99.080,0.920,49.74,224,0.900,bicubic ecaresnet101d.miil_in1k,96.220,3.780,99.310,0.690,44.57,288,0.950,bicubic -rexnetr_200.sw_in12k_ft_in1k,96.220,3.780,99.260,0.740,16.52,288,1.000,bicubic tf_efficientnetv2_b3.in21k_ft_in1k,96.220,3.780,99.230,0.770,14.36,300,0.900,bicubic xcit_small_24_p16_224.fb_dist_in1k,96.220,3.780,99.210,0.790,47.67,224,1.000,bicubic xception65p.ra3_in1k,96.210,3.790,99.180,0.820,39.82,299,0.940,bicubic -deit3_small_patch16_384.fb_in1k,96.200,3.800,99.300,0.700,22.21,384,1.000,bicubic +deit3_small_patch16_384.fb_in1k,96.200,3.800,99.290,0.710,22.21,384,1.000,bicubic +rexnetr_200.sw_in12k_ft_in1k,96.200,3.800,99.260,0.740,16.52,288,1.000,bicubic resnet152.a1h_in1k,96.200,3.800,99.220,0.780,60.19,288,1.000,bicubic regnetv_040.ra3_in1k,96.190,3.810,99.330,0.670,20.64,288,1.000,bicubic convnextv2_tiny.fcmae_ft_in1k,96.190,3.810,99.250,0.750,28.64,288,1.000,bicubic @@ -359,16 +375,19 @@ tf_efficientnet_b4.ap_in1k,96.160,3.840,99.270,0.730,19.34,380,0.922,bicubic tresnet_v2_l.miil_in21k_ft_in1k,96.160,3.840,99.240,0.760,46.17,224,0.875,bilinear deit_base_patch16_384.fb_in1k,96.160,3.840,99.140,0.860,86.86,384,1.000,bicubic twins_svt_base.in1k,96.160,3.840,99.050,0.950,56.07,224,0.900,bicubic +fastvit_sa24.apple_dist_in1k,96.150,3.850,99.210,0.790,21.55,256,0.900,bicubic efficientnet_b4.ra2_in1k,96.150,3.850,99.190,0.810,19.34,384,1.000,bicubic sequencer2d_l.in1k,96.150,3.850,99.160,0.840,54.30,224,0.875,bicubic regnetz_c16_evos.ch_in1k,96.140,3.860,99.360,0.640,13.49,320,0.950,bicubic twins_pcpvt_large.in1k,96.140,3.860,99.170,0.830,60.99,224,0.900,bicubic caformer_s18.sail_in1k,96.140,3.860,99.000,1.000,26.34,224,1.000,bicubic -resnetv2_50x1_bit.goog_distilled_in1k,96.130,3.870,99.280,0.720,25.55,224,0.875,bicubic vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,96.130,3.870,99.220,0.780,88.22,224,0.900,bicubic +tiny_vit_21m_224.in1k,96.130,3.870,99.160,0.840,21.20,224,0.950,bicubic +repvit_m2_3.dist_300e_in1k,96.120,3.880,99.340,0.660,23.69,224,0.950,bicubic resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k,96.120,3.880,99.270,0.730,236.34,224,0.875,bicubic nfnet_l0.ra2_in1k,96.120,3.880,99.240,0.760,35.07,288,1.000,bicubic swin_base_patch4_window7_224.ms_in1k,96.120,3.880,99.060,0.940,87.77,224,0.900,bicubic +resnetv2_50x1_bit.goog_distilled_in1k,96.110,3.890,99.280,0.720,25.55,224,0.875,bicubic efficientformer_l7.snap_dist_in1k,96.110,3.890,99.270,0.730,82.23,224,0.950,bicubic xcit_small_12_p8_224.fb_in1k,96.110,3.890,99.160,0.840,26.21,224,1.000,bicubic resnetv2_101x1_bit.goog_in21k_ft_in1k,96.100,3.900,99.280,0.720,44.54,448,1.000,bilinear @@ -377,20 +396,21 @@ deit_base_distilled_patch16_224.fb_in1k,96.090,3.910,99.190,0.810,87.34,224,0.90 xcit_medium_24_p8_224.fb_in1k,96.090,3.910,98.890,1.110,84.32,224,1.000,bicubic resnext101_64x4d.c1_in1k,96.080,3.920,99.240,0.760,83.46,288,1.000,bicubic regnety_320.tv2_in1k,96.080,3.920,99.230,0.770,145.05,224,0.965,bicubic +deit3_medium_patch16_224.fb_in1k,96.080,3.920,99.200,0.800,38.85,224,0.900,bicubic xcit_tiny_12_p8_384.fb_dist_in1k,96.080,3.920,99.140,0.860,6.71,384,1.000,bicubic swinv2_cr_small_224.sw_in1k,96.080,3.920,98.860,1.140,49.70,224,0.900,bicubic tf_efficientnet_b5.in1k,96.070,3.930,99.290,0.710,30.39,456,0.934,bicubic -deit3_medium_patch16_224.fb_in1k,96.070,3.930,99.200,0.800,38.85,224,0.900,bicubic efficientformerv2_l.snap_dist_in1k,96.070,3.930,99.190,0.810,26.32,224,0.950,bicubic focalnet_small_srf.ms_in1k,96.070,3.930,99.120,0.880,49.89,224,0.900,bicubic convnextv2_nano.fcmae_ft_in22k_in1k,96.060,3.940,99.220,0.780,15.62,288,1.000,bicubic mobilevitv2_200.cvnets_in22k_ft_in1k_384,96.060,3.940,99.080,0.920,18.45,384,1.000,bicubic +resnetv2_101.a1h_in1k,96.050,3.950,99.170,0.830,44.54,288,1.000,bicubic cs3edgenet_x.c2_in1k,96.050,3.950,99.140,0.860,47.82,288,1.000,bicubic maxxvit_rmlp_nano_rw_256.sw_in1k,96.040,3.960,99.260,0.740,16.78,256,0.950,bicubic -resnetv2_101.a1h_in1k,96.040,3.960,99.170,0.830,44.54,288,1.000,bicubic resnext101_64x4d.tv_in1k,96.030,3.970,99.160,0.840,83.46,224,0.875,bilinear xcit_small_12_p16_224.fb_dist_in1k,96.030,3.970,99.130,0.870,26.25,224,1.000,bicubic coatnet_1_rw_224.sw_in1k,96.030,3.970,99.060,0.940,41.72,224,0.950,bicubic +efficientvit_b3.r224_in1k,96.030,3.970,98.990,1.010,48.65,224,0.950,bicubic regnety_040.ra3_in1k,96.020,3.980,99.190,0.810,20.65,288,1.000,bicubic resnet101.a1h_in1k,96.020,3.980,99.140,0.860,44.55,288,1.000,bicubic cs3sedarknet_x.c2ns_in1k,96.020,3.980,99.110,0.890,35.40,288,1.000,bicubic @@ -404,6 +424,7 @@ sequencer2d_s.in1k,95.980,4.020,99.050,0.950,27.65,224,0.875,bicubic regnety_160.tv2_in1k,95.970,4.030,99.150,0.850,83.59,224,0.965,bicubic nest_small_jx.goog_in1k,95.970,4.030,99.030,0.970,38.35,224,0.875,bicubic maxvit_rmlp_nano_rw_256.sw_in1k,95.970,4.030,98.970,1.030,15.50,256,0.950,bicubic +efficientvit_b2.r288_in1k,95.960,4.040,99.190,0.810,24.33,288,1.000,bicubic regnety_032.ra_in1k,95.960,4.040,99.190,0.810,19.44,288,1.000,bicubic coatnet_rmlp_1_rw_224.sw_in1k,95.960,4.040,99.160,0.840,41.69,224,0.950,bicubic resnext101_32x8d.tv2_in1k,95.950,4.050,99.080,0.920,88.79,224,0.965,bilinear @@ -413,12 +434,14 @@ eca_nfnet_l0.ra2_in1k,95.940,4.060,99.210,0.790,24.14,288,1.000,bicubic regnetz_c16.ra3_in1k,95.940,4.060,99.110,0.890,13.46,320,1.000,bicubic swinv2_tiny_window16_256.ms_in1k,95.930,4.070,99.150,0.850,28.35,256,0.900,bicubic swin_small_patch4_window7_224.ms_in1k,95.930,4.070,99.020,0.980,49.61,224,0.900,bicubic +fastvit_sa24.apple_in1k,95.920,4.080,99.160,0.840,21.55,256,0.900,bicubic maxvit_nano_rw_256.sw_in1k,95.920,4.080,99.010,0.990,15.45,256,0.950,bicubic coat_small.in1k,95.910,4.090,99.150,0.850,21.69,224,0.900,bicubic tf_efficientnet_b4.aa_in1k,95.900,4.100,99.170,0.830,19.34,380,0.922,bicubic +repvit_m1_5.dist_450e_in1k,95.900,4.100,99.120,0.880,14.64,224,0.950,bicubic maxxvitv2_nano_rw_256.sw_in1k,95.900,4.100,99.050,0.950,23.70,256,0.950,bicubic regnetx_160.tv2_in1k,95.880,4.120,99.090,0.910,54.28,224,0.965,bicubic -resnet51q.ra2_in1k,95.870,4.130,99.120,0.880,35.70,288,1.000,bilinear +resnet51q.ra2_in1k,95.870,4.130,99.130,0.870,35.70,288,1.000,bilinear resnext50_32x4d.fb_swsl_ig1b_ft_in1k,95.860,4.140,99.250,0.750,25.03,224,0.875,bilinear resnest101e.in1k,95.860,4.140,99.200,0.800,48.28,256,0.875,bilinear tresnet_l.miil_in1k_448,95.860,4.140,99.120,0.880,55.99,448,0.875,bilinear @@ -435,8 +458,8 @@ sequencer2d_m.in1k,95.810,4.190,99.110,0.890,38.31,224,0.875,bicubic convnextv2_nano.fcmae_ft_in1k,95.800,4.200,99.090,0.910,15.62,288,1.000,bicubic resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k,95.790,4.210,99.180,0.820,194.03,224,0.875,bilinear convnext_tiny.fb_in1k,95.790,4.210,99.160,0.840,28.59,288,1.000,bicubic +twins_pcpvt_base.in1k,95.790,4.210,99.130,0.870,43.83,224,0.900,bicubic resnet61q.ra2_in1k,95.780,4.220,98.990,1.010,36.85,288,1.000,bicubic -twins_pcpvt_base.in1k,95.770,4.230,99.130,0.870,43.83,224,0.900,bicubic tf_efficientnet_b2.ns_jft_in1k,95.770,4.230,99.120,0.880,9.11,260,0.890,bicubic vit_relpos_base_patch16_clsgap_224.sw_in1k,95.770,4.230,99.040,0.960,86.43,224,0.900,bicubic poolformerv2_m48.sail_in1k,95.770,4.230,98.980,1.020,73.35,224,1.000,bicubic @@ -453,18 +476,20 @@ crossvit_15_dagger_240.in1k,95.680,4.320,98.830,1.170,28.21,240,0.875,bicubic flexivit_small.600ep_in1k,95.670,4.330,99.060,0.940,22.06,240,0.950,bicubic xcit_tiny_24_p8_224.fb_in1k,95.660,4.340,99.050,0.950,12.11,224,1.000,bicubic davit_tiny.msft_in1k,95.660,4.340,99.030,0.970,28.36,224,0.950,bicubic -vit_small_r26_s32_224.augreg_in21k_ft_in1k,95.640,4.360,99.190,0.810,36.43,224,0.900,bicubic +efficientvit_b2.r256_in1k,95.650,4.350,99.060,0.940,24.33,256,1.000,bicubic +repvit_m1_5.dist_300e_in1k,95.640,4.360,98.990,1.010,14.64,224,0.950,bicubic wide_resnet50_2.racm_in1k,95.630,4.370,99.240,0.760,68.88,288,0.950,bicubic +vit_small_r26_s32_224.augreg_in21k_ft_in1k,95.630,4.370,99.190,0.810,36.43,224,0.900,bicubic resnetv2_50d_evos.ah_in1k,95.630,4.370,99.110,0.890,25.59,288,1.000,bicubic poolformer_m48.sail_in1k,95.630,4.370,98.940,1.060,73.47,224,0.950,bicubic -pit_b_224.in1k,95.620,4.380,98.670,1.330,73.76,224,0.900,bicubic -efficientnetv2_rw_t.ra2_in1k,95.600,4.400,99.070,0.930,13.65,288,1.000,bicubic +pit_b_224.in1k,95.630,4.370,98.660,1.340,73.76,224,0.900,bicubic efficientformer_l3.snap_dist_in1k,95.590,4.410,99.160,0.840,31.41,224,0.950,bicubic +efficientnetv2_rw_t.ra2_in1k,95.590,4.410,99.070,0.930,13.65,288,1.000,bicubic gcvit_xtiny.in1k,95.590,4.410,99.040,0.960,19.98,224,0.875,bicubic crossvit_18_dagger_240.in1k,95.570,4.430,99.060,0.940,44.27,240,0.875,bicubic vit_relpos_base_patch16_224.sw_in1k,95.560,4.440,99.030,0.970,86.43,224,0.900,bicubic pvt_v2_b2_li.in1k,95.560,4.440,98.990,1.010,22.55,224,0.900,bicubic -flexivit_small.1200ep_in1k,95.550,4.450,99.120,0.880,22.06,240,0.950,bicubic +flexivit_small.1200ep_in1k,95.550,4.450,99.110,0.890,22.06,240,0.950,bicubic convit_base.fb_in1k,95.550,4.450,98.880,1.120,86.54,224,0.875,bicubic wide_resnet101_2.tv2_in1k,95.540,4.460,99.080,0.920,126.89,224,0.965,bilinear coat_lite_small.in1k,95.540,4.460,98.860,1.140,19.84,224,0.900,bicubic @@ -473,24 +498,26 @@ xcit_medium_24_p16_224.fb_in1k,95.540,4.460,98.720,1.280,84.40,224,1.000,bicubic levit_384.fb_dist_in1k,95.530,4.470,99.060,0.940,39.13,224,0.900,bicubic levit_conv_384.fb_dist_in1k,95.530,4.470,99.050,0.950,39.13,224,0.900,bicubic ecaresnet50t.ra2_in1k,95.520,4.480,99.110,0.890,25.57,320,0.950,bicubic +fbnetv3_g.ra2_in1k,95.520,4.480,98.990,1.010,16.62,288,0.950,bilinear vit_base_patch32_clip_224.laion2b_ft_in1k,95.520,4.480,98.870,1.130,88.22,224,0.900,bicubic resnet101.a1_in1k,95.520,4.480,98.850,1.150,44.55,288,1.000,bicubic crossvit_base_240.in1k,95.520,4.480,98.810,1.190,105.03,240,0.875,bicubic swin_tiny_patch4_window7_224.ms_in22k_ft_in1k,95.510,4.490,99.200,0.800,28.29,224,0.900,bicubic resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k,95.510,4.490,99.120,0.880,88.79,224,0.875,bilinear -fbnetv3_g.ra2_in1k,95.510,4.490,98.990,1.010,16.62,288,0.950,bilinear xception41p.ra3_in1k,95.510,4.490,98.910,1.090,26.91,299,0.940,bicubic focalnet_tiny_srf.ms_in1k,95.500,4.500,99.130,0.870,28.43,224,0.900,bicubic vit_relpos_medium_patch16_rpn_224.sw_in1k,95.500,4.500,99.080,0.920,38.73,224,0.900,bicubic -flexivit_small.300ep_in1k,95.500,4.500,98.960,1.040,22.06,240,0.950,bicubic resnet152.tv2_in1k,95.500,4.500,98.960,1.040,60.19,224,0.965,bilinear resnet152.a1_in1k,95.500,4.500,98.780,1.220,60.19,288,1.000,bicubic swinv2_tiny_window8_256.ms_in1k,95.490,4.510,99.100,0.900,28.35,256,0.900,bicubic -visformer_small.in1k,95.490,4.510,98.900,1.100,40.22,224,0.900,bicubic +tiny_vit_11m_224.in1k,95.490,4.510,98.990,1.010,11.00,224,0.950,bicubic +flexivit_small.300ep_in1k,95.490,4.510,98.960,1.040,22.06,240,0.950,bicubic resnet152.a2_in1k,95.490,4.510,98.790,1.210,60.19,288,1.000,bicubic pvt_v2_b2.in1k,95.480,4.520,99.000,1.000,25.36,224,0.900,bicubic resnetv2_50d_gn.ah_in1k,95.480,4.520,98.950,1.050,25.57,288,1.000,bicubic +visformer_small.in1k,95.480,4.520,98.900,1.100,40.22,224,0.900,bicubic vit_relpos_medium_patch16_cls_224.sw_in1k,95.470,4.530,98.950,1.050,38.76,224,0.900,bicubic +inception_next_tiny.sail_in1k,95.460,4.540,99.010,0.990,28.06,224,0.875,bicubic vit_relpos_medium_patch16_224.sw_in1k,95.460,4.540,98.960,1.040,38.75,224,0.900,bicubic focalnet_tiny_lrf.ms_in1k,95.460,4.540,98.910,1.090,28.65,224,0.900,bicubic ecaresnet50d.miil_in1k,95.450,4.550,99.090,0.910,25.58,288,0.950,bicubic @@ -503,9 +530,9 @@ coatnet_0_rw_224.sw_in1k,95.440,4.560,98.720,1.280,27.44,224,0.950,bicubic resnetrs101.tf_in1k,95.430,4.570,99.040,0.960,63.62,288,0.940,bicubic coatnext_nano_rw_224.sw_in1k,95.430,4.570,99.010,0.990,14.70,224,0.900,bicubic coatnet_rmlp_nano_rw_224.sw_in1k,95.430,4.570,98.990,1.010,15.15,224,0.900,bicubic +xcit_small_12_p16_224.fb_in1k,95.430,4.570,98.840,1.160,26.25,224,1.000,bicubic xcit_large_24_p16_224.fb_in1k,95.430,4.570,98.630,1.370,189.10,224,1.000,bicubic halo2botnet50ts_256.a1h_in1k,95.420,4.580,99.020,0.980,22.64,256,0.950,bicubic -xcit_small_12_p16_224.fb_in1k,95.420,4.580,98.840,1.160,26.25,224,1.000,bicubic ecaresnet50t.a1_in1k,95.410,4.590,99.010,0.990,25.57,288,1.000,bicubic resnet101.a2_in1k,95.410,4.590,98.940,1.060,44.55,288,1.000,bicubic resnet50.fb_swsl_ig1b_ft_in1k,95.400,4.600,99.300,0.700,25.56,224,0.875,bilinear @@ -529,7 +556,7 @@ ecaresnetlight.miil_in1k,95.290,4.710,99.030,0.970,30.16,288,0.950,bicubic vit_small_patch16_384.augreg_in1k,95.290,4.710,99.000,1.000,22.20,384,1.000,bicubic tresnet_l.miil_in1k,95.280,4.720,99.010,0.990,55.99,224,0.875,bilinear cait_xxs24_384.fb_dist_in1k,95.280,4.720,98.960,1.040,12.03,384,1.000,bicubic -resnet101.tv2_in1k,95.270,4.730,98.910,1.090,44.55,224,0.965,bilinear +resnet101.tv2_in1k,95.280,4.720,98.910,1.090,44.55,224,0.965,bilinear resnet50_gn.a1h_in1k,95.250,4.750,99.000,1.000,25.56,288,0.950,bicubic vit_srelpos_medium_patch16_224.sw_in1k,95.240,4.760,98.990,1.010,38.74,224,0.900,bicubic nest_tiny_jx.goog_in1k,95.240,4.760,98.980,1.020,17.06,224,0.875,bicubic @@ -539,17 +566,20 @@ convnextv2_pico.fcmae_ft_in1k,95.230,4.770,98.920,1.080,9.07,288,0.950,bicubic mobilevitv2_175.cvnets_in22k_ft_in1k,95.220,4.780,98.800,1.200,14.25,256,0.888,bicubic convit_small.fb_in1k,95.210,4.790,98.900,1.100,27.78,224,0.875,bicubic twins_pcpvt_small.in1k,95.210,4.790,98.880,1.120,24.11,224,0.900,bicubic +repvit_m3.dist_in1k,95.200,4.800,99.090,0.910,10.68,224,0.950,bicubic resnetaa50.a1h_in1k,95.200,4.800,98.920,1.080,25.56,288,1.000,bicubic +efficientvit_b2.r224_in1k,95.200,4.800,98.820,1.180,24.33,224,0.950,bicubic twins_svt_small.in1k,95.190,4.810,98.880,1.120,24.06,224,0.900,bicubic swin_s3_tiny_224.ms_in1k,95.180,4.820,98.950,1.050,28.33,224,0.900,bicubic -tf_efficientnetv2_b3.in1k,95.180,4.820,98.820,1.180,14.36,300,0.904,bicubic regnetz_b16.ra3_in1k,95.170,4.830,99.080,0.920,9.72,288,1.000,bicubic tf_efficientnet_b1.ns_jft_in1k,95.160,4.840,99.100,0.900,7.79,240,0.882,bicubic -cs3darknet_focus_l.c2ns_in1k,95.160,4.840,98.960,1.040,21.15,288,0.950,bicubic mobilevitv2_200.cvnets_in22k_ft_in1k,95.160,4.840,98.950,1.050,18.45,256,0.888,bicubic -lamhalobotnet50ts_256.a1h_in1k,95.160,4.840,98.880,1.120,22.57,256,0.950,bicubic +tf_efficientnetv2_b3.in1k,95.160,4.840,98.820,1.180,14.36,300,0.904,bicubic +cs3darknet_focus_l.c2ns_in1k,95.150,4.850,98.960,1.040,21.15,288,0.950,bicubic vit_relpos_small_patch16_224.sw_in1k,95.150,4.850,98.960,1.040,21.98,224,0.900,bicubic crossvit_15_240.in1k,95.150,4.850,98.930,1.070,27.53,240,0.875,bicubic +lamhalobotnet50ts_256.a1h_in1k,95.150,4.850,98.880,1.120,22.57,256,0.950,bicubic +fastvit_sa12.apple_dist_in1k,95.150,4.850,98.810,1.190,11.58,256,0.900,bicubic pit_s_distilled_224.in1k,95.140,4.860,98.890,1.110,24.04,224,0.900,bicubic mobilevitv2_150.cvnets_in22k_ft_in1k,95.140,4.860,98.860,1.140,10.59,256,0.888,bicubic swin_tiny_patch4_window7_224.ms_in1k,95.140,4.860,98.850,1.150,28.29,224,0.900,bicubic @@ -566,17 +596,18 @@ xcit_tiny_12_p8_224.fb_dist_in1k,95.090,4.910,98.910,1.090,6.71,224,1.000,bicubi convmixer_1536_20.in1k,95.080,4.920,99.030,0.970,51.63,224,0.960,bicubic poolformer_s36.sail_in1k,95.080,4.920,98.910,1.090,30.86,224,0.900,bicubic legacy_senet154.in1k,95.070,4.930,98.830,1.170,115.09,224,0.875,bilinear +tiny_vit_5m_224.dist_in22k_ft_in1k,95.050,4.950,98.970,1.030,5.39,224,0.950,bicubic seresnet33ts.ra2_in1k,95.040,4.960,98.900,1.100,19.78,288,1.000,bicubic tnt_s_patch16_224,95.040,4.960,98.830,1.170,23.76,224,0.900,bicubic -vit_small_patch32_384.augreg_in21k_ft_in1k,95.030,4.970,98.990,1.010,22.92,384,1.000,bicubic vit_srelpos_small_patch16_224.sw_in1k,95.030,4.970,98.950,1.050,21.97,224,0.900,bicubic +vit_small_patch32_384.augreg_in21k_ft_in1k,95.020,4.980,98.990,1.010,22.92,384,1.000,bicubic resnet152s.gluon_in1k,95.020,4.980,98.930,1.070,60.32,224,0.875,bicubic levit_256.fb_dist_in1k,95.020,4.980,98.880,1.120,18.89,224,0.900,bicubic levit_conv_256.fb_dist_in1k,95.020,4.980,98.880,1.120,18.89,224,0.900,bicubic resnetv2_50x1_bit.goog_in21k_ft_in1k,95.010,4.990,99.060,0.940,25.55,448,1.000,bilinear vit_base_patch32_224.augreg_in21k_ft_in1k,95.010,4.990,99.030,0.970,88.22,224,0.900,bicubic resnet50d.ra2_in1k,95.010,4.990,98.980,1.020,25.58,288,0.950,bicubic -tf_efficientnet_b3.aa_in1k,95.000,5.000,98.910,1.090,12.23,300,0.904,bicubic +tf_efficientnet_b3.aa_in1k,95.010,4.990,98.910,1.090,12.23,300,0.904,bicubic tresnet_m.miil_in1k_448,94.990,5.010,98.980,1.020,31.39,448,0.875,bilinear deit3_small_patch16_224.fb_in1k,94.990,5.010,98.460,1.540,22.06,224,0.900,bicubic resnet50.d_in1k,94.980,5.020,98.840,1.160,25.56,288,1.000,bicubic @@ -589,28 +620,33 @@ gcresnet33ts.ra2_in1k,94.920,5.080,98.810,1.190,19.88,288,1.000,bicubic resnet50.c2_in1k,94.920,5.080,98.810,1.190,25.56,288,1.000,bicubic senet154.gluon_in1k,94.920,5.080,98.760,1.240,115.09,224,0.875,bicubic eva02_tiny_patch14_336.mim_in22k_ft_in1k,94.910,5.090,98.880,1.120,5.76,336,1.000,bicubic +repvit_m1_1.dist_450e_in1k,94.900,5.100,98.960,1.040,8.80,224,0.950,bicubic +resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,94.890,5.110,98.870,1.130,25.03,224,0.875,bilinear mobilevitv2_175.cvnets_in1k,94.890,5.110,98.860,1.140,14.25,256,0.888,bicubic resmlp_36_224.fb_distilled_in1k,94.890,5.110,98.860,1.140,44.69,224,0.875,bicubic seresnext101_32x4d.gluon_in1k,94.890,5.110,98.820,1.180,48.96,224,0.875,bicubic tf_efficientnet_lite4.in1k,94.880,5.120,99.020,0.980,13.01,380,0.920,bilinear +fastvit_sa12.apple_in1k,94.880,5.120,98.890,1.110,11.58,256,0.900,bicubic wide_resnet50_2.tv2_in1k,94.870,5.130,98.940,1.060,68.88,224,0.965,bilinear ese_vovnet39b.ra_in1k,94.870,5.130,98.910,1.090,24.57,288,0.950,bicubic -resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,94.860,5.140,98.870,1.130,25.03,224,0.875,bilinear gcresnext50ts.ch_in1k,94.860,5.140,98.860,1.140,15.67,288,1.000,bicubic resnet50.b1k_in1k,94.860,5.140,98.810,1.190,25.56,288,1.000,bicubic -crossvit_small_240.in1k,94.850,5.150,99.010,0.990,26.86,240,0.875,bicubic +crossvit_small_240.in1k,94.850,5.150,99.020,0.980,26.86,240,0.875,bicubic resnest50d.in1k,94.850,5.150,98.880,1.120,27.48,224,0.875,bilinear resnetv2_50.a1h_in1k,94.850,5.150,98.870,1.130,25.55,288,1.000,bicubic mobilevitv2_200.cvnets_in1k,94.840,5.160,98.710,1.290,18.45,256,0.888,bicubic convnext_tiny.fb_in22k_ft_in1k,94.840,5.160,98.530,1.470,28.59,288,1.000,bicubic +fastvit_s12.apple_dist_in1k,94.830,5.170,98.810,1.190,9.47,256,0.900,bicubic cspresnext50.ra_in1k,94.830,5.170,98.770,1.230,20.57,256,0.887,bilinear +resnext50_32x4d.a1_in1k,94.830,5.170,98.590,1.410,25.03,288,1.000,bicubic res2net101d.in1k,94.820,5.180,98.770,1.230,45.23,224,0.875,bilinear -resnext50_32x4d.a1_in1k,94.820,5.180,98.600,1.400,25.03,288,1.000,bicubic resnet50.a1h_in1k,94.770,5.230,98.690,1.310,25.56,224,1.000,bicubic lambda_resnet50ts.a1h_in1k,94.770,5.230,98.470,1.530,21.54,256,0.950,bicubic +repvit_m1_1.dist_300e_in1k,94.760,5.240,98.930,1.070,8.80,224,0.950,bicubic convnext_pico.d1_in1k,94.760,5.240,98.710,1.290,9.05,288,0.950,bicubic sehalonet33ts.ra2_in1k,94.760,5.240,98.570,1.430,13.69,256,0.940,bicubic resnet50.a1_in1k,94.740,5.260,98.710,1.290,25.56,288,1.000,bicubic +repvit_m2.dist_in1k,94.740,5.260,98.680,1.320,8.80,224,0.950,bicubic resnest50d_1s4x24d.in1k,94.730,5.270,98.980,1.020,25.68,224,0.875,bicubic resnet50.c1_in1k,94.730,5.270,98.930,1.070,25.56,288,1.000,bicubic resnet50.b2k_in1k,94.730,5.270,98.820,1.180,25.56,288,1.000,bicubic @@ -626,22 +662,23 @@ resmlp_big_24_224.fb_in1k,94.680,5.320,98.500,1.500,129.14,224,0.875,bicubic edgenext_small_rw.sw_in1k,94.670,5.330,98.780,1.220,7.83,320,1.000,bicubic resnext101_64x4d.gluon_in1k,94.670,5.330,98.660,1.340,83.46,224,0.875,bicubic regnetx_032.tv2_in1k,94.660,5.340,98.850,1.150,15.30,224,0.965,bicubic -resnet50.tv2_in1k,94.660,5.340,98.790,1.210,25.56,224,0.965,bilinear +cspdarknet53.ra_in1k,94.660,5.340,98.800,1.200,27.64,256,0.887,bilinear seresnet50.a2_in1k,94.660,5.340,98.780,1.220,28.09,288,1.000,bicubic seresnet50.a1_in1k,94.660,5.340,98.720,1.280,28.09,288,1.000,bicubic poolformerv2_s24.sail_in1k,94.650,5.350,98.840,1.160,21.34,224,1.000,bicubic -cspdarknet53.ra_in1k,94.650,5.350,98.800,1.200,27.64,256,0.887,bilinear -maxvit_rmlp_pico_rw_256.sw_in1k,94.630,5.370,98.810,1.190,7.52,256,0.950,bicubic +maxvit_rmlp_pico_rw_256.sw_in1k,94.640,5.360,98.810,1.190,7.52,256,0.950,bicubic +resnet50.tv2_in1k,94.640,5.360,98.800,1.200,25.56,224,0.965,bilinear efficientnet_b3_pruned.in1k,94.630,5.370,98.760,1.240,9.86,300,0.904,bicubic resnet50.a2_in1k,94.630,5.370,98.660,1.340,25.56,288,1.000,bicubic -tresnet_m.miil_in1k,94.630,5.370,98.550,1.450,31.39,224,0.875,bilinear eca_resnet33ts.ra2_in1k,94.620,5.380,98.910,1.090,19.68,288,1.000,bicubic darknet53.c2ns_in1k,94.620,5.380,98.900,1.100,41.61,288,1.000,bicubic gernet_m.idstcv_in1k,94.620,5.380,98.860,1.140,21.14,224,0.875,bilinear resnext50_32x4d.tv2_in1k,94.620,5.380,98.780,1.220,25.03,224,0.965,bilinear convnext_pico_ols.d1_in1k,94.620,5.380,98.760,1.240,9.06,288,1.000,bicubic efficientnet_b2.ra_in1k,94.620,5.380,98.710,1.290,9.11,288,1.000,bicubic +tresnet_m.miil_in1k,94.620,5.380,98.550,1.450,31.39,224,0.875,bilinear sebotnet33ts_256.a1h_in1k,94.610,5.390,98.510,1.490,13.70,256,0.940,bicubic +fastvit_t12.apple_dist_in1k,94.590,5.410,98.790,1.210,7.55,256,0.900,bicubic inception_resnet_v2.tf_in1k,94.580,5.420,98.790,1.210,55.84,299,0.897,bicubic resnet50d.a2_in1k,94.580,5.420,98.690,1.310,25.58,288,1.000,bicubic resnext50_32x4d.a2_in1k,94.580,5.420,98.650,1.350,25.03,288,1.000,bicubic @@ -655,38 +692,42 @@ tf_efficientnet_b3.in1k,94.540,5.460,98.800,1.200,12.23,300,0.904,bicubic nf_resnet50.ra2_in1k,94.540,5.460,98.790,1.210,25.56,288,0.940,bicubic xcit_tiny_24_p16_224.fb_dist_in1k,94.540,5.460,98.780,1.220,12.12,224,1.000,bicubic resnext101_32x4d.gluon_in1k,94.540,5.460,98.630,1.370,44.18,224,0.875,bicubic +repvit_m1_0.dist_450e_in1k,94.530,5.470,98.880,1.120,7.30,224,0.950,bicubic regnety_016.tv2_in1k,94.520,5.480,98.820,1.180,11.20,224,0.965,bicubic resnet50.ram_in1k,94.520,5.480,98.650,1.350,25.56,288,0.950,bicubic repvgg_b3g4.rvgg_in1k,94.510,5.490,98.970,1.030,83.83,224,0.875,bilinear tf_efficientnet_b2.ap_in1k,94.510,5.490,98.620,1.380,9.11,260,0.890,bicubic convmixer_768_32.in1k,94.500,5.500,98.860,1.140,21.11,224,0.960,bicubic +efficientvit_b1.r288_in1k,94.490,5.510,98.520,1.480,9.10,288,1.000,bicubic efficientformer_l1.snap_dist_in1k,94.480,5.520,98.830,1.170,12.29,224,0.950,bicubic rexnet_150.nav_in1k,94.480,5.520,98.800,1.200,9.73,224,0.875,bicubic regnety_120.pycls_in1k,94.470,5.530,98.820,1.180,51.82,224,0.875,bicubic -darknetaa53.c2ns_in1k,94.470,5.530,98.760,1.240,36.02,288,1.000,bilinear +darknetaa53.c2ns_in1k,94.470,5.530,98.770,1.230,36.02,288,1.000,bilinear resnetblur50.bt_in1k,94.460,5.540,98.840,1.160,25.56,288,0.950,bicubic resnet50.fb_ssl_yfcc100m_ft_in1k,94.450,5.550,98.920,1.080,25.56,224,0.875,bilinear resmlp_24_224.fb_distilled_in1k,94.450,5.550,98.770,1.230,30.02,224,0.875,bicubic regnetx_320.pycls_in1k,94.450,5.550,98.740,1.260,107.81,224,0.875,bicubic gcvit_xxtiny.in1k,94.420,5.580,98.890,1.110,12.00,224,0.875,bicubic tf_efficientnetv2_b2.in1k,94.420,5.580,98.580,1.420,10.10,260,0.890,bicubic -efficientnet_el_pruned.in1k,94.400,5.600,98.740,1.260,10.59,300,0.904,bicubic tf_efficientnet_el.in1k,94.400,5.600,98.710,1.290,10.59,300,0.904,bicubic +efficientnet_el_pruned.in1k,94.390,5.610,98.740,1.260,10.59,300,0.904,bicubic tf_efficientnet_b2.aa_in1k,94.380,5.620,98.610,1.390,9.11,260,0.890,bicubic -deit_small_patch16_224.fb_in1k,94.370,5.630,98.700,1.300,22.05,224,0.900,bicubic +legacy_seresnext101_32x4d.in1k,94.370,5.630,98.630,1.370,48.96,224,0.875,bilinear inception_v4.tf_in1k,94.370,5.630,98.580,1.420,42.68,299,0.875,bicubic regnety_160.pycls_in1k,94.360,5.640,98.860,1.140,83.59,224,0.875,bicubic -legacy_seresnext101_32x4d.in1k,94.360,5.640,98.630,1.370,48.96,224,0.875,bilinear +deit_small_patch16_224.fb_in1k,94.350,5.650,98.690,1.310,22.05,224,0.900,bicubic ecaresnet50t.a3_in1k,94.350,5.650,98.670,1.330,25.57,224,0.950,bicubic dpn107.mx_in1k,94.340,5.660,98.500,1.500,86.92,224,0.875,bicubic seresnext50_32x4d.gluon_in1k,94.330,5.670,98.610,1.390,27.56,224,0.875,bicubic ecaresnet26t.ra2_in1k,94.320,5.680,98.720,1.280,16.01,320,0.950,bicubic +resnet50.bt_in1k,94.320,5.680,98.640,1.360,25.56,288,0.950,bicubic resnetrs50.tf_in1k,94.320,5.680,98.640,1.360,35.69,224,0.910,bicubic res2net50d.in1k,94.320,5.680,98.530,1.470,25.72,224,0.875,bilinear -resnet50.bt_in1k,94.310,5.690,98.640,1.360,25.56,288,0.950,bicubic +repvit_m1_0.dist_300e_in1k,94.300,5.700,98.850,1.150,7.30,224,0.950,bicubic xception71.tf_in1k,94.300,5.700,98.650,1.350,42.34,299,0.903,bicubic dpn92.mx_in1k,94.290,5.710,98.750,1.250,37.67,224,0.875,bicubic cait_xxs36_224.fb_dist_in1k,94.270,5.730,98.710,1.290,17.30,224,1.000,bicubic +tiny_vit_5m_224.in1k,94.240,5.760,98.690,1.310,5.39,224,0.950,bicubic skresnext50_32x4d.ra_in1k,94.240,5.760,98.460,1.540,27.48,224,0.875,bicubic regnetx_120.pycls_in1k,94.230,5.770,98.670,1.330,46.11,224,0.875,bicubic resnet101d.gluon_in1k,94.230,5.770,98.540,1.460,44.57,224,0.875,bicubic @@ -695,9 +736,9 @@ tf_efficientnet_lite3.in1k,94.200,5.800,98.640,1.360,8.20,300,0.904,bilinear efficientformerv2_s1.snap_dist_in1k,94.200,5.800,98.630,1.370,6.19,224,0.950,bicubic resmlp_36_224.fb_in1k,94.190,5.810,98.660,1.340,44.69,224,0.875,bicubic convnextv2_femto.fcmae_ft_in1k,94.190,5.810,98.610,1.390,5.23,288,0.950,bicubic -mixnet_xl.ra_in1k,94.180,5.820,98.330,1.670,11.90,224,0.875,bicubic +mixnet_xl.ra_in1k,94.180,5.820,98.320,1.680,11.90,224,0.875,bicubic regnety_080.pycls_in1k,94.170,5.830,98.680,1.320,39.18,224,0.875,bicubic -inception_resnet_v2.tf_ens_adv_in1k,94.170,5.830,98.620,1.380,55.84,299,0.897,bicubic +inception_resnet_v2.tf_ens_adv_in1k,94.170,5.830,98.600,1.400,55.84,299,0.897,bicubic levit_192.fb_dist_in1k,94.170,5.830,98.540,1.460,10.95,224,0.900,bicubic levit_conv_192.fb_dist_in1k,94.170,5.830,98.540,1.460,10.95,224,0.900,bicubic resnet152c.gluon_in1k,94.160,5.840,98.640,1.360,60.21,224,0.875,bicubic @@ -708,17 +749,19 @@ regnetx_160.pycls_in1k,94.140,5.860,98.750,1.250,54.28,224,0.875,bicubic regnety_064.pycls_in1k,94.140,5.860,98.710,1.290,30.58,224,0.875,bicubic efficientnet_b2_pruned.in1k,94.140,5.860,98.520,1.480,8.31,260,0.890,bicubic regnetx_016.tv2_in1k,94.130,5.870,98.750,1.250,9.19,224,0.965,bicubic +fastvit_s12.apple_in1k,94.130,5.870,98.620,1.380,9.47,256,0.900,bicubic nf_regnet_b1.ra2_in1k,94.110,5.890,98.620,1.380,10.22,288,0.900,bicubic tf_efficientnet_b2.in1k,94.110,5.890,98.450,1.550,9.11,260,0.890,bicubic resnet33ts.ra2_in1k,94.100,5.900,98.650,1.350,19.68,288,1.000,bicubic +efficientvit_b1.r256_in1k,94.090,5.910,98.360,1.640,9.10,256,1.000,bicubic xcit_tiny_24_p16_224.fb_in1k,94.080,5.920,98.540,1.460,12.12,224,1.000,bicubic resnet152.gluon_in1k,94.070,5.930,98.460,1.540,60.19,224,0.875,bicubic dpn131.mx_in1k,94.050,5.950,98.710,1.290,79.25,224,0.875,bicubic -resnet101.a3_in1k,94.040,5.960,98.660,1.340,44.55,224,0.950,bicubic coat_lite_mini.in1k,94.040,5.960,98.550,1.450,11.01,224,0.900,bicubic eca_halonext26ts.c1_in1k,94.040,5.960,98.490,1.510,10.76,256,0.940,bicubic +resnet101.a3_in1k,94.030,5.970,98.660,1.340,44.55,224,0.950,bicubic +hrnet_w64.ms_in1k,94.030,5.970,98.590,1.410,128.06,224,0.875,bilinear resmlp_24_224.fb_in1k,94.030,5.970,98.330,1.670,30.02,224,0.875,bicubic -hrnet_w64.ms_in1k,94.020,5.980,98.590,1.410,128.06,224,0.875,bilinear halonet26t.a1h_in1k,94.000,6.000,98.500,1.500,12.48,256,0.950,bicubic dpn68b.ra_in1k,94.000,6.000,98.340,1.660,12.61,288,1.000,bicubic fbnetv3_b.ra2_in1k,93.970,6.030,98.630,1.370,8.60,256,0.950,bilinear @@ -730,6 +773,7 @@ convnext_femto.d1_in1k,93.930,6.070,98.520,1.480,5.22,288,0.950,bicubic fbnetv3_d.ra2_in1k,93.920,6.080,98.740,1.260,10.31,256,0.950,bilinear convnext_femto_ols.d1_in1k,93.920,6.080,98.620,1.380,5.23,288,0.950,bicubic hrnet_w48.ms_in1k,93.920,6.080,98.610,1.390,77.47,224,0.875,bilinear +fastvit_t12.apple_in1k,93.920,6.080,98.600,1.400,7.55,256,0.900,bicubic tf_efficientnet_cc_b1_8e.in1k,93.920,6.080,98.260,1.740,39.72,240,0.882,bicubic regnetx_064.pycls_in1k,93.900,6.100,98.640,1.360,26.21,224,0.875,bicubic rexnet_130.nav_in1k,93.900,6.100,98.400,1.600,7.56,224,0.875,bicubic @@ -737,22 +781,23 @@ vit_small_patch16_224.augreg_in1k,93.890,6.110,98.440,1.560,22.05,224,0.900,bicu regnety_040.pycls_in1k,93.880,6.120,98.660,1.340,20.65,224,0.875,bicubic repvgg_b2g4.rvgg_in1k,93.880,6.120,98.590,1.410,61.76,224,0.875,bilinear regnetx_080.pycls_in1k,93.880,6.120,98.520,1.480,39.57,224,0.875,bicubic -efficientnet_em.ra2_in1k,93.840,6.160,98.820,1.180,6.90,240,0.882,bicubic +efficientnet_em.ra2_in1k,93.830,6.170,98.820,1.180,6.90,240,0.882,bicubic resnet32ts.ra2_in1k,93.830,6.170,98.650,1.350,17.96,288,1.000,bicubic lambda_resnet26t.c1_in1k,93.830,6.170,98.640,1.360,10.96,256,0.940,bicubic resnext101_32x8d.tv_in1k,93.820,6.180,98.580,1.420,88.79,224,0.875,bilinear resnext50_32x4d.gluon_in1k,93.810,6.190,98.420,1.580,25.03,224,0.875,bicubic pvt_v2_b1.in1k,93.800,6.200,98.660,1.340,14.01,224,0.900,bicubic -xception65.tf_in1k,93.790,6.210,98.370,1.630,39.92,299,0.903,bicubic +pit_xs_distilled_224.in1k,93.780,6.220,98.620,1.380,11.00,224,0.900,bicubic eca_botnext26ts_256.c1_in1k,93.780,6.220,98.500,1.500,10.59,256,0.950,bicubic -pit_xs_distilled_224.in1k,93.770,6.230,98.620,1.380,11.00,224,0.900,bicubic -cspresnet50.ra_in1k,93.750,6.250,98.640,1.360,21.62,256,0.887,bilinear +xception65.tf_in1k,93.780,6.220,98.370,1.630,39.92,299,0.903,bicubic legacy_seresnext50_32x4d.in1k,93.750,6.250,98.580,1.420,27.56,224,0.875,bilinear resnet50d.gluon_in1k,93.750,6.250,98.390,1.610,25.58,224,0.875,bicubic resnet101.gluon_in1k,93.750,6.250,98.380,1.620,44.55,224,0.875,bicubic +cspresnet50.ra_in1k,93.740,6.260,98.640,1.360,21.62,256,0.887,bilinear wide_resnet101_2.tv_in1k,93.740,6.260,98.540,1.460,126.89,224,0.875,bilinear +mobileone_s4.apple_in1k,93.740,6.260,98.230,1.770,14.95,224,0.900,bilinear vit_relpos_base_patch32_plus_rpn_256.sw_in1k,93.740,6.260,98.070,1.930,119.42,256,0.900,bicubic -res2net101_26w_4s.in1k,93.720,6.280,98.320,1.680,45.21,224,0.875,bilinear +res2net101_26w_4s.in1k,93.720,6.280,98.310,1.690,45.21,224,0.875,bilinear lambda_resnet26rpt_256.c1_in1k,93.710,6.290,98.520,1.480,10.99,256,0.940,bicubic regnety_008_tv.tv2_in1k,93.690,6.310,98.490,1.510,6.43,224,0.965,bicubic tf_efficientnet_b1.ap_in1k,93.680,6.320,98.360,1.640,7.79,240,0.882,bicubic @@ -762,243 +807,275 @@ vit_tiny_patch16_384.augreg_in21k_ft_in1k,93.650,6.350,98.590,1.410,5.79,384,1.0 resnet34d.ra2_in1k,93.640,6.360,98.540,1.460,21.82,288,0.950,bicubic resnet50s.gluon_in1k,93.640,6.360,98.460,1.540,25.68,224,0.875,bicubic vit_base_patch32_384.augreg_in1k,93.640,6.360,98.400,1.600,88.30,384,1.000,bicubic -vit_base_patch16_224.augreg_in1k,93.630,6.370,98.240,1.760,86.57,224,0.900,bicubic +vit_base_patch16_224.augreg_in1k,93.640,6.360,98.240,1.760,86.57,224,0.900,bicubic tf_efficientnet_b0.ns_jft_in1k,93.620,6.380,98.640,1.360,5.29,224,0.875,bicubic cait_xxs24_224.fb_dist_in1k,93.610,6.390,98.460,1.540,11.96,224,1.000,bicubic +repvit_m0_9.dist_450e_in1k,93.600,6.400,98.500,1.500,5.49,224,0.950,bicubic coat_tiny.in1k,93.580,6.420,98.420,1.580,5.50,224,0.900,bicubic regnetx_040.pycls_in1k,93.560,6.440,98.530,1.470,22.12,224,0.875,bicubic visformer_tiny.in1k,93.560,6.440,98.490,1.510,10.32,224,0.900,bicubic seresnext26t_32x4d.bt_in1k,93.560,6.440,98.390,1.610,16.81,288,0.950,bicubic hrnet_w44.ms_in1k,93.550,6.450,98.700,1.300,67.06,224,0.875,bilinear hrnet_w18.ms_aug_in1k,93.550,6.450,98.600,1.400,21.30,224,0.950,bilinear -hrnet_w32.ms_in1k,93.530,6.470,98.460,1.540,41.23,224,0.875,bilinear +hrnet_w32.ms_in1k,93.530,6.470,98.450,1.550,41.23,224,0.875,bilinear xcit_nano_12_p8_384.fb_dist_in1k,93.520,6.480,98.530,1.470,3.05,384,1.000,bicubic +efficientvit_b1.r224_in1k,93.510,6.490,98.320,1.680,9.10,224,0.950,bicubic botnet26t_256.c1_in1k,93.510,6.490,98.300,1.700,12.49,256,0.950,bicubic repvgg_b2.rvgg_in1k,93.500,6.500,98.730,1.270,89.02,224,0.875,bilinear hrnet_w40.ms_in1k,93.500,6.500,98.570,1.430,57.56,224,0.875,bilinear -dla102x.in1k,93.500,6.500,98.500,1.500,26.31,224,0.875,bilinear +repghostnet_200.in1k,93.500,6.500,98.540,1.460,9.80,224,0.875,bicubic +dla102x.in1k,93.490,6.510,98.500,1.500,26.31,224,0.875,bilinear tf_efficientnet_b1.aa_in1k,93.490,6.510,98.360,1.640,7.79,240,0.882,bicubic +resnet50d.a3_in1k,93.480,6.520,98.450,1.550,25.58,224,0.950,bicubic inception_v3.gluon_in1k,93.470,6.530,98.570,1.430,23.83,299,0.875,bicubic -resnet50d.a3_in1k,93.470,6.530,98.450,1.550,25.58,224,0.950,bicubic legacy_xception.tf_in1k,93.460,6.540,98.530,1.470,22.86,299,0.897,bicubic +repvit_m0_9.dist_300e_in1k,93.440,6.560,98.710,1.290,5.49,224,0.950,bicubic seresnext26d_32x4d.bt_in1k,93.440,6.560,98.330,1.670,16.81,288,0.950,bicubic +xception41.tf_in1k,93.430,6.570,98.430,1.570,26.97,299,0.903,bicubic mixnet_l.ft_in1k,93.430,6.570,98.220,1.780,7.33,224,0.875,bicubic -xception41.tf_in1k,93.420,6.580,98.430,1.570,26.97,299,0.903,bicubic regnety_032.pycls_in1k,93.410,6.590,98.640,1.360,19.44,224,0.875,bicubic xcit_tiny_12_p16_224.fb_dist_in1k,93.410,6.590,98.510,1.490,6.72,224,1.000,bicubic res2net50_26w_6s.in1k,93.400,6.600,98.280,1.720,37.05,224,0.875,bilinear res2net50_26w_8s.in1k,93.390,6.610,98.170,1.830,48.40,224,0.875,bilinear -legacy_seresnet152.in1k,93.370,6.630,98.340,1.660,66.82,224,0.875,bilinear -dla169.in1k,93.360,6.640,98.610,1.390,53.39,224,0.875,bilinear +legacy_seresnet152.in1k,93.380,6.620,98.340,1.660,66.82,224,0.875,bilinear +dla169.in1k,93.350,6.650,98.610,1.390,53.39,224,0.875,bilinear +cs3darknet_m.c2ns_in1k,93.350,6.650,98.600,1.400,9.31,288,0.950,bicubic levit_conv_128.fb_dist_in1k,93.350,6.650,98.370,1.630,9.21,224,0.900,bicubic -cs3darknet_m.c2ns_in1k,93.340,6.660,98.600,1.400,9.31,288,0.950,bicubic -levit_128.fb_dist_in1k,93.340,6.660,98.370,1.630,9.21,224,0.900,bicubic repvgg_b1.rvgg_in1k,93.330,6.670,98.520,1.480,57.42,224,0.875,bilinear +levit_128.fb_dist_in1k,93.330,6.670,98.370,1.630,9.21,224,0.900,bicubic resnest26d.gluon_in1k,93.320,6.680,98.620,1.380,17.07,224,0.875,bilinear resnet152.tv_in1k,93.320,6.680,98.380,1.620,60.19,224,0.875,bilinear bat_resnext26ts.ch_in1k,93.320,6.680,98.360,1.640,10.73,256,0.900,bicubic inception_v3.tf_in1k,93.320,6.680,98.040,1.960,23.83,299,0.875,bicubic tf_mixnet_l.in1k,93.320,6.680,98.030,1.970,7.33,224,0.875,bicubic legacy_seresnet101.in1k,93.310,6.690,98.520,1.480,49.33,224,0.875,bilinear -SelecSls60b.in1k,93.310,6.690,98.290,1.710,32.77,224,0.875,bicubic -mobilevitv2_100.cvnets_in1k,93.290,6.710,98.280,1.720,4.90,256,0.888,bicubic +selecsls60b.in1k,93.310,6.690,98.290,1.710,32.77,224,0.875,bicubic +mobilevitv2_100.cvnets_in1k,93.300,6.700,98.280,1.720,4.90,256,0.888,bicubic +repvit_m1.dist_in1k,93.290,6.710,98.440,1.560,5.49,224,0.950,bicubic efficientnet_b1.ft_in1k,93.250,6.750,98.290,1.710,7.79,256,1.000,bicubic coat_lite_tiny.in1k,93.240,6.760,98.260,1.740,5.72,224,0.900,bicubic resnet26t.ra2_in1k,93.200,6.800,98.490,1.510,16.01,320,1.000,bicubic hrnet_w30.ms_in1k,93.200,6.800,98.410,1.590,37.71,224,0.875,bilinear dla60_res2next.in1k,93.190,6.810,98.400,1.600,17.03,224,0.875,bilinear -mobilevit_s.cvnets_in1k,93.180,6.820,98.440,1.560,5.58,256,0.900,bicubic -dla60_res2net.in1k,93.180,6.820,98.430,1.570,20.85,224,0.875,bilinear -efficientnet_es.ra_in1k,93.160,6.840,98.410,1.590,5.44,224,0.875,bicubic +dla60_res2net.in1k,93.170,6.830,98.430,1.570,20.85,224,0.875,bilinear +efficientnet_es.ra_in1k,93.170,6.830,98.410,1.590,5.44,224,0.875,bicubic +mobilevit_s.cvnets_in1k,93.160,6.840,98.440,1.560,5.58,256,0.900,bicubic wide_resnet50_2.tv_in1k,93.160,6.840,98.370,1.630,68.88,224,0.875,bilinear gcresnext26ts.ch_in1k,93.160,6.840,98.320,1.680,10.48,288,1.000,bicubic ese_vovnet19b_dw.ra_in1k,93.150,6.850,98.250,1.750,6.54,288,0.950,bicubic regnetx_032.pycls_in1k,93.110,6.890,98.390,1.610,15.30,224,0.875,bicubic tf_efficientnetv2_b0.in1k,93.110,6.890,98.390,1.610,7.14,224,0.875,bicubic resnet34.a1_in1k,93.100,6.900,98.330,1.670,21.80,288,1.000,bicubic -pit_xs_224.in1k,93.100,6.900,98.320,1.680,10.62,224,0.900,bicubic +pit_xs_224.in1k,93.100,6.900,98.310,1.690,10.62,224,0.900,bicubic +tf_efficientnet_b1.in1k,93.100,6.900,98.300,1.700,7.79,240,0.882,bicubic convnext_atto_ols.a2_in1k,93.090,6.910,98.470,1.530,3.70,288,0.950,bicubic -tf_efficientnet_b1.in1k,93.090,6.910,98.300,1.700,7.79,240,0.882,bicubic dla60x.in1k,93.080,6.920,98.500,1.500,17.35,224,0.875,bilinear -dla102.in1k,93.060,6.940,98.550,1.450,33.27,224,0.875,bilinear eca_resnext26ts.ch_in1k,93.060,6.940,98.400,1.600,10.30,288,1.000,bicubic +dla102.in1k,93.050,6.950,98.550,1.450,33.27,224,0.875,bilinear regnety_016.pycls_in1k,93.040,6.960,98.370,1.630,11.20,224,0.875,bicubic resnet50c.gluon_in1k,93.030,6.970,98.400,1.600,25.58,224,0.875,bicubic -SelecSls60.in1k,93.020,6.980,98.300,1.700,30.67,224,0.875,bicubic rexnet_100.nav_in1k,93.020,6.980,98.190,1.810,4.80,224,0.875,bicubic +selecsls60.in1k,93.010,6.990,98.300,1.700,30.67,224,0.875,bicubic repvgg_b1g4.rvgg_in1k,93.000,7.000,98.430,1.570,39.97,224,0.875,bilinear +ghostnetv2_160.in1k,92.990,7.010,98.230,1.770,12.39,224,0.875,bicubic cs3darknet_focus_m.c2ns_in1k,92.970,7.030,98.390,1.610,9.30,288,0.950,bicubic hardcorenas_f.miil_green_in1k,92.970,7.030,98.160,1.840,8.20,224,0.875,bilinear convnextv2_atto.fcmae_ft_in1k,92.970,7.030,98.060,1.940,3.71,288,0.950,bicubic seresnext26ts.ch_in1k,92.960,7.040,98.410,1.590,10.39,288,1.000,bicubic poolformerv2_s12.sail_in1k,92.960,7.040,98.360,1.640,11.89,224,1.000,bicubic legacy_seresnet50.in1k,92.960,7.040,98.180,1.820,28.09,224,0.875,bilinear -tf_efficientnet_em.in1k,92.920,7.080,98.210,1.790,6.90,240,0.882,bicubic -crossvit_9_dagger_240.in1k,92.900,7.100,98.240,1.760,8.78,240,0.875,bicubic +tf_efficientnet_em.in1k,92.940,7.060,98.190,1.810,6.90,240,0.882,bicubic +mobileone_s3.apple_in1k,92.940,7.060,98.180,1.820,10.17,224,0.900,bilinear inception_v3.tf_adv_in1k,92.900,7.100,98.140,1.860,23.83,299,0.875,bicubic +crossvit_9_dagger_240.in1k,92.890,7.110,98.240,1.760,8.78,240,0.875,bicubic res2next50.in1k,92.840,7.160,98.180,1.820,24.67,224,0.875,bilinear tf_efficientnet_cc_b0_8e.in1k,92.840,7.160,98.180,1.820,24.01,224,0.875,bicubic gmixer_24_224.ra3_in1k,92.830,7.170,97.880,2.120,24.72,224,0.875,bicubic +mobileone_s2.apple_in1k,92.820,7.180,98.270,1.730,7.88,224,0.900,bilinear resmlp_12_224.fb_distilled_in1k,92.820,7.180,98.140,1.860,15.35,224,0.875,bicubic resnet101.tv_in1k,92.810,7.190,98.250,1.750,44.55,224,0.875,bilinear dpn68b.mx_in1k,92.790,7.210,98.150,1.850,12.61,224,0.875,bicubic convnext_atto.d2_in1k,92.790,7.210,98.080,1.920,3.70,288,0.950,bicubic efficientnet_b1_pruned.in1k,92.780,7.220,98.040,1.960,6.33,240,0.882,bicubic -res2net50_14w_8s.in1k,92.770,7.230,98.170,1.830,25.06,224,0.875,bilinear +hrnet_w18_small_v2.gluon_in1k,92.770,7.230,98.410,1.590,15.60,224,0.875,bicubic +res2net50_14w_8s.in1k,92.770,7.230,98.160,1.840,25.06,224,0.875,bilinear resnext50_32x4d.tv_in1k,92.750,7.250,98.270,1.730,25.03,224,0.875,bilinear -inception_v3.tv_in1k,92.750,7.250,97.970,2.030,23.83,299,0.875,bicubic densenet201.tv_in1k,92.740,7.260,98.230,1.770,20.01,224,0.875,bicubic +inception_v3.tv_in1k,92.730,7.270,97.970,2.030,23.83,299,0.875,bicubic resnet50.a3_in1k,92.720,7.280,98.170,1.830,25.56,224,0.950,bicubic resnet34.a2_in1k,92.720,7.280,98.010,1.990,21.80,288,1.000,bicubic efficientnet_b0.ra_in1k,92.690,7.310,98.070,1.930,5.29,224,0.875,bicubic -tf_efficientnet_lite2.in1k,92.660,7.340,98.230,1.770,6.09,260,0.890,bicubic +tf_efficientnet_lite2.in1k,92.650,7.350,98.230,1.770,6.09,260,0.890,bicubic legacy_seresnext26_32x4d.in1k,92.640,7.360,98.120,1.880,16.79,224,0.875,bicubic +tf_efficientnet_lite1.in1k,92.630,7.370,98.060,1.940,5.42,240,0.882,bicubic densenetblur121d.ra_in1k,92.620,7.380,98.260,1.740,8.00,288,0.950,bicubic -tf_efficientnet_lite1.in1k,92.620,7.380,98.060,1.940,5.42,240,0.882,bicubic poolformer_s12.sail_in1k,92.610,7.390,98.180,1.820,11.92,224,0.900,bicubic -tf_efficientnet_cc_b0_4e.in1k,92.590,7.410,98.080,1.920,13.31,224,0.875,bicubic -hardcorenas_e.miil_green_in1k,92.580,7.420,98.100,1.900,8.07,224,0.875,bilinear +tf_efficientnet_cc_b0_4e.in1k,92.600,7.400,98.080,1.920,13.31,224,0.875,bicubic +hardcorenas_e.miil_green_in1k,92.570,7.430,98.100,1.900,8.07,224,0.875,bilinear regnetx_008.tv2_in1k,92.550,7.450,98.180,1.820,7.26,224,0.965,bicubic res2net50_48w_2s.in1k,92.550,7.450,98.080,1.920,25.29,224,0.875,bilinear resnet50.gluon_in1k,92.540,7.460,98.170,1.830,25.56,224,0.875,bicubic +fastvit_t8.apple_dist_in1k,92.540,7.460,98.040,1.960,4.03,256,0.900,bicubic densenet121.ra_in1k,92.520,7.480,98.220,1.780,7.98,288,0.950,bicubic resnet26d.bt_in1k,92.520,7.480,98.210,1.790,16.01,288,0.950,bicubic xcit_tiny_12_p16_224.fb_in1k,92.510,7.490,98.240,1.760,6.72,224,1.000,bicubic res2net50_26w_4s.in1k,92.490,7.510,98.030,1.970,25.70,224,0.875,bilinear densenet161.tv_in1k,92.480,7.520,98.300,1.700,28.68,224,0.875,bicubic +efficientvit_m5.r224_in1k,92.460,7.540,97.990,2.010,12.47,224,0.875,bicubic tinynet_a.in1k,92.440,7.560,98.080,1.920,6.19,192,0.875,bicubic -hardcorenas_d.miil_green_in1k,92.410,7.590,98.070,1.930,7.50,224,0.875,bilinear +resnet34.bt_in1k,92.410,7.590,98.150,1.850,21.80,288,0.950,bicubic mixnet_m.ft_in1k,92.410,7.590,97.870,2.130,5.01,224,0.875,bicubic convmixer_1024_20_ks9_p14.in1k,92.400,7.600,98.270,1.730,24.38,224,0.960,bicubic -resnet34.bt_in1k,92.400,7.600,98.150,1.850,21.80,288,0.950,bicubic +hardcorenas_d.miil_green_in1k,92.400,7.600,98.080,1.920,7.50,224,0.875,bilinear mobilenetv2_120d.ra_in1k,92.400,7.600,98.060,1.940,5.83,224,0.875,bicubic skresnet34.ra_in1k,92.380,7.620,98.150,1.850,22.28,224,0.875,bicubic -hrnet_w18.ms_in1k,92.320,7.680,98.270,1.730,21.30,224,0.875,bilinear +repghostnet_150.in1k,92.370,7.630,98.050,1.950,6.58,224,0.875,bicubic +hrnet_w18.ms_in1k,92.320,7.680,98.260,1.740,21.30,224,0.875,bilinear +ghostnetv2_130.in1k,92.320,7.680,98.070,1.930,8.96,224,0.875,bicubic tf_mixnet_m.in1k,92.300,7.700,97.890,2.110,5.01,224,0.875,bicubic -SelecSls42b.in1k,92.290,7.710,98.110,1.890,32.46,224,0.875,bicubic -mobilenetv3_large_100.miil_in21k_ft_in1k,92.260,7.740,97.630,2.370,5.48,224,0.875,bilinear -tf_efficientnet_b0.aa_in1k,92.250,7.750,98.000,2.000,5.29,224,0.875,bicubic +selecsls42b.in1k,92.290,7.710,98.110,1.890,32.46,224,0.875,bicubic +mobilenetv3_large_100.miil_in21k_ft_in1k,92.260,7.740,97.620,2.380,5.48,224,0.875,bilinear +tf_efficientnet_b0.aa_in1k,92.240,7.760,98.000,2.000,5.29,224,0.875,bicubic resmlp_12_224.fb_in1k,92.220,7.780,98.150,1.850,15.35,224,0.875,bicubic -dla60.in1k,92.200,7.800,98.110,1.890,22.04,224,0.875,bilinear +dla60.in1k,92.200,7.800,98.100,1.900,22.04,224,0.875,bilinear tf_efficientnet_b0.ap_in1k,92.200,7.800,98.020,1.980,5.29,224,0.875,bicubic regnetx_016.pycls_in1k,92.180,7.820,98.200,1.800,9.19,224,0.875,bicubic gernet_s.idstcv_in1k,92.130,7.870,98.190,1.810,8.17,224,0.875,bilinear resnext26ts.ra2_in1k,92.130,7.870,98.030,1.970,10.30,288,1.000,bicubic -xcit_nano_12_p8_224.fb_dist_in1k,92.090,7.910,98.160,1.840,3.05,224,1.000,bicubic +xcit_nano_12_p8_224.fb_dist_in1k,92.080,7.920,98.160,1.840,3.05,224,1.000,bicubic +tf_efficientnet_b0.in1k,92.080,7.920,97.910,2.090,5.29,224,0.875,bicubic seresnet50.a3_in1k,92.070,7.930,98.040,1.960,28.09,224,0.950,bicubic -tf_efficientnet_b0.in1k,92.070,7.930,97.920,2.080,5.29,224,0.875,bicubic +fastvit_t8.apple_in1k,92.060,7.940,97.930,2.070,4.03,256,0.900,bicubic vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,92.040,7.960,98.290,1.710,6.36,384,1.000,bicubic vit_small_patch32_224.augreg_in21k_ft_in1k,92.040,7.960,98.230,1.770,22.88,224,0.900,bicubic hardcorenas_c.miil_green_in1k,92.020,7.980,97.840,2.160,5.52,224,0.875,bilinear resnet26.bt_in1k,91.990,8.010,98.220,1.780,16.00,288,0.950,bicubic dpn68.mx_in1k,91.990,8.010,98.020,1.980,12.61,224,0.875,bicubic -efficientformerv2_s0.snap_dist_in1k,91.970,8.030,97.890,2.110,3.60,224,0.950,bicubic tf_efficientnet_es.in1k,91.970,8.030,97.880,2.120,5.44,224,0.875,bicubic levit_128s.fb_dist_in1k,91.960,8.040,98.060,1.940,7.78,224,0.900,bicubic levit_conv_128s.fb_dist_in1k,91.960,8.040,98.060,1.940,7.78,224,0.900,bicubic +efficientformerv2_s0.snap_dist_in1k,91.960,8.040,97.890,2.110,3.60,224,0.950,bicubic repvgg_a2.rvgg_in1k,91.940,8.060,98.140,1.860,28.21,224,0.875,bilinear densenet169.tv_in1k,91.940,8.060,98.100,1.900,14.15,224,0.875,bicubic +repghostnet_130.in1k,91.890,8.110,97.930,2.070,5.48,224,0.875,bicubic +resnet50.tv_in1k,91.880,8.120,98.040,1.960,25.56,224,0.875,bilinear mixer_b16_224.goog_in21k_ft_in1k,91.880,8.120,97.260,2.740,59.88,224,0.875,bicubic -resnet50.tv_in1k,91.870,8.130,98.040,1.960,25.56,224,0.875,bilinear mobilenetv2_140.ra_in1k,91.840,8.160,97.860,2.140,6.11,224,0.875,bicubic xcit_nano_12_p16_384.fb_dist_in1k,91.830,8.170,98.020,1.980,3.05,384,1.000,bicubic -mixnet_s.ft_in1k,91.830,8.170,97.690,2.310,4.13,224,0.875,bicubic -vit_tiny_patch16_224.augreg_in21k_ft_in1k,91.760,8.240,98.040,1.960,5.72,224,0.900,bicubic +mixnet_s.ft_in1k,91.820,8.180,97.700,2.300,4.13,224,0.875,bicubic +vit_tiny_patch16_224.augreg_in21k_ft_in1k,91.770,8.230,98.040,1.960,5.72,224,0.900,bicubic mobilevitv2_075.cvnets_in1k,91.760,8.240,97.860,2.140,2.87,256,0.888,bicubic -hardcorenas_b.miil_green_in1k,91.760,8.240,97.770,2.230,5.18,224,0.875,bilinear +hardcorenas_b.miil_green_in1k,91.760,8.240,97.780,2.220,5.18,224,0.875,bilinear regnety_008.pycls_in1k,91.730,8.270,98.180,1.820,6.26,224,0.875,bicubic resnest14d.gluon_in1k,91.720,8.280,97.870,2.130,10.61,224,0.875,bilinear edgenext_x_small.in1k,91.710,8.290,97.600,2.400,2.34,288,1.000,bicubic regnety_004.tv2_in1k,91.580,8.420,97.890,2.110,4.34,224,0.965,bicubic tf_mixnet_s.in1k,91.520,8.480,97.620,2.380,4.13,224,0.875,bicubic -repvgg_b0.rvgg_in1k,91.400,8.600,98.000,2.000,15.82,224,0.875,bilinear +repvgg_b0.rvgg_in1k,91.390,8.610,98.000,2.000,15.82,224,0.875,bilinear regnety_006.pycls_in1k,91.390,8.610,97.700,2.300,6.06,224,0.875,bicubic hardcorenas_a.miil_green_in1k,91.350,8.650,97.850,2.150,5.26,224,0.875,bilinear mobilenetv3_large_100.ra_in1k,91.350,8.650,97.710,2.290,5.48,224,0.875,bicubic semnasnet_100.rmsp_in1k,91.310,8.690,97.560,2.440,3.89,224,0.875,bicubic -tf_mobilenetv3_large_100.in1k,91.240,8.760,97.660,2.340,5.48,224,0.875,bilinear +mobileone_s1.apple_in1k,91.280,8.720,97.820,2.180,4.83,224,0.900,bilinear +tf_mobilenetv3_large_100.in1k,91.230,8.770,97.660,2.340,5.48,224,0.875,bilinear mobilenetv3_rw.rmsp_in1k,91.210,8.790,97.660,2.340,5.48,224,0.875,bicubic hrnet_w18_small_v2.ms_in1k,91.200,8.800,97.900,2.100,15.60,224,0.875,bilinear vit_base_patch32_224.augreg_in1k,91.190,8.810,97.390,2.610,88.22,224,0.900,bicubic efficientnet_es_pruned.in1k,91.170,8.830,97.740,2.260,5.44,224,0.875,bicubic -efficientnet_lite0.ra_in1k,91.120,8.880,97.630,2.370,4.65,224,0.875,bicubic +efficientnet_lite0.ra_in1k,91.120,8.880,97.640,2.360,4.65,224,0.875,bicubic regnetx_008.pycls_in1k,91.050,8.950,97.720,2.280,7.26,224,0.875,bicubic tf_efficientnet_lite0.in1k,91.050,8.950,97.580,2.420,4.65,224,0.875,bicubic -xcit_nano_12_p8_224.fb_in1k,91.010,8.990,97.780,2.220,3.05,224,1.000,bicubic -resnet34.gluon_in1k,90.970,9.030,97.630,2.370,21.80,224,0.875,bicubic -mobilenetv2_110d.ra_in1k,90.970,9.030,97.540,2.460,4.52,224,0.875,bicubic +xcit_nano_12_p8_224.fb_in1k,91.010,8.990,97.770,2.230,3.05,224,1.000,bicubic +resnet34.gluon_in1k,90.980,9.020,97.630,2.370,21.80,224,0.875,bicubic +mobilenetv2_110d.ra_in1k,90.960,9.040,97.540,2.460,4.52,224,0.875,bicubic tinynet_b.in1k,90.920,9.080,97.660,2.340,3.73,188,0.875,bicubic +ghostnetv2_100.in1k,90.900,9.100,97.700,2.300,6.16,224,0.875,bicubic legacy_seresnet34.in1k,90.900,9.100,97.580,2.420,21.96,224,0.875,bilinear densenet121.tv_in1k,90.890,9.110,97.710,2.290,7.98,224,0.875,bicubic -mobilevit_xs.cvnets_in1k,90.800,9.200,97.930,2.070,2.32,256,0.900,bicubic +mobilevit_xs.cvnets_in1k,90.820,9.180,97.930,2.070,2.32,256,0.900,bicubic pit_ti_distilled_224.in1k,90.770,9.230,97.610,2.390,5.10,224,0.900,bicubic dla34.in1k,90.760,9.240,97.650,2.350,15.74,224,0.875,bilinear fbnetc_100.rmsp_in1k,90.730,9.270,97.210,2.790,5.57,224,0.875,bilinear deit_tiny_distilled_patch16_224.fb_in1k,90.710,9.290,97.560,2.440,5.91,224,0.900,bicubic +repghostnet_111.in1k,90.710,9.290,97.470,2.530,4.54,224,0.875,bicubic resnet18.fb_swsl_ig1b_ft_in1k,90.700,9.300,97.700,2.300,11.69,224,0.875,bilinear convit_tiny.fb_in1k,90.660,9.340,97.730,2.270,5.71,224,0.875,bicubic -crossvit_9_240.in1k,90.640,9.360,97.730,2.270,8.55,240,0.875,bicubic -regnetx_004_tv.tv2_in1k,90.640,9.360,97.590,2.410,5.50,224,0.965,bicubic +regnetx_004_tv.tv2_in1k,90.640,9.360,97.600,2.400,5.50,224,0.965,bicubic +crossvit_9_240.in1k,90.630,9.370,97.730,2.270,8.55,240,0.875,bicubic +repvgg_a1.rvgg_in1k,90.600,9.400,97.650,2.350,14.09,224,0.875,bilinear +efficientvit_m4.r224_in1k,90.580,9.420,97.530,2.470,8.80,224,0.875,bicubic mnasnet_100.rmsp_in1k,90.500,9.500,97.470,2.530,4.38,224,0.875,bicubic regnety_004.pycls_in1k,90.490,9.510,97.530,2.470,4.34,224,0.875,bicubic regnetx_006.pycls_in1k,90.350,9.650,97.430,2.570,6.20,224,0.875,bicubic spnasnet_100.rmsp_in1k,90.330,9.670,97.190,2.810,4.42,224,0.875,bilinear +repghostnet_100.in1k,90.290,9.710,97.480,2.520,4.07,224,0.875,bicubic resnet18d.ra2_in1k,90.280,9.720,97.560,2.440,11.71,288,0.950,bicubic crossvit_tiny_240.in1k,90.230,9.770,97.590,2.410,7.01,240,0.875,bicubic -resnet18.fb_ssl_yfcc100m_ft_in1k,90.210,9.790,97.540,2.460,11.69,224,0.875,bilinear -semnasnet_075.rmsp_in1k,90.090,9.910,97.440,2.560,2.91,224,0.875,bicubic +resnet18.fb_ssl_yfcc100m_ft_in1k,90.210,9.790,97.550,2.450,11.69,224,0.875,bilinear +ghostnet_100.in1k,90.180,9.820,97.290,2.710,5.18,224,0.875,bicubic vgg16_bn.tv_in1k,90.090,9.910,97.370,2.630,138.37,224,0.875,bilinear vgg19_bn.tv_in1k,90.080,9.920,97.580,2.420,143.68,224,0.875,bilinear -ghostnet_100.in1k,90.030,9.970,97.370,2.630,5.18,224,0.875,bilinear +semnasnet_075.rmsp_in1k,90.070,9.930,97.440,2.560,2.91,224,0.875,bicubic resnet34.tv_in1k,89.950,10.050,97.340,2.660,21.80,224,0.875,bilinear pit_ti_224.in1k,89.940,10.060,97.450,2.550,4.85,224,0.900,bicubic resnet34.a3_in1k,89.940,10.060,97.180,2.820,21.80,224,0.950,bicubic +efficientvit_m3.r224_in1k,89.860,10.140,97.540,2.460,6.90,224,0.875,bicubic vit_base_patch32_224.sam_in1k,89.740,10.260,97.000,3.000,88.22,224,0.900,bicubic -xcit_nano_12_p16_224.fb_dist_in1k,89.710,10.290,97.100,2.900,3.05,224,1.000,bicubic +xcit_nano_12_p16_224.fb_dist_in1k,89.700,10.300,97.100,2.900,3.05,224,1.000,bicubic resnet18.a1_in1k,89.680,10.320,97.100,2.900,11.69,288,1.000,bicubic +deit_tiny_patch16_224.fb_in1k,89.660,10.340,97.450,2.550,5.72,224,0.900,bicubic skresnet18.ra_in1k,89.660,10.340,97.230,2.770,11.96,224,0.875,bicubic -tf_mobilenetv3_large_075.in1k,89.660,10.340,97.190,2.810,3.99,224,0.875,bilinear -deit_tiny_patch16_224.fb_in1k,89.650,10.350,97.460,2.540,5.72,224,0.900,bicubic -mobilenetv2_100.ra_in1k,89.580,10.420,97.140,2.860,3.50,224,0.875,bicubic +tf_mobilenetv3_large_075.in1k,89.640,10.360,97.190,2.810,3.99,224,0.875,bilinear +mobilenetv2_100.ra_in1k,89.600,10.400,97.150,2.850,3.50,224,0.875,bicubic resnet18.a2_in1k,89.570,10.430,96.960,3.040,11.69,288,1.000,bicubic +hrnet_w18_small.gluon_in1k,89.470,10.530,97.060,2.940,13.19,224,0.875,bicubic +repvgg_a0.rvgg_in1k,89.280,10.720,96.890,3.110,9.11,224,0.875,bilinear vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,89.180,10.820,97.220,2.780,6.34,224,0.900,bicubic hrnet_w18_small.ms_in1k,89.050,10.950,97.120,2.880,13.19,224,0.875,bilinear vgg19.tv_in1k,89.050,10.950,96.870,3.130,143.67,224,0.875,bilinear -resnet14t.c3_in1k,89.000,11.000,96.730,3.270,10.08,224,0.950,bicubic +resnet14t.c3_in1k,88.990,11.010,96.730,3.270,10.08,224,0.950,bicubic tf_mobilenetv3_large_minimal_100.in1k,88.950,11.050,96.860,3.140,3.92,224,0.875,bilinear -regnetx_004.pycls_in1k,88.890,11.110,97.110,2.890,5.16,224,0.875,bicubic +regnetx_004.pycls_in1k,88.930,11.070,97.120,2.880,5.16,224,0.875,bicubic legacy_seresnet18.in1k,88.890,11.110,96.980,3.020,11.78,224,0.875,bicubic edgenext_xx_small.in1k,88.890,11.110,96.700,3.300,1.33,288,1.000,bicubic +repghostnet_080.in1k,88.840,11.160,96.700,3.300,3.28,224,0.875,bicubic pvt_v2_b0.in1k,88.780,11.220,96.860,3.140,3.67,224,0.900,bicubic vgg13_bn.tv_in1k,88.750,11.250,96.980,3.020,133.05,224,0.875,bilinear lcnet_100.ra2_in1k,88.750,11.250,96.720,3.280,2.95,224,0.875,bicubic xcit_nano_12_p16_224.fb_in1k,88.620,11.380,96.790,3.210,3.05,224,1.000,bicubic vgg16.tv_in1k,88.560,11.440,96.800,3.200,138.36,224,0.875,bilinear +efficientvit_m2.r224_in1k,88.470,11.530,96.900,3.100,4.19,224,0.875,bicubic resnet18.gluon_in1k,88.370,11.630,96.670,3.330,11.69,224,0.875,bicubic -mobilevitv2_050.cvnets_in1k,88.190,11.810,96.990,3.010,1.37,256,0.888,bicubic -tinynet_c.in1k,87.790,12.210,96.370,3.630,2.46,184,0.875,bicubic +mobileone_s0.apple_in1k,88.230,11.770,96.400,3.600,5.29,224,0.875,bilinear +mobilevitv2_050.cvnets_in1k,88.180,11.820,96.990,3.010,1.37,256,0.888,bicubic +efficientvit_b0.r224_in1k,87.940,12.060,96.130,3.870,3.41,224,0.950,bicubic +tinynet_c.in1k,87.780,12.220,96.370,3.630,2.46,184,0.875,bicubic vgg11_bn.tv_in1k,87.500,12.500,96.820,3.180,132.87,224,0.875,bilinear resnet18.tv_in1k,87.380,12.620,96.290,3.710,11.69,224,0.875,bilinear regnety_002.pycls_in1k,87.370,12.630,96.610,3.390,3.16,224,0.875,bicubic -mobilevit_xxs.cvnets_in1k,87.150,12.850,96.100,3.900,1.27,256,0.900,bicubic +mobilevit_xxs.cvnets_in1k,87.160,12.840,96.100,3.900,1.27,256,0.900,bicubic mixer_l16_224.goog_in21k_ft_in1k,87.150,12.850,93.520,6.480,208.20,224,0.875,bicubic vgg13.tv_in1k,87.040,12.960,96.330,3.670,133.05,224,0.875,bilinear +efficientvit_m1.r224_in1k,86.790,13.210,96.030,3.970,2.98,224,0.875,bicubic vgg11.tv_in1k,86.580,13.420,96.280,3.720,132.86,224,0.875,bilinear +repghostnet_058.in1k,86.540,13.460,95.900,4.100,2.55,224,0.875,bicubic resnet18.a3_in1k,86.450,13.550,95.880,4.120,11.69,224,0.950,bicubic -dla60x_c.in1k,86.280,13.720,96.160,3.840,1.32,224,0.875,bilinear +dla60x_c.in1k,86.290,13.710,96.160,3.840,1.32,224,0.875,bilinear resnet10t.c3_in1k,86.220,13.780,95.740,4.260,5.44,224,0.950,bicubic -regnetx_002.pycls_in1k,86.140,13.860,95.960,4.040,2.68,224,0.875,bicubic +regnetx_002.pycls_in1k,86.140,13.860,95.970,4.030,2.68,224,0.875,bicubic lcnet_075.ra2_in1k,85.970,14.030,95.680,4.320,2.36,224,0.875,bicubic mobilenetv3_small_100.lamb_in1k,85.220,14.780,95.650,4.350,2.54,224,0.875,bicubic tf_mobilenetv3_small_100.in1k,85.190,14.810,95.770,4.230,2.54,224,0.875,bilinear +repghostnet_050.in1k,85.060,14.940,95.200,4.800,2.31,224,0.875,bicubic tinynet_d.in1k,84.720,15.280,95.170,4.830,2.34,152,0.875,bicubic mnasnet_small.lamb_in1k,84.420,15.580,95.190,4.810,2.03,224,0.875,bicubic -dla46x_c.in1k,84.200,15.800,95.270,4.730,1.07,224,0.875,bilinear -mobilenetv2_050.lamb_in1k,83.900,16.100,94.730,5.270,1.97,224,0.875,bicubic +dla46x_c.in1k,84.230,15.770,95.270,4.730,1.07,224,0.875,bilinear +mobilenetv2_050.lamb_in1k,83.910,16.090,94.720,5.280,1.97,224,0.875,bicubic dla46_c.in1k,83.610,16.390,94.950,5.050,1.30,224,0.875,bilinear tf_mobilenetv3_small_075.in1k,83.500,16.500,94.840,5.160,2.04,224,0.875,bilinear mobilenetv3_small_075.lamb_in1k,83.030,16.970,94.100,5.900,2.04,224,0.875,bicubic -lcnet_050.ra2_in1k,81.780,18.220,93.740,6.260,1.88,224,0.875,bicubic +efficientvit_m0.r224_in1k,82.350,17.650,94.430,5.570,2.35,224,0.875,bicubic +lcnet_050.ra2_in1k,81.800,18.200,93.710,6.290,1.88,224,0.875,bicubic tf_mobilenetv3_small_minimal_100.in1k,81.400,18.600,93.680,6.320,2.04,224,0.875,bilinear tinynet_e.in1k,78.920,21.080,92.540,7.460,2.04,106,0.875,bicubic mobilenetv3_small_050.lamb_in1k,77.020,22.980,91.300,8.700,1.59,224,0.875,bicubic diff --git a/results/results-imagenet-a.csv b/results/results-imagenet-a.csv index e91a28e5da..bddf596cf2 100644 --- a/results/results-imagenet-a.csv +++ b/results/results-imagenet-a.csv @@ -1,1004 +1,1081 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,top1_diff,top5_diff,rank_diff eva02_large_patch14_448.mim_m38m_ft_in22k_in1k,88.227,11.773,97.093,2.907,305.08,448,1.000,bicubic,-10.623,-2.787,+1 -eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,87.920,12.080,96.920,3.080,305.08,448,1.000,bicubic,-11.010,-2.990,-1 +eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,87.893,12.107,96.920,3.080,305.08,448,1.000,bicubic,-11.037,-2.990,-1 eva_giant_patch14_560.m30m_ft_in22k_in1k,87.573,12.427,96.893,3.107,"1,014.45",560,1.000,bicubic,-11.257,-3.007,+1 eva02_large_patch14_448.mim_m38m_ft_in1k,87.107,12.893,96.280,3.720,305.08,448,1.000,bicubic,-11.623,-3.590,+5 eva02_large_patch14_448.mim_in22k_ft_in1k,86.227,13.773,95.787,4.213,305.08,448,1.000,bicubic,-12.613,-4.043,-2 eva_giant_patch14_336.clip_ft_in1k,85.307,14.693,95.720,4.280,"1,013.01",336,1.000,bicubic,-13.513,-4.090,-1 eva_giant_patch14_336.m30m_ft_in22k_in1k,85.147,14.853,96.360,3.640,"1,013.01",336,1.000,bicubic,-13.663,-3.540,-1 tf_efficientnet_l2.ns_jft_in1k,84.747,15.253,96.147,3.853,480.31,800,0.960,bicubic,-13.803,-3.673,+9 -regnety_1280.swag_ft_in1k,83.907,16.093,96.200,3.800,644.81,384,1.000,bicubic,-14.543,-3.610,+18 -eva_large_patch14_336.in22k_ft_in22k_in1k,83.840,16.160,95.333,4.667,304.53,336,1.000,bicubic,-14.900,-4.477,-3 +regnety_1280.swag_ft_in1k,83.907,16.093,96.200,3.800,644.81,384,1.000,bicubic,-14.543,-3.670,+18 +eva_large_patch14_336.in22k_ft_in22k_in1k,83.853,16.147,95.347,4.653,304.53,336,1.000,bicubic,-14.887,-4.453,-3 convnextv2_huge.fcmae_ft_in22k_in1k_512,83.827,16.173,96.173,3.827,660.29,512,1.000,bicubic,-14.773,-3.697,+4 maxvit_xlarge_tf_512.in21k_ft_in1k,83.400,16.600,95.520,4.480,475.77,512,1.000,bicubic,-15.220,-4.270,+1 -tf_efficientnet_l2.ns_jft_in1k_475,83.387,16.613,95.453,4.547,480.31,475,0.936,bicubic,-15.113,-4.327,+8 +tf_efficientnet_l2.ns_jft_in1k_475,83.400,16.600,95.453,4.547,480.31,475,0.936,bicubic,-15.100,-4.327,+8 eva_large_patch14_336.in22k_ft_in1k,82.760,17.240,95.507,4.493,304.53,336,1.000,bicubic,-15.970,-4.283,-6 maxvit_large_tf_512.in21k_ft_in1k,81.733,18.267,95.027,4.973,212.33,512,1.000,bicubic,-16.887,-4.773,-1 beit_large_patch16_512.in22k_ft_in22k_in1k,81.600,18.400,94.880,5.120,305.67,512,1.000,bicubic,-16.960,-4.960,0 maxvit_base_tf_512.in21k_ft_in1k,81.360,18.640,94.467,5.533,119.88,512,1.000,bicubic,-17.260,-5.333,-5 eva_giant_patch14_224.clip_ft_in1k,81.213,18.787,94.333,5.667,"1,012.56",224,0.900,bicubic,-17.247,-5.417,+8 -maxvit_xlarge_tf_384.in21k_ft_in1k,81.080,18.920,94.640,5.360,475.32,384,1.000,bicubic,-17.420,-5.190,+3 +maxvit_xlarge_tf_384.in21k_ft_in1k,81.067,18.933,94.640,5.360,475.32,384,1.000,bicubic,-17.433,-5.190,+3 convnextv2_huge.fcmae_ft_in22k_in1k_384,79.893,20.107,94.640,5.360,660.29,384,1.000,bicubic,-18.777,-5.220,-10 deit3_large_patch16_384.fb_in22k_ft_in1k,79.187,20.813,93.613,6.387,304.76,384,1.000,bicubic,-19.273,-6.147,+4 beit_large_patch16_384.in22k_ft_in22k_in1k,79.107,20.893,94.267,5.733,305.00,384,1.000,bicubic,-19.413,-5.553,-3 -caformer_b36.sail_in22k_ft_in1k_384,78.360,21.640,93.453,6.547,98.75,384,1.000,bicubic,-20.090,-6.417,+5 +caformer_b36.sail_in22k_ft_in1k_384,78.360,21.640,93.467,6.533,98.75,384,1.000,bicubic,-20.080,-6.333,+6 maxvit_large_tf_384.in21k_ft_in1k,78.013,21.987,93.267,6.733,212.03,384,1.000,bicubic,-20.477,-6.483,-1 -eva02_base_patch14_448.mim_in22k_ft_in1k,77.560,22.440,93.120,6.880,87.12,448,1.000,bicubic,-20.880,-6.680,+4 -vit_large_patch14_clip_336.openai_ft_in12k_in1k,77.333,22.667,93.613,6.387,304.53,336,1.000,bicubic,-20.937,-6.157,+14 +eva02_base_patch14_448.mim_in22k_ft_in1k,77.547,22.453,93.120,6.880,87.12,448,1.000,bicubic,-20.893,-6.680,+3 +vit_large_patch14_clip_336.openai_ft_in12k_in1k,77.333,22.667,93.627,6.373,304.53,336,1.000,bicubic,-20.927,-6.143,+16 convnext_xxlarge.clip_laion2b_soup_ft_in1k,77.120,22.880,94.320,5.680,846.47,256,1.000,bicubic,-21.320,-5.500,+3 -eva02_base_patch14_448.mim_in22k_ft_in22k_in1k,76.893,23.107,92.707,7.293,87.12,448,1.000,bicubic,-21.747,-7.093,-17 +eva02_base_patch14_448.mim_in22k_ft_in22k_in1k,76.893,23.107,92.693,7.307,87.12,448,1.000,bicubic,-21.747,-7.107,-17 maxvit_base_tf_384.in21k_ft_in1k,76.853,23.147,92.600,7.400,119.65,384,1.000,bicubic,-21.667,-7.150,-9 beitv2_large_patch16_224.in1k_ft_in22k_in1k,76.773,23.227,93.173,6.827,304.43,224,0.950,bicubic,-21.767,-6.587,-12 -eva_large_patch14_196.in22k_ft_in22k_in1k,75.533,24.467,91.760,8.240,304.14,196,1.000,bicubic,-22.897,-8.010,0 -regnety_1280.swag_lc_in1k,74.587,25.413,91.680,8.320,644.81,224,0.965,bicubic,-23.063,-7.890,+77 -maxvit_rmlp_base_rw_384.sw_in12k_ft_in1k,74.267,25.733,90.827,9.173,116.14,384,1.000,bicubic,-23.903,-8.933,+18 -vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,74.240,25.760,92.253,7.747,632.46,336,1.000,bicubic,-24.180,-7.557,-1 -regnety_320.swag_ft_in1k,74.200,25.800,92.960,7.040,145.05,384,1.000,bicubic,-23.860,-6.800,+29 -swinv2_large_window12to24_192to384.ms_in22k_ft_in1k,73.933,26.067,91.733,8.267,196.74,384,1.000,bicubic,-24.197,-7.977,+20 -eva_large_patch14_196.in22k_ft_in1k,73.133,26.867,91.427,8.573,304.14,196,1.000,bicubic,-25.227,-8.393,-2 -caformer_m36.sail_in22k_ft_in1k_384,72.973,27.027,90.600,9.400,56.20,384,1.000,bicubic,-25.177,-9.150,+17 +eva_large_patch14_196.in22k_ft_in22k_in1k,75.507,24.493,91.760,8.240,304.14,196,1.000,bicubic,-22.913,-8.050,+2 +regnety_1280.swag_lc_in1k,74.587,25.413,91.680,8.320,644.81,224,0.965,bicubic,-23.063,-7.890,+79 +maxvit_rmlp_base_rw_384.sw_in12k_ft_in1k,74.253,25.747,90.827,9.173,116.14,384,1.000,bicubic,-23.917,-8.933,+19 +vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,74.240,25.760,92.253,7.747,632.46,336,1.000,bicubic,-24.180,-7.517,-2 +regnety_320.swag_ft_in1k,74.200,25.800,92.960,7.040,145.05,384,1.000,bicubic,-23.860,-6.800,+30 +swinv2_large_window12to24_192to384.ms_in22k_ft_in1k,73.933,26.067,91.733,8.267,196.74,384,1.000,bicubic,-24.197,-7.977,+21 +eva_large_patch14_196.in22k_ft_in1k,73.160,26.840,91.413,8.587,304.14,196,1.000,bicubic,-25.200,-8.407,-2 +caformer_m36.sail_in22k_ft_in1k_384,72.987,27.013,90.600,9.400,56.20,384,1.000,bicubic,-25.163,-9.150,+18 vit_large_patch14_clip_224.openai_ft_in12k_in1k,72.293,27.707,90.880,9.120,304.20,224,1.000,bicubic,-25.927,-8.840,+7 convnextv2_large.fcmae_ft_in22k_in1k_384,72.067,27.933,91.013,8.987,197.96,384,1.000,bicubic,-26.333,-8.747,-6 -vit_large_patch14_clip_224.openai_ft_in1k,71.813,28.187,91.453,8.547,304.20,224,1.000,bicubic,-26.357,-8.207,+12 +vit_large_patch14_clip_224.openai_ft_in1k,71.813,28.187,91.453,8.547,304.20,224,1.000,bicubic,-26.347,-8.207,+14 vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,71.800,28.200,90.227,9.773,304.53,336,1.000,bicubic,-26.540,-9.533,-5 -convformer_b36.sail_in22k_ft_in1k_384,71.547,28.453,90.240,9.760,99.88,384,1.000,bicubic,-26.713,-9.590,-2 +convformer_b36.sail_in22k_ft_in1k_384,71.547,28.453,90.240,9.760,99.88,384,1.000,bicubic,-26.713,-9.590,-3 vit_large_patch16_384.augreg_in21k_ft_in1k,71.227,28.773,89.773,10.227,304.72,384,1.000,bicubic,-26.993,-9.947,+1 -deit3_base_patch16_384.fb_in22k_ft_in1k,71.213,28.787,89.933,10.067,86.88,384,1.000,bicubic,-26.627,-9.737,+41 -swinv2_base_window12to24_192to384.ms_in22k_ft_in1k,71.200,28.800,91.320,8.680,87.92,384,1.000,bicubic,-26.920,-8.420,+11 +swinv2_base_window12to24_192to384.ms_in22k_ft_in1k,71.200,28.800,91.320,8.680,87.92,384,1.000,bicubic,-26.920,-8.420,+12 +deit3_base_patch16_384.fb_in22k_ft_in1k,71.200,28.800,89.933,10.067,86.88,384,1.000,bicubic,-26.640,-9.737,+43 convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_384,70.720,29.280,90.547,9.453,200.13,384,1.000,bicubic,-27.760,-9.233,-23 vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k,70.680,29.320,90.400,9.600,632.05,224,1.000,bicubic,-27.620,-9.360,-10 -coatnet_rmlp_2_rw_384.sw_in12k_ft_in1k,70.600,29.400,89.227,10.773,73.88,384,1.000,bicubic,-27.470,-10.533,+14 -caformer_s36.sail_in22k_ft_in1k_384,70.333,29.667,90.067,9.933,39.30,384,1.000,bicubic,-27.637,-9.653,+21 -deit3_huge_patch14_224.fb_in22k_ft_in1k,70.253,29.747,90.707,9.293,632.13,224,1.000,bicubic,-27.917,-9.053,+1 +coatnet_rmlp_2_rw_384.sw_in12k_ft_in1k,70.600,29.400,89.227,10.773,73.88,384,1.000,bicubic,-27.470,-10.493,+15 +caformer_s36.sail_in22k_ft_in1k_384,70.347,29.653,90.067,9.933,39.30,384,1.000,bicubic,-27.623,-9.653,+22 +deit3_huge_patch14_224.fb_in22k_ft_in1k,70.253,29.747,90.707,9.293,632.13,224,1.000,bicubic,-27.917,-9.053,+2 convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_320,69.880,30.120,90.493,9.507,200.13,320,1.000,bicubic,-28.400,-9.277,-13 -swin_large_patch4_window12_384.ms_in22k_ft_in1k,69.640,30.360,89.547,10.453,196.74,384,1.000,bicubic,-28.410,-10.143,+13 -volo_d5_512.sail_in1k,69.587,30.413,90.427,9.573,296.09,512,1.150,bicubic,-28.183,-9.243,+44 -convnext_xlarge.fb_in22k_ft_in1k_384,69.320,30.680,89.307,10.693,350.20,384,1.000,bicubic,-29.100,-10.503,-23 +swin_large_patch4_window12_384.ms_in22k_ft_in1k,69.640,30.360,89.547,10.453,196.74,384,1.000,bicubic,-28.410,-10.143,+14 +volo_d5_512.sail_in1k,69.587,30.413,90.427,9.573,296.09,512,1.150,bicubic,-28.183,-9.243,+46 +convnext_xlarge.fb_in22k_ft_in1k_384,69.320,30.680,89.307,10.693,350.20,384,1.000,bicubic,-29.100,-10.503,-24 caformer_b36.sail_in22k_ft_in1k,69.133,30.867,89.600,10.400,98.75,224,1.000,bicubic,-29.027,-10.180,-2 -maxxvitv2_rmlp_base_rw_384.sw_in12k_ft_in1k,69.067,30.933,89.880,10.120,116.09,384,1.000,bicubic,-29.193,-9.900,-15 -deit3_large_patch16_224.fb_in22k_ft_in1k,68.693,31.307,89.973,10.027,304.37,224,1.000,bicubic,-29.477,-9.757,-8 +maxxvitv2_rmlp_base_rw_384.sw_in12k_ft_in1k,69.067,30.933,89.880,10.120,116.09,384,1.000,bicubic,-29.193,-9.900,-16 +deit3_large_patch16_224.fb_in22k_ft_in1k,68.693,31.307,89.973,10.027,304.37,224,1.000,bicubic,-29.477,-9.757,-7 +seresnextaa201d_32x8d.sw_in12k_ft_in1k_384,68.560,31.440,88.613,11.387,149.39,384,1.000,bicubic,-29.650,-11.167,-11 beit_large_patch16_224.in22k_ft_in22k_in1k,68.467,31.533,89.573,10.427,304.43,224,0.900,bicubic,-29.713,-10.187,-10 -regnety_160.swag_ft_in1k,68.093,31.907,90.720,9.280,83.59,384,1.000,bicubic,-29.687,-8.880,+34 +regnety_160.swag_ft_in1k,68.093,31.907,90.707,9.293,83.59,384,1.000,bicubic,-29.687,-8.893,+35 convnextv2_large.fcmae_ft_in22k_in1k,68.093,31.907,89.720,10.280,197.96,288,1.000,bicubic,-29.997,-10.050,0 -volo_d5_448.sail_in1k,68.080,31.920,89.720,10.280,295.91,448,1.150,bicubic,-29.670,-9.830,+38 -maxvit_base_tf_512.in1k,67.933,32.067,88.493,11.507,119.88,512,1.000,bicubic,-29.797,-11.117,+39 -maxvit_large_tf_512.in1k,67.880,32.120,87.653,12.347,212.33,512,1.000,bicubic,-29.950,-11.907,+25 -tf_efficientnetv2_xl.in21k_ft_in1k,67.800,32.200,87.347,12.653,208.12,512,1.000,bicubic,-30.100,-12.223,+15 +volo_d5_448.sail_in1k,68.080,31.920,89.720,10.280,295.91,448,1.150,bicubic,-29.670,-9.830,+39 +maxvit_base_tf_512.in1k,67.933,32.067,88.493,11.507,119.88,512,1.000,bicubic,-29.797,-11.117,+40 +maxvit_large_tf_512.in1k,67.880,32.120,87.653,12.347,212.33,512,1.000,bicubic,-29.950,-11.907,+26 +tf_efficientnetv2_xl.in21k_ft_in1k,67.787,32.213,87.347,12.653,208.12,512,1.000,bicubic,-30.113,-12.223,+15 beitv2_large_patch16_224.in1k_ft_in1k,67.640,32.360,88.667,11.333,304.43,224,0.950,bicubic,-30.270,-10.993,+10 -swinv2_large_window12to16_192to256.ms_in22k_ft_in1k,67.320,32.680,88.000,12.000,196.74,256,0.900,bicubic,-30.530,-11.640,+17 -vit_large_patch14_clip_336.laion2b_ft_in1k,67.093,32.907,89.493,10.507,304.53,336,1.000,bicubic,-31.127,-10.307,-21 +swinv2_large_window12to16_192to256.ms_in22k_ft_in1k,67.320,32.680,88.000,12.000,196.74,256,0.900,bicubic,-30.530,-11.640,+18 +vit_large_patch14_clip_336.laion2b_ft_in1k,67.080,32.920,89.493,10.507,304.53,336,1.000,bicubic,-31.140,-10.307,-22 tf_efficientnet_b7.ns_jft_in1k,67.027,32.973,88.667,11.333,66.35,600,0.949,bicubic,-30.893,-11.053,+6 -vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,67.013,32.987,87.973,12.027,304.20,224,1.000,bicubic,-31.057,-11.747,-8 +vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,67.000,33.000,87.960,12.040,304.20,224,1.000,bicubic,-31.080,-11.690,-9 convnext_xlarge.fb_in22k_ft_in1k,66.960,33.040,88.947,11.053,350.20,288,1.000,bicubic,-31.150,-10.833,-12 -convnext_large_mlp.clip_laion2b_augreg_ft_in1k_384,66.880,33.120,89.280,10.720,200.13,384,1.000,bicubic,-31.370,-10.480,-29 -convformer_m36.sail_in22k_ft_in1k_384,66.840,33.160,87.813,12.187,57.05,384,1.000,bicubic,-31.200,-11.937,-5 -convnextv2_base.fcmae_ft_in22k_in1k_384,66.787,33.213,88.893,11.107,88.72,384,1.000,bicubic,-31.563,-10.877,-38 -volo_d4_448.sail_in1k,66.667,33.333,88.987,11.013,193.41,448,1.150,bicubic,-31.003,-10.623,+31 +convnext_large_mlp.clip_laion2b_augreg_ft_in1k_384,66.880,33.120,89.280,10.720,200.13,384,1.000,bicubic,-31.370,-10.480,-30 +convformer_m36.sail_in22k_ft_in1k_384,66.853,33.147,87.800,12.200,57.05,384,1.000,bicubic,-31.187,-11.950,-5 +convnextv2_base.fcmae_ft_in22k_in1k_384,66.787,33.213,88.893,11.107,88.72,384,1.000,bicubic,-31.563,-10.877,-39 +volo_d4_448.sail_in1k,66.667,33.333,88.987,11.013,193.41,448,1.150,bicubic,-31.003,-10.623,+32 seresnextaa101d_32x8d.sw_in12k_ft_in1k_288,65.987,34.013,87.880,12.120,93.59,320,1.000,bicubic,-31.983,-11.820,-4 -beit_base_patch16_384.in22k_ft_in22k_in1k,65.920,34.080,88.507,11.493,86.74,384,1.000,bicubic,-31.900,-11.193,+13 -regnety_320.swag_lc_in1k,65.587,34.413,88.080,11.920,145.05,224,0.965,bicubic,-31.573,-11.590,+105 -convnext_large.fb_in22k_ft_in1k_384,65.533,34.467,87.467,12.533,197.77,384,1.000,bicubic,-32.707,-12.283,-35 +beit_base_patch16_384.in22k_ft_in22k_in1k,65.920,34.080,88.507,11.493,86.74,384,1.000,bicubic,-31.900,-11.193,+14 +regnety_320.swag_lc_in1k,65.573,34.427,88.080,11.920,145.05,224,0.965,bicubic,-31.587,-11.590,+109 +convnext_large.fb_in22k_ft_in1k_384,65.533,34.467,87.467,12.533,197.77,384,1.000,bicubic,-32.707,-12.283,-36 vit_huge_patch14_clip_224.laion2b_ft_in1k,65.493,34.507,87.720,12.280,632.05,224,1.000,bicubic,-32.527,-12.000,-11 -volo_d3_448.sail_in1k,65.400,34.600,87.573,12.427,86.63,448,1.000,bicubic,-32.150,-11.987,+43 +volo_d3_448.sail_in1k,65.400,34.600,87.573,12.427,86.63,448,1.000,bicubic,-32.150,-11.987,+45 convnext_large.fb_in22k_ft_in1k,65.000,35.000,87.947,12.053,197.77,288,1.000,bicubic,-33.120,-11.833,-24 -tf_efficientnetv2_l.in21k_ft_in1k,64.947,35.053,87.840,12.160,118.52,480,1.000,bicubic,-32.853,-11.820,+10 +tf_efficientnetv2_l.in21k_ft_in1k,64.947,35.053,87.840,12.160,118.52,480,1.000,bicubic,-32.853,-11.820,+11 swin_base_patch4_window12_384.ms_in22k_ft_in1k,64.467,35.533,87.520,12.480,87.90,384,1.000,bicubic,-33.433,-12.150,-6 convnextv2_huge.fcmae_ft_in1k,64.440,35.560,87.080,12.920,660.29,288,1.000,bicubic,-33.460,-12.630,-6 -maxvit_rmlp_base_rw_224.sw_in12k_ft_in1k,64.187,35.813,85.520,14.480,116.14,224,0.950,bicubic,-33.623,-14.130,+6 -vit_base_patch16_384.augreg_in21k_ft_in1k,63.693,36.307,86.693,13.307,86.86,384,1.000,bicubic,-34.147,-12.977,+1 -maxvit_large_tf_384.in1k,63.507,36.493,85.107,14.893,212.03,384,1.000,bicubic,-34.063,-14.563,+35 -swinv2_base_window12to16_192to256.ms_in22k_ft_in1k,63.307,36.693,87.507,12.493,87.92,256,0.900,bicubic,-34.353,-12.103,+18 +maxvit_rmlp_base_rw_224.sw_in12k_ft_in1k,64.187,35.813,85.520,14.480,116.14,224,0.950,bicubic,-33.623,-14.130,+7 +vit_base_patch16_384.augreg_in21k_ft_in1k,63.693,36.307,86.693,13.307,86.86,384,1.000,bicubic,-34.147,-12.977,+2 +maxvit_large_tf_384.in1k,63.507,36.493,85.093,14.907,212.03,384,1.000,bicubic,-34.063,-14.577,+37 +swinv2_base_window12to16_192to256.ms_in22k_ft_in1k,63.307,36.693,87.507,12.493,87.92,256,0.900,bicubic,-34.353,-12.103,+19 convnextv2_base.fcmae_ft_in22k_in1k,62.893,37.107,87.667,12.333,88.72,288,1.000,bicubic,-35.167,-12.193,-25 -maxvit_small_tf_512.in1k,62.853,37.147,86.307,13.693,69.13,512,1.000,bicubic,-34.897,-13.313,+10 -maxvit_base_tf_384.in1k,62.613,37.387,85.187,14.813,119.65,384,1.000,bicubic,-34.957,-14.343,+30 +maxvit_small_tf_512.in1k,62.867,37.133,86.307,13.693,69.13,512,1.000,bicubic,-34.883,-13.313,+11 +maxvit_base_tf_384.in1k,62.613,37.387,85.187,14.813,119.65,384,1.000,bicubic,-34.957,-14.343,+32 convformer_b36.sail_in22k_ft_in1k,62.600,37.400,85.467,14.533,99.88,224,1.000,bicubic,-35.340,-14.293,-19 -cait_m48_448.fb_dist_in1k,62.373,37.627,86.453,13.547,356.46,448,1.000,bicubic,-35.107,-13.147,+41 -convnext_base.fb_in22k_ft_in1k_384,62.360,37.640,86.240,13.760,88.59,384,1.000,bicubic,-35.720,-13.410,-34 -tf_efficientnet_b6.ns_jft_in1k,62.227,37.773,85.160,14.840,43.04,528,0.942,bicubic,-35.393,-14.390,+18 -caformer_b36.sail_in1k_384,62.160,37.840,84.493,15.507,98.75,384,1.000,bicubic,-35.340,-15.147,+35 -vit_base_patch8_224.augreg2_in21k_ft_in1k,62.027,37.973,85.840,14.160,86.58,224,0.900,bicubic,-35.663,-13.810,+7 -convformer_s36.sail_in22k_ft_in1k_384,61.920,38.080,85.960,14.040,40.01,384,1.000,bicubic,-35.930,-13.690,-14 -beitv2_base_patch16_224.in1k_ft_in22k_in1k,61.667,38.333,85.480,14.520,86.53,224,0.900,bicubic,-36.023,-14.200,+4 -vit_large_r50_s32_384.augreg_in21k_ft_in1k,61.493,38.507,84.027,15.973,329.09,384,1.000,bicubic,-36.367,-15.643,-18 -seresnextaa101d_32x8d.sw_in12k_ft_in1k,61.080,38.920,85.920,14.080,93.59,288,1.000,bicubic,-36.830,-13.740,-26 -caformer_m36.sail_in22k_ft_in1k,61.080,38.920,84.893,15.107,56.20,224,1.000,bicubic,-36.760,-14.787,-15 -swin_large_patch4_window7_224.ms_in22k_ft_in1k,61.000,39.000,85.867,14.133,196.53,224,0.900,bicubic,-36.650,-13.703,+7 -convnext_base.fb_in22k_ft_in1k,60.893,39.107,86.147,13.853,88.59,288,1.000,bicubic,-36.967,-13.533,-23 -resnetv2_152x4_bit.goog_in21k_ft_in1k,60.773,39.227,83.560,16.440,936.53,480,1.000,bilinear,-36.717,-16.050,+27 -convnext_small.in12k_ft_in1k_384,60.733,39.267,84.960,15.040,50.22,384,1.000,bicubic,-37.067,-14.810,-13 +cait_m48_448.fb_dist_in1k,62.373,37.627,86.453,13.547,356.46,448,1.000,bicubic,-35.107,-13.147,+43 +convnext_base.fb_in22k_ft_in1k_384,62.360,37.640,86.240,13.760,88.59,384,1.000,bicubic,-35.720,-13.520,-33 +tf_efficientnet_b6.ns_jft_in1k,62.227,37.773,85.160,14.840,43.04,528,0.942,bicubic,-35.393,-14.390,+19 +caformer_b36.sail_in1k_384,62.160,37.840,84.493,15.507,98.75,384,1.000,bicubic,-35.340,-15.147,+37 +vit_base_patch8_224.augreg2_in21k_ft_in1k,62.027,37.973,85.840,14.160,86.58,224,0.900,bicubic,-35.663,-13.810,+8 +convformer_s36.sail_in22k_ft_in1k_384,61.920,38.080,85.960,14.040,40.01,384,1.000,bicubic,-35.930,-13.690,-13 +beitv2_base_patch16_224.in1k_ft_in22k_in1k,61.667,38.333,85.480,14.520,86.53,224,0.900,bicubic,-36.023,-14.200,+5 +vit_large_r50_s32_384.augreg_in21k_ft_in1k,61.493,38.507,84.027,15.973,329.09,384,1.000,bicubic,-36.367,-15.643,-17 +seresnextaa101d_32x8d.sw_in12k_ft_in1k,61.080,38.920,85.920,14.080,93.59,288,1.000,bicubic,-36.830,-13.740,-25 +caformer_m36.sail_in22k_ft_in1k,61.067,38.933,84.893,15.107,56.20,224,1.000,bicubic,-36.773,-14.787,-15 +swin_large_patch4_window7_224.ms_in22k_ft_in1k,61.000,39.000,85.867,14.133,196.53,224,0.900,bicubic,-36.650,-13.703,+8 +convnext_base.fb_in22k_ft_in1k,60.893,39.107,86.147,13.853,88.59,288,1.000,bicubic,-36.967,-13.533,-22 +resnetv2_152x4_bit.goog_in21k_ft_in1k,60.773,39.227,83.560,16.440,936.53,480,1.000,bilinear,-36.717,-16.050,+29 +convnext_small.in12k_ft_in1k_384,60.733,39.267,84.960,15.040,50.22,384,1.000,bicubic,-37.067,-14.810,-12 convnext_large_mlp.clip_laion2b_augreg_ft_in1k,60.547,39.453,86.293,13.707,200.13,256,1.000,bicubic,-37.403,-13.417,-35 -deit3_large_patch16_384.fb_in1k,60.533,39.467,85.720,14.280,304.76,384,1.000,bicubic,-36.887,-13.850,+34 -caformer_m36.sail_in1k_384,60.533,39.467,84.760,15.240,56.20,384,1.000,bicubic,-36.907,-14.880,+33 -tf_efficientnet_b5.ns_jft_in1k,60.320,39.680,84.453,15.547,30.39,456,0.934,bicubic,-37.180,-15.127,+20 -vit_base_patch16_clip_384.openai_ft_in12k_in1k,60.240,39.760,84.613,15.387,86.86,384,0.950,bicubic,-37.950,-15.047,-64 -regnety_160.swag_lc_in1k,60.133,39.867,85.773,14.227,83.59,224,0.965,bicubic,-36.687,-13.877,+127 -coatnet_rmlp_2_rw_224.sw_in12k_ft_in1k,59.973,40.027,83.760,16.240,73.88,224,0.950,bicubic,-37.677,-15.880,-4 +deit3_large_patch16_384.fb_in1k,60.533,39.467,85.733,14.267,304.76,384,1.000,bicubic,-36.887,-13.837,+36 +caformer_m36.sail_in1k_384,60.533,39.467,84.760,15.240,56.20,384,1.000,bicubic,-36.907,-14.880,+35 +tf_efficientnet_b5.ns_jft_in1k,60.293,39.707,84.453,15.547,30.39,456,0.934,bicubic,-37.207,-15.127,+22 +vit_base_patch16_clip_384.openai_ft_in12k_in1k,60.227,39.773,84.613,15.387,86.86,384,0.950,bicubic,-37.963,-15.047,-64 +regnety_160.swag_lc_in1k,60.147,39.853,85.760,14.240,83.59,224,0.965,bicubic,-36.673,-13.890,+131 +coatnet_rmlp_2_rw_224.sw_in12k_ft_in1k,59.973,40.027,83.760,16.240,73.88,224,0.950,bicubic,-37.677,-15.880,-3 vit_large_patch14_clip_224.laion2b_ft_in1k,59.947,40.053,85.667,14.333,304.20,224,1.000,bicubic,-37.943,-13.983,-34 -xcit_large_24_p8_384.fb_dist_in1k,59.947,40.053,85.467,14.533,188.93,384,1.000,bicubic,-37.573,-14.073,+13 -coatnet_2_rw_224.sw_in12k_ft_in1k,59.520,40.480,84.227,15.773,73.87,224,0.950,bicubic,-38.000,-15.373,+11 -tf_efficientnetv2_m.in21k_ft_in1k,59.413,40.587,84.560,15.440,54.14,480,1.000,bicubic,-38.407,-15.040,-27 -maxxvitv2_rmlp_base_rw_224.sw_in12k_ft_in1k,59.160,40.840,84.480,15.520,116.09,224,0.950,bicubic,-38.600,-15.220,-20 +xcit_large_24_p8_384.fb_dist_in1k,59.947,40.053,85.467,14.533,188.93,384,1.000,bicubic,-37.573,-14.073,+15 +coatnet_2_rw_224.sw_in12k_ft_in1k,59.533,40.467,84.213,15.787,73.87,224,0.950,bicubic,-37.987,-15.387,+13 +tf_efficientnetv2_m.in21k_ft_in1k,59.413,40.587,84.573,15.427,54.14,480,1.000,bicubic,-38.407,-15.027,-26 +maxxvitv2_rmlp_base_rw_224.sw_in12k_ft_in1k,59.160,40.840,84.480,15.520,116.09,224,0.950,bicubic,-38.600,-15.220,-19 vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,59.147,40.853,83.280,16.720,86.86,384,1.000,bicubic,-38.843,-16.380,-50 -vit_base_patch8_224.augreg_in21k_ft_in1k,58.973,41.027,82.733,17.267,86.58,224,0.900,bicubic,-38.597,-16.857,0 -maxvit_tiny_tf_512.in1k,58.800,41.200,84.573,15.427,31.05,512,1.000,bicubic,-38.780,-14.987,-2 -caformer_s18.sail_in22k_ft_in1k_384,58.640,41.360,85.347,14.653,26.34,384,1.000,bicubic,-38.780,-14.273,+22 -volo_d2_384.sail_in1k,58.600,41.400,84.253,15.747,58.87,384,1.000,bicubic,-38.720,-15.347,+34 -convnext_base.clip_laion2b_augreg_ft_in12k_in1k_384,58.253,41.747,85.480,14.520,88.59,384,1.000,bicubic,-39.787,-14.210,-58 +vit_base_patch8_224.augreg_in21k_ft_in1k,58.960,41.040,82.733,17.267,86.58,224,0.900,bicubic,-38.610,-16.857,+2 +maxvit_tiny_tf_512.in1k,58.800,41.200,84.573,15.427,31.05,512,1.000,bicubic,-38.780,-14.987,0 +tiny_vit_21m_512.dist_in22k_ft_in1k,58.733,41.267,83.693,16.307,21.27,512,1.000,bicubic,-39.137,-15.937,-41 +caformer_s18.sail_in22k_ft_in1k_384,58.640,41.360,85.347,14.653,26.34,384,1.000,bicubic,-38.780,-14.273,+23 +volo_d2_384.sail_in1k,58.600,41.400,84.280,15.720,58.87,384,1.000,bicubic,-38.720,-15.320,+35 +tiny_vit_21m_384.dist_in22k_ft_in1k,58.320,41.680,83.653,16.347,21.23,384,1.000,bicubic,-39.290,-15.937,-8 +convnext_base.clip_laion2b_augreg_ft_in12k_in1k_384,58.253,41.747,85.480,14.520,88.59,384,1.000,bicubic,-39.787,-14.210,-60 resnext101_32x32d.fb_wsl_ig1b_ft_in1k,58.040,41.960,80.640,19.360,468.53,224,0.875,bilinear,-39.330,-19.040,+26 -cait_m36_384.fb_dist_in1k,57.853,42.147,84.840,15.160,271.22,384,1.000,bicubic,-39.547,-14.670,+22 -dm_nfnet_f5.dm_in1k,57.640,42.360,82.280,17.720,377.21,544,0.954,bicubic,-40.140,-17.480,-31 -dm_nfnet_f6.dm_in1k,57.560,42.440,82.360,17.640,438.36,576,0.956,bicubic,-40.220,-17.290,-33 +cait_m36_384.fb_dist_in1k,57.840,42.160,84.840,15.160,271.22,384,1.000,bicubic,-39.560,-14.670,+22 +dm_nfnet_f5.dm_in1k,57.640,42.360,82.267,17.733,377.21,544,0.954,bicubic,-40.140,-17.493,-32 +dm_nfnet_f6.dm_in1k,57.560,42.440,82.360,17.640,438.36,576,0.956,bicubic,-40.220,-17.290,-34 caformer_s36.sail_in1k_384,57.347,42.653,82.787,17.213,39.30,384,1.000,bicubic,-40.043,-16.753,+20 deit3_base_patch16_224.fb_in22k_ft_in1k,57.267,42.733,83.520,16.480,86.59,224,1.000,bicubic,-40.213,-16.030,+3 volo_d5_224.sail_in1k,57.107,42.893,82.733,17.267,295.46,224,0.960,bicubic,-40.273,-16.837,+19 -deit3_small_patch16_384.fb_in22k_ft_in1k,57.093,42.907,83.080,16.920,22.21,384,1.000,bicubic,-40.037,-16.420,+54 convnext_base.clip_laiona_augreg_ft_in1k_384,57.080,42.920,84.773,15.227,88.59,384,1.000,bicubic,-40.540,-14.807,-19 -convnextv2_large.fcmae_ft_in1k,56.880,43.120,83.467,16.533,197.96,288,1.000,bicubic,-40.780,-16.253,-27 -regnety_160.lion_in12k_ft_in1k,56.733,43.267,83.440,16.560,83.59,288,1.000,bicubic,-40.717,-16.160,+2 -dm_nfnet_f4.dm_in1k,56.707,43.293,81.760,18.240,316.07,512,0.951,bicubic,-40.933,-17.780,-25 +deit3_small_patch16_384.fb_in22k_ft_in1k,57.080,42.920,83.067,16.933,22.21,384,1.000,bicubic,-40.050,-16.443,+55 +convnextv2_large.fcmae_ft_in1k,56.880,43.120,83.467,16.533,197.96,288,1.000,bicubic,-40.780,-16.253,-28 +regnety_160.lion_in12k_ft_in1k,56.747,43.253,83.453,16.547,83.59,288,1.000,bicubic,-40.703,-16.147,+2 +dm_nfnet_f4.dm_in1k,56.707,43.293,81.760,18.240,316.07,512,0.951,bicubic,-40.933,-17.780,-26 xcit_medium_24_p8_384.fb_dist_in1k,56.693,43.307,83.453,16.547,84.32,384,1.000,bicubic,-40.587,-16.067,+27 -maxvit_small_tf_384.in1k,56.587,43.413,82.280,17.720,69.02,384,1.000,bicubic,-40.843,-17.230,+4 -regnety_160.sw_in12k_ft_in1k,56.253,43.747,82.853,17.147,83.59,288,1.000,bicubic,-41.197,-16.737,-1 -convformer_m36.sail_in22k_ft_in1k,55.867,44.133,81.813,18.187,57.05,224,1.000,bicubic,-41.733,-17.807,-23 -caformer_s36.sail_in22k_ft_in1k,55.813,44.187,82.120,17.880,39.30,224,1.000,bicubic,-41.787,-17.600,-23 -vit_large_patch16_224.augreg_in21k_ft_in1k,55.560,44.440,80.080,19.920,304.33,224,0.900,bicubic,-42.070,-19.510,-30 +maxvit_small_tf_384.in1k,56.600,43.400,82.293,17.707,69.02,384,1.000,bicubic,-40.830,-17.217,+4 +regnety_160.sw_in12k_ft_in1k,56.253,43.747,82.840,17.160,83.59,288,1.000,bicubic,-41.197,-16.750,-1 +convformer_m36.sail_in22k_ft_in1k,55.880,44.120,81.813,18.187,57.05,224,1.000,bicubic,-41.720,-17.807,-23 +caformer_s36.sail_in22k_ft_in1k,55.813,44.187,82.133,17.867,39.30,224,1.000,bicubic,-41.787,-17.587,-23 +vit_large_patch16_224.augreg_in21k_ft_in1k,55.573,44.427,80.107,19.893,304.33,224,0.900,bicubic,-42.057,-19.483,-31 convformer_b36.sail_in1k_384,55.453,44.547,81.293,18.707,99.88,384,1.000,bicubic,-42.077,-18.227,-18 -vit_base_patch16_clip_384.openai_ft_in1k,54.973,45.027,82.587,17.413,86.86,384,1.000,bicubic,-42.567,-17.073,-20 -vit_base_r50_s16_384.orig_in21k_ft_in1k,54.627,45.373,81.213,18.787,98.95,384,1.000,bicubic,-42.563,-18.327,+34 +vit_base_patch16_clip_384.openai_ft_in1k,55.000,45.000,82.613,17.387,86.86,384,1.000,bicubic,-42.540,-17.047,-20 +vit_base_r50_s16_384.orig_in21k_ft_in1k,54.627,45.373,81.213,18.787,98.95,384,1.000,bicubic,-42.563,-18.347,+37 cait_s36_384.fb_dist_in1k,54.360,45.640,81.373,18.627,68.37,384,1.000,bicubic,-42.970,-18.167,+10 -volo_d1_384.sail_in1k,54.333,45.667,81.000,19.000,26.78,384,1.000,bicubic,-42.577,-18.460,+79 -deit3_huge_patch14_224.fb_in1k,54.320,45.680,82.093,17.907,632.13,224,0.900,bicubic,-42.580,-17.127,+80 -xcit_small_24_p8_384.fb_dist_in1k,54.253,45.747,81.547,18.453,47.63,384,1.000,bicubic,-42.987,-18.003,+19 -vit_base_patch16_clip_384.laion2b_ft_in1k,54.253,45.747,80.880,19.120,86.86,384,1.000,bicubic,-43.467,-18.750,-47 -vit_medium_patch16_gap_384.sw_in12k_ft_in1k,54.187,45.813,81.640,18.360,39.03,384,0.950,bicubic,-43.253,-17.960,-11 -resnetv2_101x3_bit.goog_in21k_ft_in1k,54.027,45.973,81.027,18.973,387.93,448,1.000,bilinear,-42.953,-18.463,+62 -resnetv2_152x2_bit.goog_in21k_ft_in1k,54.013,45.987,82.000,18.000,236.34,448,1.000,bilinear,-42.987,-17.590,+57 -beitv2_base_patch16_224.in1k_ft_in1k,53.813,46.187,81.853,18.147,86.53,224,0.900,bicubic,-43.357,-17.617,+27 -dm_nfnet_f3.dm_in1k,53.773,46.227,79.840,20.160,254.92,416,0.940,bicubic,-43.697,-19.720,-20 +volo_d1_384.sail_in1k,54.333,45.667,81.000,19.000,26.78,384,1.000,bicubic,-42.577,-18.460,+81 +deit3_huge_patch14_224.fb_in1k,54.320,45.680,82.093,17.907,632.13,224,0.900,bicubic,-42.580,-17.127,+82 +vit_base_patch16_clip_384.laion2b_ft_in1k,54.267,45.733,80.880,19.120,86.86,384,1.000,bicubic,-43.453,-18.750,-48 +xcit_small_24_p8_384.fb_dist_in1k,54.253,45.747,81.547,18.453,47.63,384,1.000,bicubic,-42.987,-18.003,+20 +vit_medium_patch16_gap_384.sw_in12k_ft_in1k,54.173,45.827,81.640,18.360,39.03,384,0.950,bicubic,-43.267,-17.960,-11 +resnetv2_101x3_bit.goog_in21k_ft_in1k,54.027,45.973,81.027,18.973,387.93,448,1.000,bilinear,-42.953,-18.503,+63 +resnetv2_152x2_bit.goog_in21k_ft_in1k,54.013,45.987,82.000,18.000,236.34,448,1.000,bilinear,-42.987,-17.590,+58 +beitv2_base_patch16_224.in1k_ft_in1k,53.813,46.187,81.853,18.147,86.53,224,0.900,bicubic,-43.357,-17.617,+29 +dm_nfnet_f3.dm_in1k,53.773,46.227,79.813,20.187,254.92,416,0.940,bicubic,-43.697,-19.747,-20 convformer_m36.sail_in1k_384,53.547,46.453,80.733,19.267,57.05,384,1.000,bicubic,-43.863,-18.867,-9 -deit3_base_patch16_384.fb_in1k,53.413,46.587,80.533,19.467,86.88,384,1.000,bicubic,-43.617,-18.857,+50 +deit3_base_patch16_384.fb_in1k,53.427,46.573,80.547,19.453,86.88,384,1.000,bicubic,-43.613,-18.833,+50 convnext_small.in12k_ft_in1k,53.240,46.760,81.400,18.600,50.22,288,1.000,bicubic,-44.110,-18.180,-4 -resnext101_32x16d.fb_wsl_ig1b_ft_in1k,53.067,46.933,76.907,23.093,194.03,224,0.875,bilinear,-43.743,-22.693,+81 +resnext101_32x16d.fb_wsl_ig1b_ft_in1k,53.067,46.933,76.907,23.093,194.03,224,0.875,bilinear,-43.743,-22.693,+83 volo_d4_224.sail_in1k,52.987,47.013,80.427,19.573,192.96,224,0.960,bicubic,-44.293,-19.113,+3 xcit_large_24_p16_384.fb_dist_in1k,52.853,47.147,81.827,18.173,189.10,384,1.000,bicubic,-44.667,-17.653,-32 -convnext_small.fb_in22k_ft_in1k_384,52.427,47.573,80.813,19.187,50.22,384,1.000,bicubic,-45.183,-18.787,-47 +convnext_small.fb_in22k_ft_in1k_384,52.427,47.573,80.813,19.187,50.22,384,1.000,bicubic,-45.183,-18.787,-48 convnext_base.clip_laion2b_augreg_ft_in12k_in1k,52.320,47.680,82.480,17.520,88.59,256,1.000,bicubic,-45.280,-17.130,-47 -vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,52.320,47.680,79.733,20.267,88.34,448,1.000,bicubic,-44.990,-19.747,-5 +vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,52.320,47.680,79.747,20.253,88.34,448,1.000,bicubic,-44.990,-19.733,-5 maxvit_tiny_tf_384.in1k,52.080,47.920,79.813,20.187,30.98,384,1.000,bicubic,-45.230,-19.687,-7 regnety_120.sw_in12k_ft_in1k,51.813,48.187,80.787,19.213,51.82,288,1.000,bicubic,-45.467,-18.743,-4 swin_base_patch4_window7_224.ms_in22k_ft_in1k,51.440,48.560,80.080,19.920,87.77,224,0.900,bicubic,-45.840,-19.510,-6 -tf_efficientnet_b4.ns_jft_in1k,51.267,48.733,79.173,20.827,19.34,380,0.922,bicubic,-45.683,-20.087,+51 -efficientnet_b5.sw_in12k_ft_in1k,51.227,48.773,78.880,21.120,30.39,448,1.000,bicubic,-46.183,-20.670,-23 -resnext101_32x8d.fb_swsl_ig1b_ft_in1k,51.213,48.787,78.240,21.760,88.79,224,0.875,bilinear,-45.997,-21.330,+5 -flexivit_large.1200ep_in1k,51.200,48.800,80.640,19.360,304.36,240,0.950,bicubic,-46.210,-18.830,-27 -eva02_small_patch14_336.mim_in22k_ft_in1k,51.200,48.800,79.120,20.880,22.13,336,1.000,bicubic,-45.940,-20.350,+14 -resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k_384,51.120,48.880,78.533,21.467,236.34,384,1.000,bicubic,-45.710,-20.877,+64 +tf_efficientnet_b4.ns_jft_in1k,51.253,48.747,79.173,20.827,19.34,380,0.922,bicubic,-45.697,-20.087,+53 +efficientnet_b5.sw_in12k_ft_in1k,51.213,48.787,78.840,21.160,30.39,448,1.000,bicubic,-46.197,-20.710,-23 +resnext101_32x8d.fb_swsl_ig1b_ft_in1k,51.213,48.787,78.240,21.760,88.79,224,0.875,bilinear,-45.997,-21.330,+6 +flexivit_large.1200ep_in1k,51.200,48.800,80.667,19.333,304.36,240,0.950,bicubic,-46.210,-18.803,-27 +eva02_small_patch14_336.mim_in22k_ft_in1k,51.200,48.800,79.120,20.880,22.13,336,1.000,bicubic,-45.940,-20.350,+16 +resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k_384,51.120,48.880,78.533,21.467,236.34,384,1.000,bicubic,-45.710,-20.877,+66 convnext_small.fb_in22k_ft_in1k,51.067,48.933,80.920,19.080,50.22,288,1.000,bicubic,-46.293,-18.610,-22 -mvitv2_large.fb_in1k,50.867,49.133,78.493,21.507,217.99,224,0.900,bicubic,-46.063,-20.907,+48 -beit_base_patch16_224.in22k_ft_in22k_in1k,50.720,49.280,79.733,20.267,86.53,224,0.900,bicubic,-46.360,-19.877,+18 +mvitv2_large.fb_in1k,50.867,49.133,78.493,21.507,217.99,224,0.900,bicubic,-46.063,-20.907,+50 +beit_base_patch16_224.in22k_ft_in22k_in1k,50.720,49.280,79.733,20.267,86.53,224,0.900,bicubic,-46.360,-19.877,+21 tf_efficientnetv2_l.in1k,50.693,49.307,77.613,22.387,118.52,480,1.000,bicubic,-46.777,-21.917,-41 -vit_base_patch16_384.orig_in21k_ft_in1k,50.640,49.360,78.200,21.800,86.86,384,1.000,bicubic,-46.080,-21.280,+75 -xcit_small_12_p8_384.fb_dist_in1k,50.587,49.413,79.573,20.427,26.21,384,1.000,bicubic,-46.643,-19.907,-7 +vit_base_patch16_384.orig_in21k_ft_in1k,50.653,49.347,78.200,21.800,86.86,384,1.000,bicubic,-46.067,-21.280,+78 +xcit_small_12_p8_384.fb_dist_in1k,50.587,49.413,79.573,20.427,26.21,384,1.000,bicubic,-46.643,-19.907,-6 convformer_s36.sail_in1k_384,50.333,49.667,78.893,21.107,40.01,384,1.000,bicubic,-46.947,-20.577,-14 convnext_tiny.in12k_ft_in1k_384,50.320,49.680,79.800,20.200,28.59,384,1.000,bicubic,-47.020,-19.800,-26 -volo_d3_224.sail_in1k,50.293,49.707,78.213,21.787,86.33,224,0.960,bicubic,-46.797,-21.247,+11 -flexivit_large.600ep_in1k,50.253,49.747,80.027,19.973,304.36,240,0.950,bicubic,-47.027,-19.403,-23 +volo_d3_224.sail_in1k,50.320,49.680,78.213,21.787,86.33,224,0.960,bicubic,-46.770,-21.257,+14 +flexivit_large.600ep_in1k,50.253,49.747,80.013,19.987,304.36,240,0.950,bicubic,-47.027,-19.417,-23 vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,50.120,49.880,78.040,21.960,86.57,224,0.950,bicubic,-47.330,-21.500,-45 convformer_s18.sail_in22k_ft_in1k_384,50.067,49.933,80.973,19.027,26.77,384,1.000,bicubic,-47.203,-18.577,-18 -vit_base_patch16_224.augreg2_in21k_ft_in1k,49.813,50.187,78.960,21.040,86.57,224,0.900,bicubic,-47.337,-20.490,-3 -vit_base_patch16_clip_224.openai_ft_in12k_in1k,49.813,50.187,77.133,22.867,86.57,224,0.950,bicubic,-47.717,-22.367,-61 -cait_s24_384.fb_dist_in1k,49.733,50.267,78.760,21.240,47.06,384,1.000,bicubic,-47.337,-20.670,+14 -deit_base_distilled_patch16_384.fb_in1k,49.347,50.653,79.240,20.760,87.63,384,1.000,bicubic,-47.613,-20.240,+27 -xcit_medium_24_p16_384.fb_dist_in1k,49.333,50.667,79.867,20.133,84.40,384,1.000,bicubic,-47.947,-19.643,-25 -caformer_s18.sail_in1k_384,49.133,50.867,78.693,21.307,26.34,384,1.000,bicubic,-47.947,-20.797,+10 -coat_lite_medium_384.in1k,49.093,50.907,78.600,21.400,44.57,384,1.000,bicubic,-48.057,-20.940,-8 -tf_efficientnet_b8.ra_in1k,48.920,51.080,77.227,22.773,87.41,672,0.954,bicubic,-48.280,-22.273,-15 +vit_base_patch16_224.augreg2_in21k_ft_in1k,49.827,50.173,78.960,21.040,86.57,224,0.900,bicubic,-47.323,-20.490,-1 +vit_base_patch16_clip_224.openai_ft_in12k_in1k,49.800,50.200,77.120,22.880,86.57,224,0.950,bicubic,-47.730,-22.380,-61 +cait_s24_384.fb_dist_in1k,49.733,50.267,78.760,21.240,47.06,384,1.000,bicubic,-47.337,-20.670,+16 +inception_next_base.sail_in1k_384,49.693,50.307,79.133,20.867,86.67,384,1.000,bicubic,-47.567,-20.357,-21 +xcit_medium_24_p16_384.fb_dist_in1k,49.333,50.667,79.867,20.133,84.40,384,1.000,bicubic,-47.947,-19.643,-26 +deit_base_distilled_patch16_384.fb_in1k,49.333,50.667,79.227,20.773,87.63,384,1.000,bicubic,-47.627,-20.253,+28 +caformer_s18.sail_in1k_384,49.147,50.853,78.693,21.307,26.34,384,1.000,bicubic,-47.933,-20.797,+11 +coat_lite_medium_384.in1k,49.093,50.907,78.600,21.400,44.57,384,1.000,bicubic,-48.057,-20.940,-7 +tf_efficientnet_b8.ra_in1k,48.933,51.067,77.227,22.773,87.41,672,0.954,bicubic,-48.267,-22.273,-14 convnextv2_base.fcmae_ft_in1k,48.693,51.307,78.827,21.173,88.72,288,1.000,bicubic,-48.527,-20.713,-21 -deit3_large_patch16_224.fb_in1k,48.627,51.373,78.120,21.880,304.37,224,0.900,bicubic,-48.313,-21.140,+26 -caformer_b36.sail_in1k,48.533,51.467,75.667,24.333,98.75,224,1.000,bicubic,-48.457,-23.673,+16 +deit3_large_patch16_224.fb_in1k,48.627,51.373,78.107,21.893,304.37,224,0.900,bicubic,-48.313,-21.153,+27 +caformer_b36.sail_in1k,48.533,51.467,75.667,24.333,98.75,224,1.000,bicubic,-48.447,-23.823,+19 flexivit_large.300ep_in1k,48.520,51.480,78.653,21.347,304.36,240,0.950,bicubic,-48.730,-20.837,-29 convnext_base.clip_laion2b_augreg_ft_in1k,48.453,51.547,79.827,20.173,88.59,256,1.000,bicubic,-48.787,-19.693,-28 -tf_efficientnetv2_s.in21k_ft_in1k,48.427,51.573,77.867,22.133,21.46,384,1.000,bicubic,-48.303,-21.463,+52 -resnest269e.in1k,48.213,51.787,74.333,25.667,110.93,416,0.928,bicubic,-48.297,-25.017,+101 -deit3_medium_patch16_224.fb_in22k_ft_in1k,48.173,51.827,77.040,22.960,38.85,224,1.000,bicubic,-48.797,-22.390,+14 -xcit_large_24_p8_224.fb_dist_in1k,48.160,51.840,79.093,20.907,188.93,224,1.000,bicubic,-48.910,-20.327,+1 -vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,47.973,52.027,76.853,23.147,88.30,384,1.000,bicubic,-49.387,-22.667,-50 -regnety_2560.seer_ft_in1k,47.920,52.080,76.787,23.213,"1,282.60",384,1.000,bicubic,-49.300,-22.733,-30 -regnetz_e8.ra3_in1k,47.800,52.200,76.200,23.800,57.70,320,1.000,bicubic,-49.400,-23.300,-28 -convnext_tiny.in12k_ft_in1k,47.507,52.493,78.747,21.253,28.59,288,1.000,bicubic,-49.553,-20.803,-2 -convformer_s36.sail_in22k_ft_in1k,47.440,52.560,77.107,22.893,40.01,224,1.000,bicubic,-49.640,-22.453,-11 -resnetv2_50x3_bit.goog_in21k_ft_in1k,47.307,52.693,77.333,22.667,217.32,448,1.000,bilinear,-49.403,-22.147,+47 -vit_base_patch16_clip_224.openai_ft_in1k,47.200,52.800,77.547,22.453,86.57,224,0.900,bicubic,-49.880,-21.923,-10 -xcit_large_24_p8_224.fb_in1k,47.160,52.840,74.480,25.520,188.93,224,1.000,bicubic,-49.240,-24.510,+106 -xcit_small_24_p16_384.fb_dist_in1k,46.987,53.013,77.160,22.840,47.67,384,1.000,bicubic,-50.133,-22.290,-23 -tf_efficientnet_b8.ap_in1k,46.893,53.107,76.533,23.467,87.41,672,0.954,bicubic,-50.217,-23.127,-23 -convnext_large.fb_in1k,46.813,53.187,76.627,23.373,197.77,288,1.000,bicubic,-50.287,-22.883,-21 -dm_nfnet_f2.dm_in1k,46.653,53.347,74.813,25.187,193.78,352,0.920,bicubic,-50.447,-24.637,-23 -efficientnetv2_rw_m.agc_in1k,46.293,53.707,75.720,24.280,53.24,416,1.000,bicubic,-50.687,-23.810,-2 -swinv2_base_window16_256.ms_in1k,46.213,53.787,75.173,24.827,87.92,256,0.900,bicubic,-50.537,-24.177,+32 -resnext101_32x16d.fb_swsl_ig1b_ft_in1k,46.120,53.880,72.240,27.760,194.03,224,0.875,bilinear,-50.480,-27.290,+65 -caformer_m36.sail_in1k,46.080,53.920,74.533,25.467,56.20,224,1.000,bicubic,-50.810,-24.997,+13 -volo_d2_224.sail_in1k,46.067,53.933,75.253,24.747,58.68,224,0.960,bicubic,-50.933,-24.137,-8 -vit_small_patch16_384.augreg_in21k_ft_in1k,45.880,54.120,76.747,23.253,22.20,384,1.000,bicubic,-50.820,-22.683,+38 -ecaresnet269d.ra2_in1k,45.853,54.147,75.067,24.933,102.09,352,1.000,bicubic,-51.227,-24.543,-21 -convnextv2_tiny.fcmae_ft_in22k_in1k_384,45.773,54.227,76.973,23.027,28.64,384,1.000,bicubic,-51.467,-22.637,-51 -vit_small_r26_s32_384.augreg_in21k_ft_in1k,45.707,54.293,76.040,23.960,36.47,384,1.000,bicubic,-50.973,-23.040,+45 -tf_efficientnet_b7.ap_in1k,45.387,54.613,74.200,25.800,66.35,600,0.949,bicubic,-51.803,-25.360,-44 -swin_base_patch4_window12_384.ms_in1k,45.333,54.667,74.360,25.640,87.90,384,1.000,bicubic,-51.247,-24.810,+60 -resnext101_32x8d.fb_wsl_ig1b_ft_in1k,45.320,54.680,70.907,29.093,88.79,224,0.875,bilinear,-51.010,-28.443,+102 -xcit_medium_24_p8_224.fb_dist_in1k,45.227,54.773,76.760,23.240,84.32,224,1.000,bicubic,-51.693,-22.640,-2 -eca_nfnet_l2.ra3_in1k,44.987,55.013,75.880,24.120,56.72,384,1.000,bicubic,-52.093,-23.630,-30 -coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k,44.787,55.213,73.747,26.253,41.72,224,0.950,bicubic,-51.853,-25.413,+46 +tf_efficientnetv2_s.in21k_ft_in1k,48.453,51.547,77.867,22.133,21.46,384,1.000,bicubic,-48.277,-21.463,+54 +resnest269e.in1k,48.213,51.787,74.333,25.667,110.93,416,0.928,bicubic,-48.297,-25.017,+106 +xcit_large_24_p8_224.fb_dist_in1k,48.160,51.840,79.093,20.907,188.93,224,1.000,bicubic,-48.910,-20.327,+2 +deit3_medium_patch16_224.fb_in22k_ft_in1k,48.160,51.840,77.027,22.973,38.85,224,1.000,bicubic,-48.810,-22.403,+15 +vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,47.960,52.040,76.853,23.147,88.30,384,1.000,bicubic,-49.400,-22.667,-51 +regnety_2560.seer_ft_in1k,47.907,52.093,76.800,23.200,"1,282.60",384,1.000,bicubic,-49.313,-22.720,-30 +regnetz_e8.ra3_in1k,47.800,52.200,76.200,23.800,57.70,320,1.000,bicubic,-49.400,-23.340,-27 +convnext_tiny.in12k_ft_in1k,47.507,52.493,78.747,21.253,28.59,288,1.000,bicubic,-49.553,-20.803,-1 +convformer_s36.sail_in22k_ft_in1k,47.440,52.560,77.107,22.893,40.01,224,1.000,bicubic,-49.640,-22.453,-9 +resnetv2_50x3_bit.goog_in21k_ft_in1k,47.307,52.693,77.333,22.667,217.32,448,1.000,bilinear,-49.403,-22.157,+49 +vit_base_patch16_clip_224.openai_ft_in1k,47.200,52.800,77.533,22.467,86.57,224,0.900,bicubic,-49.880,-22.077,-8 +xcit_large_24_p8_224.fb_in1k,47.160,52.840,74.480,25.520,188.93,224,1.000,bicubic,-49.240,-24.510,+112 +xcit_small_24_p16_384.fb_dist_in1k,46.987,53.013,77.160,22.840,47.67,384,1.000,bicubic,-50.133,-22.290,-22 +tf_efficientnet_b8.ap_in1k,46.893,53.107,76.533,23.467,87.41,672,0.954,bicubic,-50.217,-22.977,-22 +convnext_large.fb_in1k,46.813,53.187,76.627,23.373,197.77,288,1.000,bicubic,-50.287,-22.823,-20 +dm_nfnet_f2.dm_in1k,46.640,53.360,74.813,25.187,193.78,352,0.920,bicubic,-50.470,-24.847,-23 +efficientnetv2_rw_m.agc_in1k,46.293,53.707,75.720,24.280,53.24,416,1.000,bicubic,-50.687,-23.620,-2 +swinv2_base_window16_256.ms_in1k,46.213,53.787,75.173,24.827,87.92,256,0.900,bicubic,-50.537,-24.177,+34 +resnext101_32x16d.fb_swsl_ig1b_ft_in1k,46.120,53.880,72.240,27.760,194.03,224,0.875,bilinear,-50.480,-27.030,+68 +caformer_m36.sail_in1k,46.080,53.920,74.533,25.467,56.20,224,1.000,bicubic,-50.810,-24.897,+13 +volo_d2_224.sail_in1k,46.067,53.933,75.253,24.747,58.68,224,0.960,bicubic,-50.933,-24.137,-7 +vit_small_patch16_384.augreg_in21k_ft_in1k,45.893,54.107,76.720,23.280,22.20,384,1.000,bicubic,-50.807,-22.710,+40 +ecaresnet269d.ra2_in1k,45.853,54.147,75.067,24.933,102.09,352,1.000,bicubic,-51.237,-24.403,-27 +convnextv2_tiny.fcmae_ft_in22k_in1k_384,45.760,54.240,76.973,23.027,28.64,384,1.000,bicubic,-51.480,-22.637,-51 +vit_small_r26_s32_384.augreg_in21k_ft_in1k,45.720,54.280,76.040,23.960,36.47,384,1.000,bicubic,-50.960,-23.040,+48 +tf_efficientnet_b7.ap_in1k,45.373,54.627,74.200,25.800,66.35,600,0.949,bicubic,-51.827,-25.300,-47 +swin_base_patch4_window12_384.ms_in1k,45.333,54.667,74.360,25.640,87.90,384,1.000,bicubic,-51.247,-24.810,+64 +resnext101_32x8d.fb_wsl_ig1b_ft_in1k,45.320,54.680,70.907,29.093,88.79,224,0.875,bilinear,-51.010,-28.493,+111 +xcit_medium_24_p8_224.fb_dist_in1k,45.227,54.773,76.760,23.240,84.32,224,1.000,bicubic,-51.693,-22.640,-1 +tiny_vit_21m_224.dist_in22k_ft_in1k,45.027,54.973,75.547,24.453,21.20,224,0.950,bicubic,-52.173,-23.943,-48 +eca_nfnet_l2.ra3_in1k,44.987,55.013,75.880,24.120,56.72,384,1.000,bicubic,-52.093,-23.630,-29 +coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k,44.787,55.213,73.747,26.253,41.72,224,0.950,bicubic,-51.843,-25.473,+51 maxxvit_rmlp_small_rw_256.sw_in1k,44.600,55.400,75.040,24.960,66.01,256,0.950,bicubic,-52.200,-24.340,+11 -crossvit_18_dagger_408.in1k,44.280,55.720,73.813,26.187,44.61,408,1.000,bicubic,-52.260,-25.547,+64 -resnest200e.in1k,44.133,55.867,73.493,26.507,70.20,320,0.909,bicubic,-52.477,-25.857,+49 +crossvit_18_dagger_408.in1k,44.253,55.747,73.840,26.160,44.61,408,1.000,bicubic,-52.287,-25.520,+68 +resnest200e.in1k,44.133,55.867,73.493,26.507,70.20,320,0.909,bicubic,-52.477,-25.857,+51 seresnextaa101d_32x8d.ah_in1k,43.973,56.027,73.347,26.653,93.59,288,1.000,bicubic,-52.987,-25.903,-16 -cait_xs24_384.fb_dist_in1k,43.947,56.053,75.160,24.840,26.67,384,1.000,bicubic,-52.593,-24.260,+58 -mvitv2_base.fb_in1k,43.747,56.253,74.507,25.493,51.47,224,0.900,bicubic,-53.013,-24.753,+11 -resnetrs200.tf_in1k,43.733,56.267,72.827,27.173,93.21,320,1.000,bicubic,-52.967,-26.543,+25 -rexnetr_300.sw_in12k_ft_in1k,43.653,56.347,76.547,23.453,34.81,288,1.000,bicubic,-53.187,-22.963,-1 -tresnet_xl.miil_in1k_448,43.493,56.507,72.413,27.587,78.44,448,0.875,bilinear,-52.487,-26.637,+162 -caformer_s18.sail_in22k_ft_in1k,43.333,56.667,74.947,25.053,26.34,224,1.000,bicubic,-53.377,-24.603,+17 +cait_xs24_384.fb_dist_in1k,43.947,56.053,75.160,24.840,26.67,384,1.000,bicubic,-52.593,-24.260,+62 +mvitv2_base.fb_in1k,43.747,56.253,74.507,25.493,51.47,224,0.900,bicubic,-53.013,-24.753,+12 +resnetrs200.tf_in1k,43.733,56.267,72.827,27.173,93.21,320,1.000,bicubic,-52.967,-26.543,+26 +rexnetr_300.sw_in12k_ft_in1k,43.653,56.347,76.507,23.493,34.81,288,1.000,bicubic,-53.187,-23.003,-1 +tresnet_xl.miil_in1k_448,43.493,56.507,72.427,27.573,78.44,448,0.875,bilinear,-52.487,-26.623,+177 +caformer_s18.sail_in22k_ft_in1k,43.333,56.667,74.960,25.040,26.34,224,1.000,bicubic,-53.377,-24.590,+18 xcit_small_12_p16_384.fb_dist_in1k,43.307,56.693,73.933,26.067,26.25,384,1.000,bicubic,-53.613,-25.457,-16 -vit_base_patch16_224.augreg_in21k_ft_in1k,43.280,56.720,72.920,27.080,86.57,224,0.900,bicubic,-53.610,-26.510,-11 -swin_small_patch4_window7_224.ms_in22k_ft_in1k,43.227,56.773,76.187,23.813,49.61,224,0.900,bicubic,-53.253,-23.203,+61 -resnetrs420.tf_in1k,43.147,56.853,70.453,29.547,191.89,416,1.000,bicubic,-53.763,-29.067,-16 -vit_base_patch32_clip_384.openai_ft_in12k_in1k,43.080,56.920,73.253,26.747,88.30,384,0.950,bicubic,-54.030,-26.247,-54 -edgenext_base.in21k_ft_in1k,43.040,56.960,75.440,24.560,18.51,320,1.000,bicubic,-53.690,-23.980,+4 -coatnet_rmlp_2_rw_224.sw_in1k,43.040,56.960,71.707,28.293,73.88,224,0.950,bicubic,-53.500,-27.593,+51 -xcit_medium_24_p8_224.fb_in1k,43.040,56.960,70.320,29.680,84.32,224,1.000,bicubic,-53.050,-28.570,+128 -tf_efficientnet_b7.ra_in1k,42.987,57.013,73.173,26.827,66.35,600,0.949,bicubic,-54.023,-26.347,-39 -tf_efficientnetv2_m.in1k,42.800,57.200,72.600,27.400,54.14,480,1.000,bicubic,-54.410,-26.930,-73 -vit_medium_patch16_gap_256.sw_in12k_ft_in1k,42.693,57.307,74.360,25.640,38.86,256,0.950,bicubic,-53.977,-25.010,+21 -hrnet_w48_ssld.paddle_in1k,42.600,57.400,72.133,27.867,77.47,288,1.000,bilinear,-54.430,-27.257,-45 +vit_base_patch16_224.augreg_in21k_ft_in1k,43.267,56.733,72.907,27.093,86.57,224,0.900,bicubic,-53.613,-26.623,-10 +swin_small_patch4_window7_224.ms_in22k_ft_in1k,43.227,56.773,76.187,23.813,49.61,224,0.900,bicubic,-53.253,-23.203,+65 +resnetrs420.tf_in1k,43.147,56.853,70.440,29.560,191.89,416,1.000,bicubic,-53.763,-29.080,-16 +vit_base_patch32_clip_384.openai_ft_in12k_in1k,43.107,56.893,73.253,26.747,88.30,384,0.950,bicubic,-54.003,-26.247,-53 +edgenext_base.in21k_ft_in1k,43.040,56.960,75.440,24.560,18.51,320,1.000,bicubic,-53.690,-23.980,+5 +coatnet_rmlp_2_rw_224.sw_in1k,43.040,56.960,71.693,28.307,73.88,224,0.950,bicubic,-53.500,-27.607,+55 +xcit_medium_24_p8_224.fb_in1k,43.040,56.960,70.320,29.680,84.32,224,1.000,bicubic,-53.050,-28.570,+142 +tf_efficientnet_b7.ra_in1k,42.973,57.027,73.147,26.853,66.35,600,0.949,bicubic,-54.027,-26.373,-38 +tf_efficientnetv2_m.in1k,42.813,57.187,72.600,27.400,54.14,480,1.000,bicubic,-54.397,-26.930,-74 +vit_medium_patch16_gap_256.sw_in12k_ft_in1k,42.707,57.293,74.307,25.693,38.86,256,0.950,bicubic,-53.963,-25.063,+23 +hrnet_w48_ssld.paddle_in1k,42.600,57.400,72.147,27.853,77.47,288,1.000,bilinear,-54.430,-27.243,-44 dm_nfnet_f1.dm_in1k,42.547,57.453,71.560,28.440,132.63,320,0.910,bicubic,-54.483,-28.080,-44 -xcit_tiny_24_p8_384.fb_dist_in1k,42.453,57.547,72.853,27.147,12.11,384,1.000,bicubic,-54.077,-26.417,+44 -gcvit_base.in1k,42.440,57.560,73.773,26.227,90.32,224,0.875,bicubic,-54.130,-25.687,+36 -swinv2_small_window16_256.ms_in1k,42.360,57.640,72.867,27.133,49.73,256,0.900,bicubic,-54.110,-26.333,+50 -maxvit_rmlp_small_rw_224.sw_in1k,42.227,57.773,72.373,27.627,64.90,224,0.900,bicubic,-54.353,-26.877,+32 -convformer_s18.sail_in1k_384,42.120,57.880,74.453,25.547,26.77,384,1.000,bicubic,-54.920,-24.927,-52 +xcit_tiny_24_p8_384.fb_dist_in1k,42.453,57.547,72.853,27.147,12.11,384,1.000,bicubic,-54.077,-26.417,+49 +gcvit_base.in1k,42.440,57.560,73.773,26.227,90.32,224,0.875,bicubic,-54.120,-25.377,+39 +swinv2_small_window16_256.ms_in1k,42.360,57.640,72.867,27.133,49.73,256,0.900,bicubic,-54.110,-26.333,+55 +maxvit_rmlp_small_rw_224.sw_in1k,42.227,57.773,72.387,27.613,64.90,224,0.900,bicubic,-54.353,-26.863,+35 +convformer_s18.sail_in1k_384,42.120,57.880,74.453,25.547,26.77,384,1.000,bicubic,-54.920,-24.937,-51 convnextv2_tiny.fcmae_ft_in22k_in1k,42.093,57.907,75.747,24.253,28.64,288,1.000,bicubic,-54.757,-23.713,-24 -maxvit_base_tf_224.in1k,41.987,58.013,70.093,29.907,119.47,224,0.950,bicubic,-54.963,-29.487,-39 +maxvit_base_tf_224.in1k,41.987,58.013,70.080,29.920,119.47,224,0.950,bicubic,-54.963,-29.500,-39 convnext_base.fb_in1k,41.947,58.053,73.987,26.013,88.59,288,1.000,bicubic,-54.883,-25.463,-22 xcit_small_24_p8_224.fb_dist_in1k,41.907,58.093,73.653,26.347,47.63,224,1.000,bicubic,-54.963,-25.827,-30 -crossvit_15_dagger_408.in1k,41.907,58.093,72.027,27.973,28.50,408,1.000,bicubic,-54.483,-27.323,+58 -resnetaa101d.sw_in12k_ft_in1k,41.893,58.107,72.387,27.613,44.57,288,1.000,bicubic,-54.807,-26.973,-1 +crossvit_15_dagger_408.in1k,41.907,58.093,72.040,27.960,28.50,408,1.000,bicubic,-54.483,-27.310,+63 +resnetaa101d.sw_in12k_ft_in1k,41.893,58.107,72.387,27.613,44.57,288,1.000,bicubic,-54.807,-26.973,0 maxvit_large_tf_224.in1k,41.880,58.120,68.653,31.347,211.79,224,0.950,bicubic,-55.080,-30.737,-46 -xcit_small_24_p8_224.fb_in1k,41.800,58.200,71.093,28.907,47.63,224,1.000,bicubic,-54.610,-28.057,+50 -vit_large_r50_s32_224.augreg_in21k_ft_in1k,41.640,58.360,70.240,29.760,328.99,224,0.900,bicubic,-55.150,-29.100,-23 -vit_base_patch16_clip_224.laion2b_ft_in1k,41.613,58.387,73.613,26.387,86.57,224,1.000,bicubic,-55.517,-25.847,-80 -swinv2_base_window8_256.ms_in1k,41.547,58.453,72.427,27.573,87.92,256,0.900,bicubic,-54.983,-26.893,+30 -resnext101_32x4d.fb_swsl_ig1b_ft_in1k,41.533,58.467,71.707,28.293,44.18,224,0.875,bilinear,-54.887,-27.443,+42 -deit3_small_patch16_224.fb_in22k_ft_in1k,41.227,58.773,71.893,28.107,22.06,224,1.000,bicubic,-55.433,-27.437,+3 -maxvit_rmlp_tiny_rw_256.sw_in1k,41.173,58.827,71.187,28.813,29.15,256,0.950,bicubic,-55.247,-28.193,+41 +xcit_small_24_p8_224.fb_in1k,41.800,58.200,71.080,28.920,47.63,224,1.000,bicubic,-54.610,-28.070,+55 +vit_large_r50_s32_224.augreg_in21k_ft_in1k,41.640,58.360,70.227,29.773,328.99,224,0.900,bicubic,-55.150,-29.113,-23 +vit_base_patch16_clip_224.laion2b_ft_in1k,41.613,58.387,73.627,26.373,86.57,224,1.000,bicubic,-55.517,-25.833,-80 +swinv2_base_window8_256.ms_in1k,41.547,58.453,72.427,27.573,87.92,256,0.900,bicubic,-54.983,-26.893,+34 +resnext101_32x4d.fb_swsl_ig1b_ft_in1k,41.547,58.453,71.720,28.280,44.18,224,0.875,bilinear,-54.873,-27.430,+48 +deit3_small_patch16_224.fb_in22k_ft_in1k,41.200,58.800,71.893,28.107,22.06,224,1.000,bicubic,-55.460,-27.437,+5 +maxvit_rmlp_tiny_rw_256.sw_in1k,41.173,58.827,71.187,28.813,29.15,256,0.950,bicubic,-55.247,-28.193,+46 regnety_1280.seer_ft_in1k,41.147,58.853,71.200,28.800,644.81,384,1.000,bicubic,-55.713,-28.190,-39 -seresnext101d_32x8d.ah_in1k,41.147,58.853,70.920,29.080,93.59,288,1.000,bicubic,-55.553,-28.560,-10 -convnext_tiny.fb_in22k_ft_in1k_384,41.053,58.947,72.533,27.467,28.59,384,1.000,bicubic,-56.027,-26.977,-77 -caformer_s36.sail_in1k,41.040,58.960,70.880,29.120,39.30,224,1.000,bicubic,-55.650,-28.480,-10 +seresnext101d_32x8d.ah_in1k,41.147,58.853,70.920,29.080,93.59,288,1.000,bicubic,-55.553,-28.560,-9 +convnext_tiny.fb_in22k_ft_in1k_384,41.053,58.947,72.533,27.467,28.59,384,1.000,bicubic,-56.027,-26.977,-76 +caformer_s36.sail_in1k,41.040,58.960,70.893,29.107,39.30,224,1.000,bicubic,-55.650,-28.467,-8 davit_base.msft_in1k,40.880,59.120,72.747,27.253,87.95,224,0.950,bicubic,-56.060,-26.593,-54 -tf_efficientnet_b6.ap_in1k,40.800,59.200,71.640,28.360,43.04,528,0.942,bicubic,-56.280,-27.780,-82 -flexivit_base.1200ep_in1k,40.613,59.387,72.320,27.680,86.59,240,0.950,bicubic,-56.127,-27.040,-29 +tf_efficientnet_b6.ap_in1k,40.827,59.173,71.627,28.373,43.04,528,0.942,bicubic,-56.253,-27.793,-81 +flexivit_base.1200ep_in1k,40.640,59.360,72.307,27.693,86.59,240,0.950,bicubic,-56.100,-27.053,-28 convformer_b36.sail_in1k,40.453,59.547,69.440,30.560,99.88,224,1.000,bicubic,-56.447,-30.040,-50 -resmlp_big_24_224.fb_in22k_ft_in1k,40.373,59.627,74.800,25.200,129.14,224,0.875,bicubic,-56.247,-24.470,-2 -deit3_small_patch16_384.fb_in1k,40.347,59.653,70.333,29.667,22.21,384,1.000,bicubic,-55.853,-28.967,+67 -tresnet_l.miil_in1k_448,40.213,59.787,69.920,30.080,55.99,448,0.875,bilinear,-55.647,-29.280,+140 -deit_base_patch16_384.fb_in1k,40.200,59.800,70.800,29.200,86.86,384,1.000,bicubic,-55.960,-28.440,+75 -regnetz_040_h.ra3_in1k,40.000,60.000,71.320,28.680,28.94,320,1.000,bicubic,-56.700,-27.970,-27 -resnetrs350.tf_in1k,39.973,60.027,68.907,31.093,163.96,384,1.000,bicubic,-56.777,-30.463,-38 -flexivit_base.600ep_in1k,39.933,60.067,71.880,28.120,86.59,240,0.950,bicubic,-56.717,-27.450,-12 -regnetz_d8.ra3_in1k,39.907,60.093,71.707,28.293,23.37,320,1.000,bicubic,-56.713,-27.743,-8 -swin_s3_base_224.ms_in1k,39.853,60.147,70.467,29.533,71.13,224,0.900,bicubic,-56.387,-28.733,+51 -flexivit_base.300ep_in1k,39.533,60.467,71.000,29.000,86.59,240,0.950,bicubic,-57.087,-28.510,-9 -seresnext101_32x8d.ah_in1k,39.520,60.480,69.480,30.520,93.57,288,1.000,bicubic,-57.250,-29.870,-45 -gcvit_small.in1k,39.413,60.587,70.480,29.520,51.09,224,0.875,bicubic,-56.867,-28.660,+44 -regnetz_d8_evos.ch_in1k,39.360,60.640,71.427,28.573,23.46,320,1.000,bicubic,-57.210,-27.803,-3 -deit3_base_patch16_224.fb_in1k,39.173,60.827,70.933,29.067,86.59,224,0.900,bicubic,-57.127,-28.247,+40 -volo_d1_224.sail_in1k,39.013,60.987,70.267,29.733,26.63,224,0.960,bicubic,-57.307,-29.043,+37 -vit_large_patch32_384.orig_in21k_ft_in1k,38.920,61.080,68.933,31.067,306.63,384,1.000,bicubic,-56.910,-30.237,+133 -resnetv2_101x1_bit.goog_in21k_ft_in1k,38.907,61.093,71.040,28.960,44.54,448,1.000,bilinear,-57.193,-28.230,+76 -mvitv2_small.fb_in1k,38.773,61.227,70.413,29.587,34.87,224,0.900,bicubic,-57.597,-28.787,+24 -regnetz_040.ra3_in1k,38.747,61.253,70.440,29.560,27.12,320,1.000,bicubic,-57.973,-29.060,-44 -coat_lite_medium.in1k,38.600,61.400,71.093,28.907,44.57,224,0.900,bicubic,-57.870,-28.147,+7 -xcit_small_12_p8_224.fb_dist_in1k,38.280,61.720,71.373,28.627,26.21,224,1.000,bicubic,-58.420,-27.987,-40 -tf_efficientnet_b7.aa_in1k,38.133,61.867,69.333,30.667,66.35,600,0.949,bicubic,-58.407,-29.927,-8 -resnet200d.ra2_in1k,38.133,61.867,68.573,31.427,64.69,320,1.000,bicubic,-58.597,-30.847,-49 -davit_small.msft_in1k,38.120,61.880,70.747,29.253,49.75,224,0.950,bicubic,-58.510,-28.593,-27 -focalnet_base_srf.ms_in1k,37.827,62.173,69.733,30.267,88.15,224,0.900,bicubic,-58.733,-29.407,-13 -focalnet_base_lrf.ms_in1k,37.787,62.213,68.573,31.427,88.75,224,0.900,bicubic,-58.663,-30.727,+5 -convformer_m36.sail_in1k,37.760,62.240,67.293,32.707,57.05,224,1.000,bicubic,-58.920,-32.287,-36 -swinv2_small_window8_256.ms_in1k,37.733,62.267,69.853,30.147,49.73,256,0.900,bicubic,-58.537,-29.357,+29 +resmlp_big_24_224.fb_in22k_ft_in1k,40.373,59.627,74.800,25.200,129.14,224,0.875,bicubic,-56.247,-24.650,+1 +deit3_small_patch16_384.fb_in1k,40.333,59.667,70.333,29.667,22.21,384,1.000,bicubic,-55.867,-28.957,+77 +tresnet_l.miil_in1k_448,40.213,59.787,69.920,30.080,55.99,448,0.875,bilinear,-55.647,-29.280,+158 +deit_base_patch16_384.fb_in1k,40.187,59.813,70.813,29.187,86.86,384,1.000,bicubic,-55.973,-28.427,+86 +regnetz_040_h.ra3_in1k,40.000,60.000,71.320,28.680,28.94,320,1.000,bicubic,-56.700,-27.970,-26 +resnetrs350.tf_in1k,39.960,60.040,68.907,31.093,163.96,384,1.000,bicubic,-56.790,-30.463,-37 +flexivit_base.600ep_in1k,39.920,60.080,71.893,28.107,86.59,240,0.950,bicubic,-56.730,-27.437,-10 +regnetz_d8.ra3_in1k,39.907,60.093,71.707,28.293,23.37,320,1.000,bicubic,-56.713,-27.803,-5 +swin_s3_base_224.ms_in1k,39.853,60.147,70.467,29.533,71.13,224,0.900,bicubic,-56.387,-28.683,+62 +flexivit_base.300ep_in1k,39.533,60.467,71.000,29.000,86.59,240,0.950,bicubic,-57.067,-28.530,-4 +seresnext101_32x8d.ah_in1k,39.520,60.480,69.480,30.520,93.57,288,1.000,bicubic,-57.250,-29.870,-44 +gcvit_small.in1k,39.400,60.600,70.480,29.520,51.09,224,0.875,bicubic,-56.880,-28.660,+53 +regnetz_d8_evos.ch_in1k,39.360,60.640,71.427,28.573,23.46,320,1.000,bicubic,-57.210,-28.033,0 +deit3_base_patch16_224.fb_in1k,39.173,60.827,70.933,29.067,86.59,224,0.900,bicubic,-57.127,-28.247,+47 +volo_d1_224.sail_in1k,39.013,60.987,70.267,29.733,26.63,224,0.960,bicubic,-57.307,-29.043,+44 +vit_large_patch32_384.orig_in21k_ft_in1k,38.920,61.080,68.933,31.067,306.63,384,1.000,bicubic,-56.910,-30.237,+151 +resnetv2_101x1_bit.goog_in21k_ft_in1k,38.907,61.093,71.027,28.973,44.54,448,1.000,bilinear,-57.193,-28.243,+90 +mvitv2_small.fb_in1k,38.773,61.227,70.413,29.587,34.87,224,0.900,bicubic,-57.597,-28.787,+29 +regnetz_040.ra3_in1k,38.747,61.253,70.440,29.560,27.12,320,1.000,bicubic,-57.973,-29.060,-43 +coat_lite_medium.in1k,38.600,61.400,71.093,28.907,44.57,224,0.900,bicubic,-57.870,-28.147,+12 +xcit_small_12_p8_224.fb_dist_in1k,38.280,61.720,71.373,28.627,26.21,224,1.000,bicubic,-58.420,-27.987,-39 +resnet200d.ra2_in1k,38.133,61.867,68.573,31.427,64.69,320,1.000,bicubic,-58.597,-30.847,-48 +davit_small.msft_in1k,38.120,61.880,70.747,29.253,49.75,224,0.950,bicubic,-58.510,-28.413,-25 +tf_efficientnet_b7.aa_in1k,38.120,61.880,69.320,30.680,66.35,600,0.949,bicubic,-58.420,-29.940,-5 +focalnet_base_srf.ms_in1k,37.827,62.173,69.747,30.253,88.15,224,0.900,bicubic,-58.733,-29.483,-10 +focalnet_base_lrf.ms_in1k,37.787,62.213,68.573,31.427,88.75,224,0.900,bicubic,-58.663,-30.727,+10 +convformer_m36.sail_in1k,37.760,62.240,67.280,32.720,57.05,224,1.000,bicubic,-58.920,-32.300,-34 +swinv2_small_window8_256.ms_in1k,37.733,62.267,69.853,30.147,49.73,256,0.900,bicubic,-58.537,-29.357,+38 xcit_large_24_p16_224.fb_dist_in1k,37.653,62.347,71.613,28.387,189.10,224,1.000,bicubic,-59.147,-27.737,-67 -seresnet152d.ra2_in1k,37.653,62.347,69.493,30.507,66.84,320,1.000,bicubic,-59.117,-29.947,-64 -maxvit_small_tf_224.in1k,37.560,62.440,67.947,32.053,68.93,224,0.950,bicubic,-59.130,-31.413,-44 -xcit_small_12_p8_224.fb_in1k,37.547,62.453,68.173,31.827,26.21,224,1.000,bicubic,-58.563,-30.987,+60 -eca_nfnet_l1.ra2_in1k,37.533,62.467,70.933,29.067,41.41,320,1.000,bicubic,-59.167,-28.447,-48 -twins_svt_large.in1k,37.213,62.787,69.213,30.787,99.27,224,0.900,bicubic,-59.037,-29.957,+24 -regnetz_d32.ra3_in1k,37.160,62.840,70.480,29.520,27.58,320,0.950,bicubic,-59.430,-28.900,-30 -vit_base_patch32_384.augreg_in21k_ft_in1k,37.107,62.893,69.800,30.200,88.30,384,1.000,bicubic,-59.383,-29.610,-13 -regnety_064.ra3_in1k,37.013,62.987,68.107,31.893,30.58,288,1.000,bicubic,-59.347,-31.123,+7 -swin_s3_small_224.ms_in1k,36.933,63.067,68.253,31.747,49.74,224,0.900,bicubic,-59.297,-30.827,+25 -efficientnetv2_rw_s.ra2_in1k,36.840,63.160,68.320,31.680,23.94,384,1.000,bicubic,-59.700,-30.780,-25 -resnext101_64x4d.c1_in1k,36.840,63.160,66.627,33.373,83.46,288,1.000,bicubic,-59.240,-32.603,+57 -regnety_160.deit_in1k,36.827,63.173,69.120,30.880,83.59,288,1.000,bicubic,-59.523,-30.060,+5 -pit_b_distilled_224.in1k,36.720,63.280,68.093,31.907,74.79,224,0.900,bicubic,-59.510,-31.017,+20 -convnext_small.fb_in1k,36.707,63.293,71.067,28.933,50.22,288,1.000,bicubic,-59.813,-28.273,-23 -pvt_v2_b4.in1k,36.627,63.373,68.653,31.347,62.56,224,0.900,bicubic,-59.723,-30.677,+3 -pvt_v2_b5.in1k,36.280,63.720,68.427,31.573,81.96,224,0.900,bicubic,-60.080,-30.813,0 -cait_xxs36_384.fb_dist_in1k,36.267,63.733,67.733,32.267,17.37,384,1.000,bicubic,-59.563,-31.417,+104 -regnety_640.seer_ft_in1k,36.120,63.880,68.307,31.693,281.38,384,1.000,bicubic,-60.730,-31.113,-91 -nest_base_jx.goog_in1k,36.053,63.947,66.747,33.253,67.72,224,0.875,bicubic,-60.187,-32.383,+11 -coatnet_1_rw_224.sw_in1k,35.973,64.027,67.133,32.867,41.72,224,0.950,bicubic,-60.057,-31.997,+63 -maxvit_tiny_rw_224.sw_in1k,35.960,64.040,65.573,34.427,29.06,224,0.950,bicubic,-60.280,-33.577,+11 -cs3se_edgenet_x.c2ns_in1k,35.653,64.347,67.827,32.173,50.72,320,1.000,bicubic,-60.797,-31.573,-23 -sequencer2d_l.in1k,35.600,64.400,67.360,32.640,54.30,224,0.875,bicubic,-60.550,-31.800,+30 -swin_base_patch4_window7_224.ms_in1k,35.560,64.440,68.160,31.840,87.77,224,0.900,bicubic,-60.560,-30.900,+37 -regnety_080.ra3_in1k,35.547,64.453,67.213,32.787,39.18,288,1.000,bicubic,-60.973,-32.107,-33 -tf_efficientnet_b3.ns_jft_in1k,35.520,64.480,67.773,32.227,12.23,300,0.904,bicubic,-60.870,-31.617,-16 -tf_efficientnet_b6.aa_in1k,35.133,64.867,67.747,32.253,43.04,528,0.942,bicubic,-61.537,-31.743,-63 -resnetrs270.tf_in1k,34.960,65.040,65.453,34.547,129.86,352,1.000,bicubic,-61.730,-33.897,-69 -gcvit_tiny.in1k,34.947,65.053,66.893,33.107,28.22,224,0.875,bicubic,-61.233,-32.297,+15 -tf_efficientnet_b5.ap_in1k,34.813,65.187,67.480,32.520,30.39,456,0.934,bicubic,-61.867,-31.980,-69 -xcit_tiny_12_p8_384.fb_dist_in1k,34.653,65.347,66.293,33.707,6.71,384,1.000,bicubic,-61.427,-32.567,+39 -vit_base_patch16_224_miil.in21k_ft_in1k,34.533,65.467,64.973,35.027,86.54,224,0.875,bilinear,-61.917,-34.337,-31 -xcit_medium_24_p16_224.fb_dist_in1k,34.333,65.667,67.880,32.120,84.40,224,1.000,bicubic,-62.267,-31.390,-58 -resnet152d.ra2_in1k,34.280,65.720,65.947,34.053,60.21,320,1.000,bicubic,-62.110,-33.213,-25 -deit3_medium_patch16_224.fb_in1k,34.253,65.747,66.027,33.973,38.85,224,0.900,bicubic,-61.817,-33.163,+38 -coat_small.in1k,34.187,65.813,66.133,33.867,21.69,224,0.900,bicubic,-61.723,-33.017,+71 -tresnet_m.miil_in1k_448,34.093,65.907,64.507,35.493,31.39,448,0.875,bilinear,-60.897,-33.953,+233 -resmlp_big_24_224.fb_distilled_in1k,34.053,65.947,69.573,30.427,129.14,224,0.875,bicubic,-62.397,-29.547,-38 -regnetv_064.ra3_in1k,34.000,66.000,67.880,32.120,30.58,288,1.000,bicubic,-62.410,-31.480,-33 -xcit_tiny_24_p16_384.fb_dist_in1k,33.827,66.173,65.400,34.600,12.12,384,1.000,bicubic,-62.113,-33.810,+61 -caformer_s18.sail_in1k,33.707,66.293,65.400,34.600,26.34,224,1.000,bicubic,-62.433,-33.770,+15 -pvt_v2_b3.in1k,33.640,66.360,67.680,32.320,45.24,224,0.900,bicubic,-62.350,-31.510,+48 -focalnet_small_srf.ms_in1k,33.520,66.480,65.907,34.093,49.89,224,0.900,bicubic,-62.550,-33.383,+32 -coatnet_rmlp_1_rw_224.sw_in1k,33.507,66.493,65.573,34.427,41.69,224,0.950,bicubic,-62.453,-33.617,+54 -convformer_s18.sail_in22k_ft_in1k,33.453,66.547,68.280,31.720,26.77,224,1.000,bicubic,-63.177,-31.070,-76 -resnet152.a1h_in1k,33.427,66.573,63.453,36.547,60.19,288,1.000,bicubic,-62.773,-35.767,-5 -twins_pcpvt_large.in1k,33.373,66.627,67.933,32.067,60.99,224,0.900,bicubic,-62.767,-31.427,+8 -convformer_s36.sail_in1k,33.333,66.667,63.840,36.160,40.01,224,1.000,bicubic,-63.247,-35.400,-69 -focalnet_small_lrf.ms_in1k,33.227,66.773,67.067,32.933,50.34,224,0.900,bicubic,-62.953,-32.163,-4 -twins_svt_base.in1k,33.200,66.800,65.720,34.280,56.07,224,0.900,bicubic,-62.960,-33.330,+1 -pit_b_224.in1k,33.160,66.840,62.360,37.640,73.76,224,0.900,bicubic,-62.460,-36.310,+99 -resnext50_32x4d.fb_swsl_ig1b_ft_in1k,33.027,66.973,65.120,34.880,25.03,224,0.875,bilinear,-62.833,-33.950,+59 -resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k,33.027,66.973,64.240,35.760,236.34,224,0.875,bicubic,-63.093,-35.000,+7 -mobilevitv2_200.cvnets_in22k_ft_in1k_384,32.987,67.013,65.493,34.507,18.45,384,1.000,bicubic,-63.073,-33.587,+23 -convnextv2_nano.fcmae_ft_in22k_in1k_384,32.947,67.053,67.173,32.827,15.62,384,1.000,bicubic,-63.423,-32.227,-43 -regnety_320.seer_ft_in1k,32.947,67.053,66.347,33.653,145.05,384,1.000,bicubic,-63.383,-33.083,-35 -swinv2_cr_small_ns_224.sw_in1k,32.893,67.107,65.947,34.053,49.70,224,0.900,bicubic,-63.287,-33.173,-11 -xception65.ra3_in1k,32.733,67.267,62.987,37.013,39.92,299,0.940,bicubic,-63.627,-36.183,-44 -xcit_large_24_p16_224.fb_in1k,32.733,67.267,62.067,37.933,189.10,224,1.000,bicubic,-62.697,-36.563,+137 -ecaresnet101d.miil_in1k,32.707,67.293,65.973,34.027,44.57,288,0.950,bicubic,-63.513,-33.337,-25 -resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k,32.640,67.360,63.987,36.013,194.03,224,0.875,bilinear,-63.150,-35.173,+65 -swin_small_patch4_window7_224.ms_in1k,32.573,67.427,65.347,34.653,49.61,224,0.900,bicubic,-63.357,-33.803,+43 -mobilevitv2_175.cvnets_in22k_ft_in1k_384,32.480,67.520,64.747,35.253,14.25,384,1.000,bicubic,-63.700,-34.393,-16 -tf_efficientnetv2_b3.in21k_ft_in1k,32.333,67.667,66.133,33.867,14.36,300,0.900,bicubic,-63.887,-33.097,-27 -nest_small_jx.goog_in1k,32.280,67.720,63.747,36.253,38.35,224,0.875,bicubic,-63.690,-35.283,+30 -convnext_tiny_hnf.a2h_in1k,32.227,67.773,62.893,37.107,28.59,288,1.000,bicubic,-63.793,-36.247,+21 -resnext101_64x4d.tv_in1k,32.160,67.840,64.227,35.773,83.46,224,0.875,bilinear,-63.870,-34.833,+14 -vit_base_patch16_224.orig_in21k_ft_in1k,32.053,67.947,61.627,38.373,86.57,224,0.900,bicubic,-63.287,-37.373,+143 -convnextv2_tiny.fcmae_ft_in1k,32.027,67.973,67.067,32.933,28.64,288,1.000,bicubic,-64.163,-32.263,-26 -maxvit_nano_rw_256.sw_in1k,31.933,68.067,64.187,35.813,15.45,256,0.950,bicubic,-63.987,-34.823,+36 -tf_efficientnet_b5.ra_in1k,31.813,68.187,65.280,34.720,30.39,456,0.934,bicubic,-64.517,-34.030,-49 -swinv2_cr_small_224.sw_in1k,31.733,68.267,62.547,37.453,49.70,224,0.900,bicubic,-64.347,-36.593,-1 -rexnetr_200.sw_in12k_ft_in1k,31.720,68.280,67.640,32.360,16.52,288,1.000,bicubic,-64.500,-31.620,-37 -swinv2_tiny_window16_256.ms_in1k,31.707,68.293,65.667,34.333,28.35,256,0.900,bicubic,-64.223,-33.353,+30 -regnetz_c16_evos.ch_in1k,31.507,68.493,66.320,33.680,13.49,320,0.950,bicubic,-64.633,-32.680,-21 -resnest101e.in1k,31.427,68.573,64.333,35.667,48.28,256,0.875,bilinear,-64.433,-34.767,+37 -maxvit_rmlp_nano_rw_256.sw_in1k,31.400,68.600,63.413,36.587,15.50,256,0.950,bicubic,-64.570,-35.737,+19 -regnety_320.tv2_in1k,31.360,68.640,64.827,35.173,145.05,224,0.965,bicubic,-64.720,-34.413,-9 -maxxvit_rmlp_nano_rw_256.sw_in1k,31.333,68.667,64.360,35.640,16.78,256,0.950,bicubic,-64.707,-34.900,0 -regnetv_040.ra3_in1k,31.293,68.707,64.693,35.307,20.64,288,1.000,bicubic,-64.897,-34.557,-38 -crossvit_base_240.in1k,31.267,68.733,61.293,38.707,105.03,240,0.875,bicubic,-64.253,-37.577,+87 -cait_s24_224.fb_dist_in1k,31.187,68.813,64.573,35.427,46.92,224,1.000,bicubic,-65.233,-34.897,-77 -convnext_nano.in12k_ft_in1k,31.107,68.893,67.333,32.667,15.59,288,1.000,bicubic,-64.883,-31.987,+6 -efficientnet_b4.ra2_in1k,30.880,69.120,64.667,35.333,19.34,384,1.000,bicubic,-65.270,-34.523,-32 -regnety_040.ra3_in1k,30.627,69.373,63.827,36.173,20.65,288,1.000,bicubic,-65.393,-35.243,-1 +seresnet152d.ra2_in1k,37.653,62.347,69.493,30.507,66.84,320,1.000,bicubic,-59.117,-29.947,-63 +maxvit_small_tf_224.in1k,37.560,62.440,67.947,32.053,68.93,224,0.950,bicubic,-59.130,-31.423,-42 +xcit_small_12_p8_224.fb_in1k,37.547,62.453,68.160,31.840,26.21,224,1.000,bicubic,-58.563,-31.000,+74 +eca_nfnet_l1.ra2_in1k,37.533,62.467,70.933,29.067,41.41,320,1.000,bicubic,-59.167,-28.447,-47 +fastvit_ma36.apple_dist_in1k,37.493,62.507,71.053,28.947,44.07,256,0.950,bicubic,-59.287,-28.277,-69 +efficientvit_b3.r288_in1k,37.427,62.573,69.893,30.107,48.65,288,1.000,bicubic,-59.203,-29.457,-35 +twins_svt_large.in1k,37.213,62.787,69.187,30.813,99.27,224,0.900,bicubic,-59.027,-30.013,+34 +regnetz_d32.ra3_in1k,37.160,62.840,70.480,29.520,27.58,320,0.950,bicubic,-59.430,-28.900,-29 +vit_base_patch32_384.augreg_in21k_ft_in1k,37.107,62.893,69.787,30.213,88.30,384,1.000,bicubic,-59.383,-29.623,-11 +regnety_064.ra3_in1k,37.013,62.987,68.107,31.893,30.58,288,1.000,bicubic,-59.347,-31.123,+11 +swin_s3_small_224.ms_in1k,36.933,63.067,68.253,31.747,49.74,224,0.900,bicubic,-59.297,-30.827,+34 +resnext101_64x4d.c1_in1k,36.840,63.160,66.627,33.373,83.46,288,1.000,bicubic,-59.240,-32.573,+70 +regnety_160.deit_in1k,36.827,63.173,69.120,30.880,83.59,288,1.000,bicubic,-59.523,-30.060,+9 +efficientnetv2_rw_s.ra2_in1k,36.827,63.173,68.320,31.680,23.94,384,1.000,bicubic,-59.713,-30.780,-24 +convnext_small.fb_in1k,36.707,63.293,71.067,28.933,50.22,288,1.000,bicubic,-59.813,-28.273,-19 +pit_b_distilled_224.in1k,36.707,63.293,68.093,31.907,74.79,224,0.900,bicubic,-59.523,-31.017,+28 +pvt_v2_b4.in1k,36.627,63.373,68.653,31.347,62.56,224,0.900,bicubic,-59.723,-30.677,+7 +pvt_v2_b5.in1k,36.293,63.707,68.427,31.573,81.96,224,0.900,bicubic,-60.067,-30.813,+4 +cait_xxs36_384.fb_dist_in1k,36.267,63.733,67.733,32.267,17.37,384,1.000,bicubic,-59.563,-31.417,+120 +fastvit_sa36.apple_dist_in1k,36.187,63.813,69.267,30.733,31.53,256,0.900,bicubic,-60.173,-29.903,0 +regnety_640.seer_ft_in1k,36.120,63.880,68.307,31.693,281.38,384,1.000,bicubic,-60.730,-31.113,-94 +nest_base_jx.goog_in1k,36.053,63.947,66.747,33.253,67.72,224,0.875,bicubic,-60.187,-32.473,+17 +coatnet_1_rw_224.sw_in1k,35.973,64.027,67.133,32.867,41.72,224,0.950,bicubic,-60.057,-32.027,+74 +maxvit_tiny_rw_224.sw_in1k,35.960,64.040,65.573,34.427,29.06,224,0.950,bicubic,-60.280,-33.597,+19 +repvgg_d2se.rvgg_in1k,35.827,64.173,66.720,33.280,133.33,320,1.000,bilinear,-60.863,-32.640,-67 +cs3se_edgenet_x.c2ns_in1k,35.667,64.333,67.827,32.173,50.72,320,1.000,bicubic,-60.783,-31.573,-22 +sequencer2d_l.in1k,35.600,64.400,67.360,32.640,54.30,224,0.875,bicubic,-60.550,-31.800,+38 +swin_base_patch4_window7_224.ms_in1k,35.560,64.440,68.160,31.840,87.77,224,0.900,bicubic,-60.560,-30.900,+45 +regnety_080.ra3_in1k,35.560,64.440,67.213,32.787,39.18,288,1.000,bicubic,-60.970,-32.107,-35 +tf_efficientnet_b3.ns_jft_in1k,35.520,64.480,67.773,32.227,12.23,300,0.904,bicubic,-60.870,-31.617,-15 +inception_next_base.sail_in1k,35.187,64.813,66.533,33.467,86.67,224,0.950,bicubic,-61.373,-32.547,-44 +tf_efficientnet_b6.aa_in1k,35.147,64.853,67.733,32.267,43.04,528,0.942,bicubic,-61.523,-31.757,-66 +resnetrs270.tf_in1k,34.973,65.027,65.453,34.547,129.86,352,1.000,bicubic,-61.717,-33.897,-72 +gcvit_tiny.in1k,34.947,65.053,66.893,33.107,28.22,224,0.875,bicubic,-61.233,-32.297,+21 +tf_efficientnet_b5.ap_in1k,34.813,65.187,67.467,32.533,30.39,456,0.934,bicubic,-61.867,-31.993,-72 +xcit_tiny_12_p8_384.fb_dist_in1k,34.653,65.347,66.293,33.707,6.71,384,1.000,bicubic,-61.427,-32.567,+49 +fastvit_ma36.apple_in1k,34.627,65.373,66.987,33.013,44.07,256,0.950,bicubic,-61.843,-32.163,-37 +vit_base_patch16_224_miil.in21k_ft_in1k,34.533,65.467,64.973,35.027,86.54,224,0.875,bilinear,-61.917,-34.337,-32 +xcit_medium_24_p16_224.fb_dist_in1k,34.333,65.667,67.880,32.120,84.40,224,1.000,bicubic,-62.267,-31.390,-61 +resnet152d.ra2_in1k,34.280,65.720,65.947,34.053,60.21,320,1.000,bicubic,-62.110,-33.213,-26 +deit3_medium_patch16_224.fb_in1k,34.253,65.747,66.013,33.987,38.85,224,0.900,bicubic,-61.827,-33.227,+43 +coat_small.in1k,34.187,65.813,66.133,33.867,21.69,224,0.900,bicubic,-61.723,-33.017,+82 +tresnet_m.miil_in1k_448,34.107,65.893,64.533,35.467,31.39,448,0.875,bilinear,-60.883,-33.927,+253 +resmlp_big_24_224.fb_distilled_in1k,34.053,65.947,69.573,30.427,129.14,224,0.875,bicubic,-62.397,-29.547,-39 +regnetv_064.ra3_in1k,34.000,66.000,67.880,32.120,30.58,288,1.000,bicubic,-62.410,-31.480,-34 +tiny_vit_11m_224.dist_in22k_ft_in1k,33.867,66.133,65.827,34.173,11.00,224,0.950,bicubic,-62.423,-33.403,-12 +xcit_tiny_24_p16_384.fb_dist_in1k,33.827,66.173,65.400,34.600,12.12,384,1.000,bicubic,-62.113,-33.810,+70 +inception_next_small.sail_in1k,33.800,66.200,65.773,34.227,49.37,224,0.875,bicubic,-62.440,-33.417,-10 +caformer_s18.sail_in1k,33.707,66.293,65.400,34.600,26.34,224,1.000,bicubic,-62.433,-33.770,+19 +pvt_v2_b3.in1k,33.640,66.360,67.680,32.320,45.24,224,0.900,bicubic,-62.350,-31.510,+55 +focalnet_small_srf.ms_in1k,33.520,66.480,65.907,34.093,49.89,224,0.900,bicubic,-62.550,-33.383,+38 +coatnet_rmlp_1_rw_224.sw_in1k,33.507,66.493,65.573,34.427,41.69,224,0.950,bicubic,-62.453,-33.617,+62 +convformer_s18.sail_in22k_ft_in1k,33.453,66.547,68.280,31.720,26.77,224,1.000,bicubic,-63.177,-31.060,-83 +resnet152.a1h_in1k,33.427,66.573,63.453,36.547,60.19,288,1.000,bicubic,-62.773,-35.807,-2 +twins_pcpvt_large.in1k,33.387,66.613,67.907,32.093,60.99,224,0.900,bicubic,-62.753,-31.453,+12 +convformer_s36.sail_in1k,33.320,66.680,63.827,36.173,40.01,224,1.000,bicubic,-63.260,-35.413,-74 +focalnet_small_lrf.ms_in1k,33.227,66.773,67.067,32.933,50.34,224,0.900,bicubic,-62.953,-32.163,-1 +fastvit_sa36.apple_in1k,33.200,66.800,66.000,34.000,31.53,256,0.900,bicubic,-63.040,-33.130,-18 +twins_svt_base.in1k,33.200,66.800,65.720,34.280,56.07,224,0.900,bicubic,-62.960,-33.330,+3 +pit_b_224.in1k,33.160,66.840,62.347,37.653,73.76,224,0.900,bicubic,-62.470,-36.893,+110 +tiny_vit_21m_224.in1k,33.133,66.867,67.453,32.547,21.20,224,0.950,bicubic,-62.997,-31.767,+9 +resnext50_32x4d.fb_swsl_ig1b_ft_in1k,33.040,66.960,65.120,34.880,25.03,224,0.875,bilinear,-62.820,-33.950,+68 +resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k,33.027,66.973,64.240,35.760,236.34,224,0.875,bicubic,-63.093,-35.100,+9 +mobilevitv2_200.cvnets_in22k_ft_in1k_384,32.987,67.013,65.493,34.507,18.45,384,1.000,bicubic,-63.073,-33.587,+27 +convnextv2_nano.fcmae_ft_in22k_in1k_384,32.947,67.053,67.173,32.827,15.62,384,1.000,bicubic,-63.423,-32.227,-48 +regnety_320.seer_ft_in1k,32.933,67.067,66.333,33.667,145.05,384,1.000,bicubic,-63.407,-33.017,-41 +swinv2_cr_small_ns_224.sw_in1k,32.893,67.107,65.947,34.053,49.70,224,0.900,bicubic,-63.287,-33.173,-10 +xception65.ra3_in1k,32.747,67.253,62.973,37.027,39.92,299,0.940,bicubic,-63.613,-36.257,-49 +xcit_large_24_p16_224.fb_in1k,32.733,67.267,62.067,37.933,189.10,224,1.000,bicubic,-62.697,-36.773,+150 +ecaresnet101d.miil_in1k,32.707,67.293,65.973,34.027,44.57,288,0.950,bicubic,-63.513,-33.337,-24 +resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k,32.640,67.360,63.987,36.013,194.03,224,0.875,bilinear,-63.150,-35.173,+73 +swin_small_patch4_window7_224.ms_in1k,32.573,67.427,65.347,34.653,49.61,224,0.900,bicubic,-63.357,-33.803,+49 +mobilevitv2_175.cvnets_in22k_ft_in1k_384,32.480,67.520,64.747,35.253,14.25,384,1.000,bicubic,-63.700,-34.393,-15 +efficientvit_b3.r256_in1k,32.440,67.560,65.960,34.040,48.65,256,1.000,bicubic,-63.850,-33.230,-39 +tf_efficientnetv2_b3.in21k_ft_in1k,32.333,67.667,66.133,33.867,14.36,300,0.900,bicubic,-63.887,-33.097,-28 +nest_small_jx.goog_in1k,32.280,67.720,63.747,36.253,38.35,224,0.875,bicubic,-63.690,-35.283,+34 +convnext_tiny_hnf.a2h_in1k,32.227,67.773,62.893,37.107,28.59,288,1.000,bicubic,-63.793,-36.247,+25 +resnext101_64x4d.tv_in1k,32.160,67.840,64.227,35.773,83.46,224,0.875,bilinear,-63.870,-34.833,+17 +efficientvit_b3.r224_in1k,32.080,67.920,64.867,35.133,48.65,224,0.950,bicubic,-63.950,-34.263,+19 +vit_base_patch16_224.orig_in21k_ft_in1k,32.053,67.947,61.613,38.387,86.57,224,0.900,bicubic,-63.287,-37.387,+153 +convnextv2_tiny.fcmae_ft_in1k,32.027,67.973,67.067,32.933,28.64,288,1.000,bicubic,-64.163,-32.263,-27 +maxvit_nano_rw_256.sw_in1k,31.933,68.067,64.187,35.813,15.45,256,0.950,bicubic,-63.987,-34.823,+41 +tf_efficientnet_b5.ra_in1k,31.787,68.213,65.280,34.720,30.39,456,0.934,bicubic,-64.553,-34.030,-57 +rexnetr_200.sw_in12k_ft_in1k,31.733,68.267,67.653,32.347,16.52,288,1.000,bicubic,-64.467,-31.567,-33 +swinv2_cr_small_224.sw_in1k,31.733,68.267,62.547,37.453,49.70,224,0.900,bicubic,-64.347,-36.593,+1 +swinv2_tiny_window16_256.ms_in1k,31.707,68.293,65.667,34.333,28.35,256,0.900,bicubic,-64.223,-33.353,+34 +regnetz_c16_evos.ch_in1k,31.493,68.507,66.347,33.653,13.49,320,0.950,bicubic,-64.647,-32.653,-21 +fastvit_sa24.apple_dist_in1k,31.427,68.573,64.760,35.240,21.55,256,0.900,bicubic,-64.723,-34.430,-25 +resnest101e.in1k,31.413,68.587,64.320,35.680,48.28,256,0.875,bilinear,-64.447,-34.780,+42 +maxvit_rmlp_nano_rw_256.sw_in1k,31.400,68.600,63.413,36.587,15.50,256,0.950,bicubic,-64.570,-35.737,+21 +regnety_320.tv2_in1k,31.360,68.640,64.840,35.160,145.05,224,0.965,bicubic,-64.720,-34.390,-8 +maxxvit_rmlp_nano_rw_256.sw_in1k,31.333,68.667,64.360,35.640,16.78,256,0.950,bicubic,-64.707,-34.900,+2 +regnetv_040.ra3_in1k,31.307,68.693,64.680,35.320,20.64,288,1.000,bicubic,-64.883,-34.570,-40 +crossvit_base_240.in1k,31.267,68.733,61.307,38.693,105.03,240,0.875,bicubic,-64.253,-37.563,+95 +cait_s24_224.fb_dist_in1k,31.187,68.813,64.573,35.427,46.92,224,1.000,bicubic,-65.233,-34.897,-85 +convnext_nano.in12k_ft_in1k,31.107,68.893,67.333,32.667,15.59,288,1.000,bicubic,-64.883,-31.987,+8 +efficientnet_b4.ra2_in1k,30.880,69.120,64.667,35.333,19.34,384,1.000,bicubic,-65.270,-34.543,-33 +repvit_m2_3.dist_450e_in1k,30.787,69.213,63.840,36.160,23.69,224,0.950,bicubic,-65.543,-35.590,-69 +regnety_040.ra3_in1k,30.613,69.387,63.827,36.173,20.65,288,1.000,bicubic,-65.407,-35.243,0 maxvit_tiny_tf_224.in1k,30.587,69.413,62.773,37.227,30.92,224,0.950,bicubic,-65.513,-36.507,-22 -crossvit_18_240.in1k,30.587,69.413,61.920,38.080,43.27,240,0.875,bicubic,-64.853,-37.200,+105 -sequencer2d_m.in1k,30.560,69.440,62.987,37.013,38.31,224,0.875,bicubic,-65.250,-36.223,+36 -vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,30.560,69.440,62.053,37.947,88.22,224,0.900,bicubic,-65.570,-37.167,-31 -xcit_small_24_p16_224.fb_dist_in1k,30.547,69.453,64.733,35.267,47.67,224,1.000,bicubic,-65.673,-34.477,-52 -crossvit_18_dagger_240.in1k,30.520,69.480,61.800,38.200,44.27,240,0.875,bicubic,-65.050,-37.260,+63 -maxxvitv2_nano_rw_256.sw_in1k,30.440,69.560,63.707,36.293,23.70,256,0.950,bicubic,-65.460,-35.463,+17 -mvitv2_tiny.fb_in1k,30.173,69.827,64.320,35.680,24.17,224,0.900,bicubic,-65.687,-34.800,+23 -xcit_medium_24_p16_224.fb_in1k,30.173,69.827,59.307,40.693,84.40,224,1.000,bicubic,-65.367,-39.473,+68 -rexnet_300.nav_in1k,30.013,69.987,63.920,36.080,34.71,224,0.875,bicubic,-65.827,-35.210,+22 -cait_xxs24_384.fb_dist_in1k,30.013,69.987,63.907,36.093,12.03,384,1.000,bicubic,-65.267,-35.103,+126 -tf_efficientnet_b5.aa_in1k,29.973,70.027,63.080,36.920,30.39,456,0.934,bicubic,-66.497,-36.070,-101 -convnext_tiny.fb_in1k,29.960,70.040,65.120,34.880,28.59,288,1.000,bicubic,-65.830,-34.060,+29 -twins_pcpvt_base.in1k,29.933,70.067,64.627,35.373,43.83,224,0.900,bicubic,-65.837,-34.353,+29 +crossvit_18_240.in1k,30.587,69.413,61.920,38.080,43.27,240,0.875,bicubic,-64.853,-37.200,+113 +sequencer2d_m.in1k,30.560,69.440,62.987,37.013,38.31,224,0.875,bicubic,-65.250,-36.223,+40 +vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,30.560,69.440,62.053,37.947,88.22,224,0.900,bicubic,-65.570,-37.107,-34 +xcit_small_24_p16_224.fb_dist_in1k,30.547,69.453,64.733,35.267,47.67,224,1.000,bicubic,-65.673,-34.477,-56 +crossvit_18_dagger_240.in1k,30.520,69.480,61.787,38.213,44.27,240,0.875,bicubic,-65.050,-37.273,+69 +maxxvitv2_nano_rw_256.sw_in1k,30.440,69.560,63.707,36.293,23.70,256,0.950,bicubic,-65.460,-35.463,+21 +mvitv2_tiny.fb_in1k,30.173,69.827,64.320,35.680,24.17,224,0.900,bicubic,-65.687,-34.800,+27 +xcit_medium_24_p16_224.fb_in1k,30.173,69.827,59.307,40.693,84.40,224,1.000,bicubic,-65.367,-39.473,+74 +rexnet_300.nav_in1k,30.027,69.973,63.920,36.080,34.71,224,0.875,bicubic,-65.813,-35.210,+27 +cait_xxs24_384.fb_dist_in1k,30.013,69.987,63.907,36.093,12.03,384,1.000,bicubic,-65.267,-35.003,+133 +tf_efficientnet_b5.aa_in1k,29.973,70.027,63.080,36.920,30.39,456,0.934,bicubic,-66.497,-36.200,-110 +convnext_tiny.fb_in1k,29.960,70.040,65.120,34.880,28.59,288,1.000,bicubic,-65.830,-34.060,+33 +twins_pcpvt_base.in1k,29.947,70.053,64.627,35.373,43.83,224,0.900,bicubic,-65.843,-34.503,+33 cs3sedarknet_x.c2ns_in1k,29.933,70.067,62.000,38.000,35.40,288,1.000,bicubic,-66.087,-37.190,-13 -resnet50.fb_swsl_ig1b_ft_in1k,29.827,70.173,63.853,36.147,25.56,224,0.875,bilinear,-65.573,-35.247,+100 -mobilevitv2_150.cvnets_in22k_ft_in1k_384,29.800,70.200,62.147,37.853,10.59,384,1.000,bicubic,-65.890,-36.993,+38 -vit_relpos_base_patch16_clsgap_224.sw_in1k,29.733,70.267,62.880,37.120,86.43,224,0.900,bicubic,-66.037,-36.250,+28 -resnet152.a1_in1k,29.720,70.280,57.280,42.720,60.19,288,1.000,bicubic,-65.780,-41.800,+73 +resnet50.fb_swsl_ig1b_ft_in1k,29.813,70.187,63.827,36.173,25.56,224,0.875,bilinear,-65.587,-35.273,+107 +mobilevitv2_150.cvnets_in22k_ft_in1k_384,29.813,70.187,62.133,37.867,10.59,384,1.000,bicubic,-65.877,-37.007,+43 +vit_relpos_base_patch16_clsgap_224.sw_in1k,29.733,70.267,62.880,37.120,86.43,224,0.900,bicubic,-66.037,-36.240,+32 +resnet152.a1_in1k,29.720,70.280,57.280,42.720,60.19,288,1.000,bicubic,-65.780,-41.800,+78 convnextv2_nano.fcmae_ft_in22k_in1k,29.693,70.307,65.920,34.080,15.62,288,1.000,bicubic,-66.367,-33.300,-29 deit_base_distilled_patch16_224.fb_in1k,29.587,70.413,64.387,35.613,87.34,224,0.900,bicubic,-66.503,-34.803,-40 -convit_base.fb_in1k,29.520,70.480,61.747,38.253,86.54,224,0.875,bicubic,-66.030,-37.373,+51 -vit_relpos_medium_patch16_cls_224.sw_in1k,29.307,70.693,60.587,39.413,38.76,224,0.900,bicubic,-66.163,-38.363,+75 -swin_tiny_patch4_window7_224.ms_in22k_ft_in1k,29.293,70.707,66.107,33.893,28.29,224,0.900,bicubic,-66.217,-32.883,+60 -resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k,29.120,70.880,61.000,39.000,88.79,224,0.875,bilinear,-66.390,-38.120,+60 -davit_tiny.msft_in1k,29.107,70.893,63.573,36.427,28.36,224,0.950,bicubic,-66.553,-35.477,+34 -tf_efficientnetv2_s.in1k,29.040,70.960,61.200,38.800,21.46,384,1.000,bicubic,-67.300,-38.000,-93 -edgenext_base.usi_in1k,29.027,70.973,64.907,35.093,18.51,320,1.000,bicubic,-67.673,-34.593,-162 -xception65p.ra3_in1k,28.987,71.013,59.907,40.093,39.82,299,0.940,bicubic,-67.223,-39.273,-76 -convnext_tiny.fb_in22k_ft_in1k,28.987,71.013,55.600,44.400,28.59,288,1.000,bicubic,-65.853,-43.110,+181 -resnet101d.ra2_in1k,28.973,71.027,62.080,37.920,44.57,320,1.000,bicubic,-67.317,-37.150,-90 -resnetv2_101.a1h_in1k,28.933,71.067,59.867,40.133,44.54,288,1.000,bicubic,-67.107,-39.303,-37 -resnetrs152.tf_in1k,28.893,71.107,60.507,39.493,86.62,320,1.000,bicubic,-67.687,-38.613,-140 -regnety_160.tv2_in1k,28.867,71.133,61.613,38.387,83.59,224,0.965,bicubic,-67.103,-37.357,-25 -vit_relpos_medium_patch16_224.sw_in1k,28.853,71.147,61.973,38.027,38.75,224,0.900,bicubic,-66.607,-36.937,+64 -xcit_tiny_24_p8_224.fb_dist_in1k,28.707,71.293,61.373,38.627,12.11,224,1.000,bicubic,-67.103,-37.737,+2 -xcit_tiny_24_p8_224.fb_in1k,28.653,71.347,60.440,39.560,12.11,224,1.000,bicubic,-67.007,-38.590,+22 -crossvit_15_dagger_240.in1k,28.547,71.453,60.293,39.707,28.21,240,0.875,bicubic,-67.133,-38.537,+19 -cs3edgenet_x.c2_in1k,28.520,71.480,61.147,38.853,47.82,288,1.000,bicubic,-67.530,-37.993,-46 -pvt_v2_b2_li.in1k,28.480,71.520,62.000,38.000,22.55,224,0.900,bicubic,-67.080,-37.030,+31 -xcit_small_24_p16_224.fb_in1k,28.333,71.667,58.707,41.293,47.67,224,1.000,bicubic,-67.207,-40.013,+35 -efficientformerv2_l.snap_dist_in1k,28.253,71.747,61.907,38.093,26.32,224,0.950,bicubic,-67.817,-37.213,-53 -resnet101.a1h_in1k,28.160,71.840,59.387,40.613,44.55,288,1.000,bicubic,-67.860,-39.723,-43 -efficientformer_l7.snap_dist_in1k,28.000,72.000,63.013,36.987,82.23,224,0.950,bicubic,-68.110,-36.257,-67 -flexivit_small.1200ep_in1k,27.813,72.187,58.627,41.373,22.06,240,0.950,bicubic,-67.737,-40.253,+27 -resnetaa50d.sw_in12k_ft_in1k,27.800,72.200,62.253,37.747,25.58,288,1.000,bicubic,-68.030,-36.837,-12 -pvt_v2_b2.in1k,27.613,72.387,60.733,39.267,25.36,224,0.900,bicubic,-67.867,-38.267,+49 -regnetz_c16.ra3_in1k,27.573,72.427,62.720,37.280,13.46,320,1.000,bicubic,-68.367,-36.500,-30 -resnext101_32x8d.tv2_in1k,27.573,72.427,59.827,40.173,88.79,224,0.965,bilinear,-68.377,-39.073,-35 -vit_base_patch16_384.augreg_in1k,27.560,72.440,57.253,42.747,86.86,384,1.000,bicubic,-67.380,-41.637,+141 -coat_lite_small.in1k,27.507,72.493,58.507,41.493,19.84,224,0.900,bicubic,-68.033,-40.573,+24 -deit_base_patch16_224.fb_in1k,27.400,72.600,58.880,41.120,86.57,224,0.900,bicubic,-68.050,-40.210,+50 -vit_relpos_base_patch16_224.sw_in1k,27.320,72.680,61.147,38.853,86.43,224,0.900,bicubic,-68.240,-37.843,+17 -resnetv2_50x1_bit.goog_in21k_ft_in1k,27.307,72.693,62.853,37.147,25.55,448,1.000,bilinear,-67.703,-36.127,+127 -regnety_080_tv.tv2_in1k,27.267,72.733,61.533,38.467,39.38,224,0.965,bicubic,-68.593,-37.717,-25 -coatnet_bn_0_rw_224.sw_in1k,27.213,72.787,61.280,38.720,27.44,224,0.950,bicubic,-68.487,-37.770,-2 -xcit_small_12_p16_224.fb_dist_in1k,27.147,72.853,59.800,40.200,26.25,224,1.000,bicubic,-68.883,-39.360,-60 -dm_nfnet_f0.dm_in1k,27.080,72.920,58.307,41.693,71.49,256,0.900,bicubic,-69.230,-41.013,-119 -vit_small_patch16_224.augreg_in21k_ft_in1k,27.040,72.960,59.240,40.760,22.05,224,0.900,bicubic,-68.330,-39.700,+62 -coatnet_0_rw_224.sw_in1k,27.027,72.973,59.387,40.613,27.44,224,0.950,bicubic,-68.413,-39.663,+47 -sequencer2d_s.in1k,26.867,73.133,60.640,39.360,27.65,224,0.875,bicubic,-69.113,-38.490,-53 -flexivit_small.600ep_in1k,26.853,73.147,57.267,42.733,22.06,240,0.950,bicubic,-68.817,-41.793,-4 -tresnet_v2_l.miil_in21k_ft_in1k,26.707,73.293,59.827,40.173,46.17,224,0.875,bilinear,-69.453,-39.443,-99 -gcvit_xtiny.in1k,26.693,73.307,60.907,39.093,19.98,224,0.875,bicubic,-68.897,-38.133,+4 -mobilevitv2_200.cvnets_in22k_ft_in1k,26.653,73.347,59.400,40.600,18.45,256,0.888,bicubic,-68.507,-39.550,+89 -swin_s3_tiny_224.ms_in1k,26.520,73.480,60.347,39.653,28.33,224,0.900,bicubic,-68.660,-38.603,+83 -coatnet_rmlp_nano_rw_224.sw_in1k,26.467,73.533,60.547,39.453,15.15,224,0.900,bicubic,-68.963,-38.493,+43 -swinv2_tiny_window8_256.ms_in1k,26.387,73.613,60.480,39.520,28.35,256,0.900,bicubic,-69.103,-38.310,+25 -tf_efficientnet_b4.aa_in1k,26.293,73.707,60.093,39.907,19.34,380,0.922,bicubic,-69.607,-38.957,-46 -regnetx_320.tv2_in1k,26.267,73.733,58.133,41.867,107.81,224,0.965,bicubic,-69.723,-40.967,-64 -deit3_small_patch16_224.fb_in1k,26.240,73.760,54.493,45.507,22.06,224,0.900,bicubic,-68.750,-44.487,+115 -nfnet_l0.ra2_in1k,26.227,73.773,61.760,38.240,35.07,288,1.000,bicubic,-69.893,-37.510,-98 -tf_efficientnet_b4.ap_in1k,26.227,73.773,60.240,39.760,19.34,380,0.922,bicubic,-69.933,-38.900,-111 -coatnext_nano_rw_224.sw_in1k,26.227,73.773,59.613,40.387,14.70,224,0.900,bicubic,-69.203,-39.397,+37 -regnety_032.ra_in1k,26.173,73.827,61.013,38.987,19.44,288,1.000,bicubic,-69.787,-38.147,-63 -ecaresnet50t.ra2_in1k,26.120,73.880,60.013,39.987,25.57,320,0.950,bicubic,-69.400,-38.797,+4 -fbnetv3_g.ra2_in1k,26.093,73.907,61.080,38.920,16.62,288,0.950,bilinear,-69.417,-38.120,+9 -mobilevitv2_175.cvnets_in22k_ft_in1k,26.013,73.987,58.520,41.480,14.25,256,0.888,bicubic,-69.207,-40.280,+66 -flexivit_small.300ep_in1k,25.893,74.107,57.067,42.933,22.06,240,0.950,bicubic,-69.607,-41.713,+11 -visformer_small.in1k,25.853,74.147,58.933,41.067,40.22,224,0.900,bicubic,-69.637,-40.167,+14 -vit_small_patch16_384.augreg_in1k,25.773,74.227,57.613,42.387,22.20,384,1.000,bicubic,-69.517,-41.387,+53 -convformer_s18.sail_in1k,25.680,74.320,57.960,42.040,26.77,224,1.000,bicubic,-70.270,-41.120,-67 -halo2botnet50ts_256.a1h_in1k,25.573,74.427,56.827,43.173,22.64,256,0.950,bicubic,-69.847,-42.193,+29 -vit_relpos_medium_patch16_rpn_224.sw_in1k,25.520,74.480,58.667,41.333,38.73,224,0.900,bicubic,-69.980,-40.463,+5 -coat_mini.in1k,25.507,74.493,57.707,42.293,10.34,224,0.900,bicubic,-69.463,-41.373,+104 -crossvit_15_240.in1k,25.453,74.547,57.600,42.400,27.53,240,0.875,bicubic,-69.697,-41.360,+71 -vit_srelpos_medium_patch16_224.sw_in1k,25.373,74.627,58.427,41.573,38.74,224,0.900,bicubic,-69.867,-40.443,+52 -resnet101.a1_in1k,25.253,74.747,55.120,44.880,44.55,288,1.000,bicubic,-70.267,-43.730,-6 -resnetv2_50x1_bit.goog_distilled_in1k,25.200,74.800,59.653,40.347,25.55,224,0.875,bicubic,-70.930,-39.627,-117 -convit_small.fb_in1k,25.147,74.853,57.293,42.707,27.78,224,0.875,bicubic,-70.063,-41.607,+55 -xcit_small_12_p16_224.fb_in1k,25.107,74.893,56.080,43.920,26.25,224,1.000,bicubic,-70.313,-42.760,+22 -vit_base_patch16_rpn_224.sw_in1k,25.080,74.920,58.693,41.307,86.54,224,0.900,bicubic,-70.310,-40.167,+27 -gc_efficientnetv2_rw_t.agc_in1k,25.067,74.933,57.720,42.280,13.68,288,1.000,bicubic,-70.673,-41.460,-43 -resnet152.a2_in1k,25.053,74.947,54.307,45.693,60.19,288,1.000,bicubic,-70.437,-44.593,+1 -eca_nfnet_l0.ra2_in1k,24.813,75.187,60.053,39.947,24.14,288,1.000,bicubic,-71.127,-39.057,-78 -xception41p.ra3_in1k,24.787,75.213,55.253,44.747,26.91,299,0.940,bicubic,-70.723,-43.657,-9 -tnt_s_patch16_224,24.707,75.293,58.173,41.827,23.76,224,0.900,bicubic,-70.333,-40.657,+78 -convnext_nano_ols.d1h_in1k,24.547,75.453,57.027,42.973,15.65,288,1.000,bicubic,-70.593,-41.823,+64 -xcit_tiny_12_p16_384.fb_dist_in1k,24.453,75.547,57.080,42.920,6.72,384,1.000,bicubic,-70.677,-41.940,+64 -cs3darknet_x.c2ns_in1k,24.387,75.613,57.760,42.240,35.05,288,1.000,bicubic,-71.463,-41.410,-68 -efficientnetv2_rw_t.ra2_in1k,24.293,75.707,57.387,42.613,13.65,288,1.000,bicubic,-71.307,-41.683,-35 -swinv2_cr_tiny_ns_224.sw_in1k,24.147,75.853,58.187,41.813,28.33,224,0.900,bicubic,-71.223,-40.953,+20 -eva02_tiny_patch14_336.mim_in22k_ft_in1k,24.133,75.867,55.427,44.573,5.76,336,1.000,bicubic,-70.777,-43.453,+93 -resnext101_32x4d.fb_ssl_yfcc100m_ft_in1k,24.120,75.880,57.387,42.613,44.18,224,0.875,bilinear,-71.320,-41.333,0 -twins_svt_small.in1k,24.093,75.907,57.160,42.840,24.06,224,0.900,bicubic,-71.097,-41.720,+42 -coatnet_nano_rw_224.sw_in1k,24.093,75.907,57.147,42.853,15.14,224,0.900,bicubic,-71.147,-41.843,+37 -tf_efficientnet_b5.in1k,24.080,75.920,58.333,41.667,30.39,456,0.934,bicubic,-71.990,-40.867,-120 -vit_small_r26_s32_224.augreg_in21k_ft_in1k,24.067,75.933,56.213,43.787,36.43,224,0.900,bicubic,-71.573,-42.977,-47 -tf_efficientnet_b2.ns_jft_in1k,24.040,75.960,57.320,42.680,9.11,260,0.890,bicubic,-71.730,-41.800,-64 -mobilevitv2_150.cvnets_in22k_ft_in1k,24.013,75.987,55.920,44.080,10.59,256,0.888,bicubic,-71.127,-42.860,+49 -vit_relpos_small_patch16_224.sw_in1k,24.000,76.000,58.160,41.840,21.98,224,0.900,bicubic,-71.150,-40.770,+44 -convnext_nano.d1h_in1k,24.000,76.000,56.200,43.800,15.59,288,1.000,bicubic,-71.350,-42.720,+14 -cs3sedarknet_l.c2ns_in1k,23.960,76.040,58.760,41.240,21.91,288,0.950,bicubic,-71.350,-40.370,+16 -ecaresnet50d.miil_in1k,23.933,76.067,58.760,41.240,25.58,288,0.950,bicubic,-71.517,-40.080,-13 -poolformer_m48.sail_in1k,23.867,76.133,57.160,42.840,73.47,224,0.950,bicubic,-71.763,-42.080,-51 -vit_small_patch32_384.augreg_in21k_ft_in1k,23.773,76.227,57.267,42.733,22.92,384,1.000,bicubic,-71.257,-41.723,+60 -lamhalobotnet50ts_256.a1h_in1k,23.613,76.387,55.320,44.680,22.57,256,0.950,bicubic,-71.547,-43.780,+38 -nasnetalarge.tf_in1k,23.493,76.507,55.000,45.000,88.75,331,0.911,bicubic,-72.197,-43.930,-62 -crossvit_small_240.in1k,23.427,76.573,56.813,43.187,26.86,240,0.875,bicubic,-71.423,-42.197,+87 +convit_base.fb_in1k,29.520,70.480,61.747,38.253,86.54,224,0.875,bicubic,-66.030,-37.363,+57 +vit_relpos_medium_patch16_cls_224.sw_in1k,29.307,70.693,60.587,39.413,38.76,224,0.900,bicubic,-66.163,-38.363,+82 +swin_tiny_patch4_window7_224.ms_in22k_ft_in1k,29.293,70.707,66.107,33.893,28.29,224,0.900,bicubic,-66.217,-33.013,+67 +resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k,29.120,70.880,61.000,39.000,88.79,224,0.875,bilinear,-66.390,-38.200,+67 +davit_tiny.msft_in1k,29.107,70.893,63.573,36.427,28.36,224,0.950,bicubic,-66.553,-35.477,+38 +tf_efficientnetv2_s.in1k,29.040,70.960,61.227,38.773,21.46,384,1.000,bicubic,-67.300,-37.973,-99 +edgenext_base.usi_in1k,29.027,70.973,64.907,35.093,18.51,320,1.000,bicubic,-67.673,-34.593,-175 +xception65p.ra3_in1k,28.987,71.013,59.907,40.093,39.82,299,0.940,bicubic,-67.223,-39.273,-80 +convnext_tiny.fb_in22k_ft_in1k,28.987,71.013,55.600,44.400,28.59,288,1.000,bicubic,-65.853,-43.110,+195 +resnet101d.ra2_in1k,28.973,71.027,62.080,37.920,44.57,320,1.000,bicubic,-67.317,-37.040,-97 +fastvit_sa24.apple_in1k,28.960,71.040,62.413,37.587,21.55,256,0.900,bicubic,-66.960,-36.747,-9 +resnetv2_101.a1h_in1k,28.933,71.067,59.867,40.133,44.54,288,1.000,bicubic,-67.117,-39.273,-40 +resnetrs152.tf_in1k,28.893,71.107,60.507,39.493,86.62,320,1.000,bicubic,-67.687,-38.613,-152 +regnety_160.tv2_in1k,28.867,71.133,61.627,38.373,83.59,224,0.965,bicubic,-67.103,-37.343,-25 +vit_relpos_medium_patch16_224.sw_in1k,28.853,71.147,61.973,38.027,38.75,224,0.900,bicubic,-66.607,-37.037,+71 +xcit_tiny_24_p8_224.fb_dist_in1k,28.707,71.293,61.373,38.627,12.11,224,1.000,bicubic,-67.103,-37.737,+5 +xcit_tiny_24_p8_224.fb_in1k,28.653,71.347,60.440,39.560,12.11,224,1.000,bicubic,-67.007,-38.590,+25 +efficientvit_b2.r288_in1k,28.627,71.373,64.227,35.773,24.33,288,1.000,bicubic,-67.333,-34.933,-26 +repvit_m2_3.dist_300e_in1k,28.627,71.373,61.907,38.093,23.69,224,0.950,bicubic,-67.493,-37.333,-68 +crossvit_15_dagger_240.in1k,28.547,71.453,60.293,39.707,28.21,240,0.875,bicubic,-67.133,-38.537,+20 +cs3edgenet_x.c2_in1k,28.507,71.493,61.133,38.867,47.82,288,1.000,bicubic,-67.543,-38.037,-48 +pvt_v2_b2_li.in1k,28.480,71.520,62.000,38.000,22.55,224,0.900,bicubic,-67.080,-37.030,+34 +xcit_small_24_p16_224.fb_in1k,28.320,71.680,58.707,41.293,47.67,224,1.000,bicubic,-67.220,-40.013,+38 +efficientformerv2_l.snap_dist_in1k,28.253,71.747,61.920,38.080,26.32,224,0.950,bicubic,-67.817,-37.200,-56 +resnet101.a1h_in1k,28.160,71.840,59.387,40.613,44.55,288,1.000,bicubic,-67.860,-39.723,-45 +efficientformer_l7.snap_dist_in1k,28.000,72.000,63.013,36.987,82.23,224,0.950,bicubic,-68.110,-36.267,-70 +flexivit_small.1200ep_in1k,27.853,72.147,58.653,41.347,22.06,240,0.950,bicubic,-67.697,-40.227,+30 +resnetaa50d.sw_in12k_ft_in1k,27.813,72.187,62.253,37.747,25.58,288,1.000,bicubic,-68.017,-36.837,-11 +pvt_v2_b2.in1k,27.600,72.400,60.733,39.267,25.36,224,0.900,bicubic,-67.880,-38.267,+52 +regnetz_c16.ra3_in1k,27.587,72.413,62.720,37.280,13.46,320,1.000,bicubic,-68.353,-36.500,-31 +resnext101_32x8d.tv2_in1k,27.573,72.427,59.827,40.173,88.79,224,0.965,bilinear,-68.377,-39.073,-36 +vit_base_patch16_384.augreg_in1k,27.547,72.453,57.253,42.747,86.86,384,1.000,bicubic,-67.393,-41.637,+150 +coat_lite_small.in1k,27.507,72.493,58.533,41.467,19.84,224,0.900,bicubic,-68.033,-40.547,+27 +deit_base_patch16_224.fb_in1k,27.413,72.587,58.880,41.120,86.57,224,0.900,bicubic,-68.037,-40.210,+55 +vit_relpos_base_patch16_224.sw_in1k,27.320,72.680,61.147,38.853,86.43,224,0.900,bicubic,-68.240,-37.843,+20 +resnetv2_50x1_bit.goog_in21k_ft_in1k,27.307,72.693,62.867,37.133,25.55,448,1.000,bilinear,-67.703,-36.113,+136 +regnety_080_tv.tv2_in1k,27.280,72.720,61.520,38.480,39.38,224,0.965,bicubic,-68.580,-37.730,-24 +coatnet_bn_0_rw_224.sw_in1k,27.213,72.787,61.253,38.747,27.44,224,0.950,bicubic,-68.487,-37.797,-1 +xcit_small_12_p16_224.fb_dist_in1k,27.147,72.853,59.800,40.200,26.25,224,1.000,bicubic,-68.883,-39.190,-63 +dm_nfnet_f0.dm_in1k,27.067,72.933,58.320,41.680,71.49,256,0.900,bicubic,-69.243,-41.000,-129 +vit_small_patch16_224.augreg_in21k_ft_in1k,27.040,72.960,59.253,40.747,22.05,224,0.900,bicubic,-68.330,-39.687,+67 +coatnet_0_rw_224.sw_in1k,27.027,72.973,59.387,40.613,27.44,224,0.950,bicubic,-68.413,-39.663,+52 +sequencer2d_s.in1k,26.867,73.133,60.640,39.360,27.65,224,0.875,bicubic,-69.113,-38.490,-55 +flexivit_small.600ep_in1k,26.853,73.147,57.253,42.747,22.06,240,0.950,bicubic,-68.817,-41.807,-3 +tresnet_v2_l.miil_in21k_ft_in1k,26.707,73.293,59.827,40.173,46.17,224,0.875,bilinear,-69.453,-39.443,-105 +gcvit_xtiny.in1k,26.693,73.307,60.907,39.093,19.98,224,0.875,bicubic,-68.897,-38.133,+7 +mobilevitv2_200.cvnets_in22k_ft_in1k,26.653,73.347,59.400,40.600,18.45,256,0.888,bicubic,-68.507,-39.700,+94 +swin_s3_tiny_224.ms_in1k,26.520,73.480,60.347,39.653,28.33,224,0.900,bicubic,-68.660,-38.603,+90 +coatnet_rmlp_nano_rw_224.sw_in1k,26.467,73.533,60.547,39.453,15.15,224,0.900,bicubic,-68.963,-38.493,+48 +swinv2_tiny_window8_256.ms_in1k,26.387,73.613,60.480,39.520,28.35,256,0.900,bicubic,-69.103,-38.480,+27 +tf_efficientnet_b4.aa_in1k,26.293,73.707,60.080,39.920,19.34,380,0.922,bicubic,-69.607,-38.970,-46 +regnetx_320.tv2_in1k,26.267,73.733,58.133,41.867,107.81,224,0.965,bicubic,-69.723,-40.967,-66 +tf_efficientnet_b4.ap_in1k,26.227,73.773,60.240,39.760,19.34,380,0.922,bicubic,-69.933,-38.900,-116 +coatnext_nano_rw_224.sw_in1k,26.227,73.773,59.613,40.387,14.70,224,0.900,bicubic,-69.203,-39.397,+43 +deit3_small_patch16_224.fb_in1k,26.227,73.773,54.480,45.520,22.06,224,0.900,bicubic,-68.763,-44.500,+123 +nfnet_l0.ra2_in1k,26.213,73.787,61.747,38.253,35.07,288,1.000,bicubic,-69.907,-37.523,-103 +regnety_032.ra_in1k,26.200,73.800,61.013,38.987,19.44,288,1.000,bicubic,-69.760,-38.177,-64 +ecaresnet50t.ra2_in1k,26.120,73.880,60.013,39.987,25.57,320,0.950,bicubic,-69.400,-38.797,+7 +fbnetv3_g.ra2_in1k,26.107,73.893,61.080,38.920,16.62,288,0.950,bilinear,-69.413,-38.030,+7 +mobilevitv2_175.cvnets_in22k_ft_in1k,26.013,73.987,58.520,41.480,14.25,256,0.888,bicubic,-69.207,-40.280,+71 +flexivit_small.300ep_in1k,25.907,74.093,57.080,42.920,22.06,240,0.950,bicubic,-69.583,-42.020,+18 +visformer_small.in1k,25.853,74.147,58.933,41.067,40.22,224,0.900,bicubic,-69.627,-39.967,+21 +inception_next_tiny.sail_in1k,25.800,74.200,59.813,40.187,28.06,224,0.875,bicubic,-69.660,-39.097,+22 +vit_small_patch16_384.augreg_in1k,25.773,74.227,57.587,42.413,22.20,384,1.000,bicubic,-69.517,-41.413,+57 +convformer_s18.sail_in1k,25.680,74.320,57.960,42.040,26.77,224,1.000,bicubic,-70.270,-41.120,-69 +halo2botnet50ts_256.a1h_in1k,25.573,74.427,56.827,43.173,22.64,256,0.950,bicubic,-69.847,-42.193,+34 +vit_relpos_medium_patch16_rpn_224.sw_in1k,25.520,74.480,58.667,41.333,38.73,224,0.900,bicubic,-69.980,-40.113,+7 +coat_mini.in1k,25.507,74.493,57.707,42.293,10.34,224,0.900,bicubic,-69.463,-41.373,+112 +crossvit_15_240.in1k,25.453,74.547,57.587,42.413,27.53,240,0.875,bicubic,-69.697,-41.223,+76 +vit_srelpos_medium_patch16_224.sw_in1k,25.373,74.627,58.427,41.573,38.74,224,0.900,bicubic,-69.867,-40.443,+56 +resnet101.a1_in1k,25.253,74.747,55.120,44.880,44.55,288,1.000,bicubic,-70.267,-43.730,-3 +resnetv2_50x1_bit.goog_distilled_in1k,25.200,74.800,59.667,40.333,25.55,224,0.875,bicubic,-70.910,-39.603,-117 +convit_small.fb_in1k,25.147,74.853,57.293,42.707,27.78,224,0.875,bicubic,-70.063,-41.607,+59 +xcit_small_12_p16_224.fb_in1k,25.107,74.893,56.067,43.933,26.25,224,1.000,bicubic,-70.323,-42.563,+24 +vit_base_patch16_rpn_224.sw_in1k,25.080,74.920,58.680,41.320,86.54,224,0.900,bicubic,-70.310,-40.180,+31 +gc_efficientnetv2_rw_t.agc_in1k,25.067,74.933,57.707,42.293,13.68,288,1.000,bicubic,-70.673,-41.473,-43 +resnet152.a2_in1k,25.053,74.947,54.320,45.680,60.19,288,1.000,bicubic,-70.437,-44.670,+3 +eca_nfnet_l0.ra2_in1k,24.800,75.200,60.040,39.960,24.14,288,1.000,bicubic,-71.140,-39.070,-80 +xception41p.ra3_in1k,24.787,75.213,55.253,44.747,26.91,299,0.940,bicubic,-70.723,-43.657,-7 +efficientvit_b2.r256_in1k,24.773,75.227,59.720,40.280,24.33,256,1.000,bicubic,-70.877,-39.340,-36 +tnt_s_patch16_224,24.707,75.293,58.173,41.827,23.76,224,0.900,bicubic,-70.333,-40.657,+85 +convnext_nano_ols.d1h_in1k,24.547,75.453,57.027,42.973,15.65,288,1.000,bicubic,-70.593,-41.823,+70 +xcit_tiny_12_p16_384.fb_dist_in1k,24.453,75.547,57.080,42.920,6.72,384,1.000,bicubic,-70.677,-41.940,+70 +cs3darknet_x.c2ns_in1k,24.387,75.613,57.760,42.240,35.05,288,1.000,bicubic,-71.463,-41.410,-69 +efficientnetv2_rw_t.ra2_in1k,24.280,75.720,57.400,42.600,13.65,288,1.000,bicubic,-71.310,-41.670,-33 +swinv2_cr_tiny_ns_224.sw_in1k,24.147,75.853,58.187,41.813,28.33,224,0.900,bicubic,-71.223,-40.953,+23 +eva02_tiny_patch14_336.mim_in22k_ft_in1k,24.133,75.867,55.400,44.600,5.76,336,1.000,bicubic,-70.777,-43.480,+100 +resnext101_32x4d.fb_ssl_yfcc100m_ft_in1k,24.120,75.880,57.373,42.627,44.18,224,0.875,bilinear,-71.320,-41.347,+3 +twins_svt_small.in1k,24.107,75.893,57.160,42.840,24.06,224,0.900,bicubic,-71.083,-41.720,+48 +coatnet_nano_rw_224.sw_in1k,24.093,75.907,57.147,42.853,15.14,224,0.900,bicubic,-71.147,-41.843,+39 +vit_small_r26_s32_224.augreg_in21k_ft_in1k,24.093,75.907,56.213,43.787,36.43,224,0.900,bicubic,-71.537,-42.727,-44 +tf_efficientnet_b5.in1k,24.080,75.920,58.347,41.653,30.39,456,0.934,bicubic,-71.990,-40.843,-125 +tf_efficientnet_b2.ns_jft_in1k,24.040,75.960,57.320,42.680,9.11,260,0.890,bicubic,-71.730,-41.660,-65 +mobilevitv2_150.cvnets_in22k_ft_in1k,24.013,75.987,55.920,44.080,10.59,256,0.888,bicubic,-71.127,-42.860,+55 +vit_relpos_small_patch16_224.sw_in1k,24.000,76.000,58.160,41.840,21.98,224,0.900,bicubic,-71.150,-40.800,+48 +convnext_nano.d1h_in1k,24.000,76.000,56.200,43.800,15.59,288,1.000,bicubic,-71.350,-42.720,+17 +cs3sedarknet_l.c2ns_in1k,23.960,76.040,58.760,41.240,21.91,288,0.950,bicubic,-71.350,-40.370,+19 +ecaresnet50d.miil_in1k,23.933,76.067,58.760,41.240,25.58,288,0.950,bicubic,-71.517,-40.080,-10 +poolformer_m48.sail_in1k,23.867,76.133,57.160,42.840,73.47,224,0.950,bicubic,-71.763,-42.030,-50 +vit_small_patch32_384.augreg_in21k_ft_in1k,23.760,76.240,57.280,42.720,22.92,384,1.000,bicubic,-71.260,-41.600,+68 +tiny_vit_11m_224.in1k,23.627,76.373,58.973,41.027,11.00,224,0.950,bicubic,-71.863,-39.817,-23 +lamhalobotnet50ts_256.a1h_in1k,23.613,76.387,55.320,44.680,22.57,256,0.950,bicubic,-71.537,-43.560,+44 +nasnetalarge.tf_in1k,23.493,76.507,55.000,45.000,88.75,331,0.911,bicubic,-72.197,-43.930,-64 +crossvit_small_240.in1k,23.427,76.573,56.840,43.160,26.86,240,0.875,bicubic,-71.423,-42.180,+95 +levit_384.fb_dist_in1k,23.400,76.600,56.400,43.600,39.13,224,0.900,bicubic,-72.130,-42.660,-42 levit_conv_384.fb_dist_in1k,23.387,76.613,56.413,43.587,39.13,224,0.900,bicubic,-72.143,-42.637,-42 -levit_384.fb_dist_in1k,23.387,76.613,56.387,43.613,39.13,224,0.900,bicubic,-72.143,-42.673,-42 -seresnext50_32x4d.racm_in1k,23.360,76.640,57.453,42.547,27.56,288,0.950,bicubic,-72.380,-41.567,-73 -pnasnet5large.tf_in1k,23.333,76.667,53.627,46.373,86.06,331,0.911,bicubic,-72.377,-45.403,-70 -focalnet_tiny_srf.ms_in1k,23.267,76.733,58.333,41.667,28.43,224,0.900,bicubic,-72.233,-40.627,-36 -efficientnet_b3.ra2_in1k,23.200,76.800,55.987,44.013,12.23,320,1.000,bicubic,-72.520,-43.053,-74 -wide_resnet50_2.racm_in1k,23.187,76.813,56.000,44.000,68.88,288,0.950,bicubic,-72.443,-42.940,-64 -pit_s_distilled_224.in1k,23.160,76.840,57.107,42.893,24.04,224,0.900,bicubic,-71.980,-41.623,+31 -hrnet_w18_ssld.paddle_in1k,23.147,76.853,55.160,44.840,21.30,288,1.000,bilinear,-72.843,-44.150,-125 -efficientformer_l3.snap_dist_in1k,23.133,76.867,57.147,42.853,31.41,224,0.950,bicubic,-72.457,-42.013,-62 -nest_tiny_jx.goog_in1k,23.107,76.893,56.200,43.800,17.06,224,0.875,bicubic,-72.133,-42.710,+10 -focalnet_tiny_lrf.ms_in1k,23.080,76.920,58.560,41.440,28.65,224,0.900,bicubic,-72.380,-40.400,-31 -resnet61q.ra2_in1k,23.013,76.987,55.760,44.240,36.85,288,1.000,bicubic,-72.767,-43.230,-89 -regnetx_160.tv2_in1k,22.987,77.013,56.333,43.667,54.28,224,0.965,bicubic,-72.893,-42.757,-108 -resmlp_big_24_224.fb_in1k,22.893,77.107,54.280,45.720,129.14,224,0.875,bicubic,-71.787,-44.220,+96 -vit_srelpos_small_patch16_224.sw_in1k,22.880,77.120,55.747,44.253,21.97,224,0.900,bicubic,-72.150,-43.203,+42 -halonet50ts.a1h_in1k,22.867,77.133,54.013,45.987,22.73,256,0.940,bicubic,-72.273,-44.877,+25 -resnetv2_50d_evos.ah_in1k,22.853,77.147,55.173,44.827,25.59,288,1.000,bicubic,-72.777,-43.937,-74 -vit_base_patch32_clip_224.laion2b_ft_in1k,22.853,77.147,55.013,44.987,88.22,224,0.900,bicubic,-72.667,-44.097,-57 -tf_efficientnet_b4.in1k,22.773,77.227,57.080,42.920,19.34,380,0.922,bicubic,-73.047,-41.970,-102 -poolformerv2_m48.sail_in1k,22.760,77.240,55.733,44.267,73.35,224,1.000,bicubic,-73.010,-43.307,-93 -twins_pcpvt_small.in1k,22.707,77.293,56.827,43.173,24.11,224,0.900,bicubic,-72.503,-42.053,+5 -convnextv2_nano.fcmae_ft_in1k,22.653,77.347,58.307,41.693,15.62,288,1.000,bicubic,-73.147,-40.783,-102 +seresnext50_32x4d.racm_in1k,23.360,76.640,57.453,42.547,27.56,288,0.950,bicubic,-72.380,-41.567,-75 +pnasnet5large.tf_in1k,23.333,76.667,53.627,46.373,86.06,331,0.911,bicubic,-72.377,-45.403,-72 +focalnet_tiny_srf.ms_in1k,23.267,76.733,58.333,41.667,28.43,224,0.900,bicubic,-72.233,-40.797,-36 +efficientnet_b3.ra2_in1k,23.200,76.800,55.947,44.053,12.23,320,1.000,bicubic,-72.520,-43.093,-76 +wide_resnet50_2.racm_in1k,23.187,76.813,56.000,44.000,68.88,288,0.950,bicubic,-72.443,-42.660,-65 +pit_s_distilled_224.in1k,23.160,76.840,57.093,42.907,24.04,224,0.900,bicubic,-71.980,-41.637,+36 +hrnet_w18_ssld.paddle_in1k,23.147,76.853,55.160,44.840,21.30,288,1.000,bilinear,-72.843,-44.150,-130 +efficientformer_l3.snap_dist_in1k,23.120,76.880,57.147,42.853,31.41,224,0.950,bicubic,-72.470,-42.013,-63 +nest_tiny_jx.goog_in1k,23.107,76.893,56.200,43.800,17.06,224,0.875,bicubic,-72.133,-42.710,+12 +focalnet_tiny_lrf.ms_in1k,23.080,76.920,58.560,41.440,28.65,224,0.900,bicubic,-72.380,-40.400,-29 +tiny_vit_5m_224.dist_in22k_ft_in1k,23.067,76.933,56.480,43.520,5.39,224,0.950,bicubic,-71.983,-42.490,+47 +resnet61q.ra2_in1k,23.013,76.987,55.760,44.240,36.85,288,1.000,bicubic,-72.767,-43.230,-91 +regnetx_160.tv2_in1k,22.987,77.013,56.333,43.667,54.28,224,0.965,bicubic,-72.893,-42.757,-111 +resmlp_big_24_224.fb_in1k,22.893,77.107,54.280,45.720,129.14,224,0.875,bicubic,-71.787,-44.220,+106 +vit_srelpos_small_patch16_224.sw_in1k,22.880,77.120,55.747,44.253,21.97,224,0.900,bicubic,-72.150,-43.203,+46 +resnetv2_50d_evos.ah_in1k,22.867,77.133,55.173,44.827,25.59,288,1.000,bicubic,-72.763,-43.937,-75 +halonet50ts.a1h_in1k,22.867,77.133,54.013,45.987,22.73,256,0.940,bicubic,-72.273,-44.877,+29 +vit_base_patch32_clip_224.laion2b_ft_in1k,22.853,77.147,55.013,44.987,88.22,224,0.900,bicubic,-72.667,-43.977,-57 +tf_efficientnet_b4.in1k,22.773,77.227,57.093,42.907,19.34,380,0.922,bicubic,-73.047,-41.957,-105 +poolformerv2_m48.sail_in1k,22.760,77.240,55.747,44.253,73.35,224,1.000,bicubic,-73.010,-43.293,-96 +twins_pcpvt_small.in1k,22.693,77.307,56.813,43.187,24.11,224,0.900,bicubic,-72.517,-42.067,+6 +repvit_m1_5.dist_450e_in1k,22.680,77.320,56.107,43.893,14.64,224,0.950,bicubic,-73.220,-43.013,-122 +convnextv2_nano.fcmae_ft_in1k,22.653,77.347,58.307,41.693,15.62,288,1.000,bicubic,-73.147,-40.783,-106 poolformer_m36.sail_in1k,22.587,77.413,55.373,44.627,56.17,224,0.950,bicubic,-72.803,-43.567,-23 -vit_base_patch32_clip_224.openai_ft_in1k,22.560,77.440,55.333,44.667,88.22,224,0.900,bicubic,-72.550,-43.597,+22 -vit_base_patch32_224.augreg_in21k_ft_in1k,22.427,77.573,54.027,45.973,88.22,224,0.900,bicubic,-72.583,-45.033,+37 -resnetv2_50d_gn.ah_in1k,22.307,77.693,55.000,45.000,25.57,288,1.000,bicubic,-73.173,-43.950,-49 -ecaresnet101d_pruned.miil_in1k,22.267,77.733,56.213,43.787,24.88,288,0.950,bicubic,-73.493,-42.967,-99 -wide_resnet101_2.tv2_in1k,22.160,77.840,54.973,45.027,126.89,224,0.965,bilinear,-73.380,-43.887,-74 +vit_base_patch32_clip_224.openai_ft_in1k,22.560,77.440,55.333,44.667,88.22,224,0.900,bicubic,-72.550,-43.597,+25 +vit_base_patch32_224.augreg_in21k_ft_in1k,22.427,77.573,54.027,45.973,88.22,224,0.900,bicubic,-72.583,-45.033,+41 +resnetv2_50d_gn.ah_in1k,22.307,77.693,55.000,45.000,25.57,288,1.000,bicubic,-73.173,-43.950,-51 +ecaresnet101d_pruned.miil_in1k,22.267,77.733,56.227,43.773,24.88,288,0.950,bicubic,-73.493,-42.953,-103 +wide_resnet101_2.tv2_in1k,22.160,77.840,54.973,45.027,126.89,224,0.965,bilinear,-73.380,-43.887,-76 ecaresnet50t.a1_in1k,22.093,77.907,53.680,46.320,25.57,288,1.000,bicubic,-73.317,-45.330,-35 -xcit_tiny_12_p8_224.fb_dist_in1k,22.067,77.933,54.267,45.733,6.71,224,1.000,bicubic,-73.023,-44.643,+20 -resnext50_32x4d.a1h_in1k,22.027,77.973,54.080,45.920,25.03,288,1.000,bicubic,-73.423,-44.760,-48 -res2net101d.in1k,21.853,78.147,51.680,48.320,45.23,224,0.875,bilinear,-72.967,-47.090,+60 -tresnet_m.miil_in21k_ft_in1k,21.667,78.333,53.853,46.147,31.39,224,0.875,bilinear,-74.043,-45.067,-101 -efficientformerv2_s2.snap_dist_in1k,21.533,78.467,54.240,45.760,12.71,224,0.950,bicubic,-73.827,-44.690,-31 -resnet50_gn.a1h_in1k,21.400,78.600,54.067,45.933,25.56,288,0.950,bicubic,-73.850,-44.933,-17 -maxvit_rmlp_pico_rw_256.sw_in1k,21.240,78.760,51.920,48.080,7.52,256,0.950,bicubic,-73.390,-46.840,+83 +xcit_tiny_12_p8_224.fb_dist_in1k,22.067,77.933,54.267,45.733,6.71,224,1.000,bicubic,-73.023,-44.643,+23 +resnext50_32x4d.a1h_in1k,22.013,77.987,54.080,45.920,25.03,288,1.000,bicubic,-73.437,-44.760,-48 +efficientvit_b2.r224_in1k,22.000,78.000,55.533,44.467,24.33,224,0.950,bicubic,-73.200,-43.387,-3 +res2net101d.in1k,21.853,78.147,51.680,48.320,45.23,224,0.875,bilinear,-72.967,-47.090,+67 +tresnet_m.miil_in21k_ft_in1k,21.680,78.320,53.853,46.147,31.39,224,0.875,bilinear,-74.030,-45.067,-106 +repvit_m1_5.dist_300e_in1k,21.613,78.387,54.707,45.293,14.64,224,0.950,bicubic,-74.027,-44.283,-97 +efficientformerv2_s2.snap_dist_in1k,21.547,78.453,54.240,45.760,12.71,224,0.950,bicubic,-73.813,-44.690,-33 +fastvit_sa12.apple_dist_in1k,21.493,78.507,54.613,45.387,11.58,256,0.900,bicubic,-73.657,-44.347,+3 +resnet50_gn.a1h_in1k,21.387,78.613,54.067,45.933,25.56,288,0.950,bicubic,-73.863,-44.933,-20 +maxvit_rmlp_pico_rw_256.sw_in1k,21.240,78.760,51.920,48.080,7.52,256,0.950,bicubic,-73.400,-46.890,+88 convmixer_1536_20.in1k,21.213,78.787,55.507,44.493,51.63,224,0.960,bicubic,-73.867,-43.523,+14 swin_tiny_patch4_window7_224.ms_in1k,21.173,78.827,55.933,44.067,28.29,224,0.900,bicubic,-73.967,-42.927,+1 -resnet101.a2_in1k,21.173,78.827,51.920,48.080,44.55,288,1.000,bicubic,-74.237,-47.020,-43 -pit_s_224.in1k,21.080,78.920,53.627,46.373,23.46,224,0.900,bicubic,-73.490,-45.073,+93 -xcit_tiny_12_p8_224.fb_in1k,20.960,79.040,52.467,47.533,6.71,224,1.000,bicubic,-73.730,-46.193,+67 -resnet51q.ra2_in1k,20.920,79.080,55.680,44.320,35.70,288,1.000,bilinear,-74.950,-43.440,-137 -poolformerv2_m36.sail_in1k,20.920,79.080,53.120,46.880,56.08,224,1.000,bicubic,-74.480,-46.180,-44 -resnetrs101.tf_in1k,20.867,79.133,52.827,47.173,63.62,288,0.940,bicubic,-74.563,-46.163,-56 -deit_small_distilled_patch16_224.fb_in1k,20.733,79.267,55.133,44.867,22.44,224,0.900,bicubic,-73.977,-43.897,+61 -sebotnet33ts_256.a1h_in1k,20.720,79.280,48.733,51.267,13.70,256,0.940,bicubic,-73.890,-49.777,+83 -regnety_032.tv2_in1k,20.560,79.440,54.360,45.640,19.44,224,0.965,bicubic,-74.750,-44.550,-36 -resnet152.tv2_in1k,20.493,79.507,52.333,47.667,60.19,224,0.965,bilinear,-75.007,-46.627,-77 -ecaresnetlight.miil_in1k,20.467,79.533,53.413,46.587,30.16,288,0.950,bicubic,-74.823,-45.617,-36 -resnest50d_4s2x40d.in1k,20.387,79.613,52.773,47.227,30.42,224,0.875,bicubic,-74.583,-46.007,+18 -resnetaa50.a1h_in1k,20.067,79.933,51.947,48.053,25.56,288,1.000,bicubic,-75.133,-46.973,-24 -resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,20.040,79.960,53.560,46.440,25.03,224,0.875,bilinear,-74.820,-45.300,+31 -haloregnetz_b.ra3_in1k,20.013,79.987,49.987,50.013,11.68,224,0.940,bicubic,-74.677,-48.843,+56 -regnetz_b16.ra3_in1k,19.813,80.187,52.853,47.147,9.72,288,1.000,bicubic,-75.357,-46.227,-23 -xcit_nano_12_p8_384.fb_dist_in1k,19.787,80.213,50.587,49.413,3.05,384,1.000,bicubic,-73.733,-47.943,+205 -resnext50_32x4d.a1_in1k,19.733,80.267,50.173,49.827,25.03,288,1.000,bicubic,-75.087,-48.427,+37 -tresnet_xl.miil_in1k,19.653,80.347,53.160,46.840,78.44,224,0.875,bilinear,-75.787,-45.630,-72 -senet154.gluon_in1k,19.320,80.680,47.600,52.400,115.09,224,0.875,bicubic,-75.600,-51.160,+17 -rexnet_200.nav_in1k,19.227,80.773,52.627,47.373,16.37,224,0.875,bicubic,-75.713,-46.383,+11 -levit_conv_256.fb_dist_in1k,19.187,80.813,50.067,49.933,18.89,224,0.900,bicubic,-75.833,-48.863,0 -levit_256.fb_dist_in1k,19.173,80.827,50.107,49.893,18.89,224,0.900,bicubic,-75.847,-48.773,-2 -lambda_resnet50ts.a1h_in1k,19.147,80.853,49.240,50.760,21.54,256,0.950,bicubic,-75.623,-49.450,+33 -repvgg_b3.rvgg_in1k,19.080,80.920,50.307,49.693,123.09,224,0.875,bilinear,-75.470,-48.403,+72 -mixer_b16_224.miil_in21k_ft_in1k,19.040,80.960,51.213,48.787,59.88,224,0.875,bilinear,-76.260,-47.667,-53 -legacy_senet154.in1k,19.040,80.960,47.960,52.040,115.09,224,0.875,bilinear,-76.030,-50.870,-11 -resnet50d.a1_in1k,18.960,81.040,48.813,51.187,25.58,288,1.000,bicubic,-75.770,-49.937,+38 -seresnext101_64x4d.gluon_in1k,18.933,81.067,49.213,50.787,88.23,224,0.875,bicubic,-75.997,-49.617,+5 -deit_small_patch16_224.fb_in1k,18.893,81.107,51.387,48.613,22.05,224,0.900,bicubic,-75.477,-47.313,+93 -mobilevitv2_200.cvnets_in1k,18.893,81.107,50.520,49.480,18.45,256,0.888,bicubic,-75.947,-48.010,+20 -gcvit_xxtiny.in1k,18.787,81.213,53.307,46.693,12.00,224,0.875,bicubic,-75.633,-45.583,+86 -edgenext_small.usi_in1k,18.680,81.320,53.600,46.400,5.59,320,1.000,bicubic,-76.720,-45.270,-74 -tf_efficientnet_b1.ns_jft_in1k,18.640,81.360,51.760,48.240,7.79,240,0.882,bicubic,-76.520,-47.200,-40 +resnet101.a2_in1k,21.173,78.827,51.920,48.080,44.55,288,1.000,bicubic,-74.237,-47.020,-46 +pit_s_224.in1k,21.080,78.920,53.613,46.387,23.46,224,0.900,bicubic,-73.490,-45.087,+100 +xcit_tiny_12_p8_224.fb_in1k,20.960,79.040,52.467,47.533,6.71,224,1.000,bicubic,-73.730,-46.193,+73 +resnet51q.ra2_in1k,20.920,79.080,55.680,44.320,35.70,288,1.000,bilinear,-74.950,-43.450,-144 +poolformerv2_m36.sail_in1k,20.920,79.080,53.120,46.880,56.08,224,1.000,bicubic,-74.480,-46.180,-47 +resnetrs101.tf_in1k,20.867,79.133,52.827,47.173,63.62,288,0.940,bicubic,-74.563,-46.163,-59 +deit_small_distilled_patch16_224.fb_in1k,20.720,79.280,55.133,44.867,22.44,224,0.900,bicubic,-73.990,-43.897,+67 +sebotnet33ts_256.a1h_in1k,20.720,79.280,48.760,51.240,13.70,256,0.940,bicubic,-73.890,-49.750,+89 +regnety_032.tv2_in1k,20.547,79.453,54.347,45.653,19.44,224,0.965,bicubic,-74.763,-44.563,-39 +resnet152.tv2_in1k,20.493,79.507,52.347,47.653,60.19,224,0.965,bilinear,-75.007,-46.613,-83 +ecaresnetlight.miil_in1k,20.480,79.520,53.413,46.587,30.16,288,0.950,bicubic,-74.810,-45.617,-39 +resnest50d_4s2x40d.in1k,20.387,79.613,52.773,47.227,30.42,224,0.875,bicubic,-74.583,-46.007,+19 +resnetaa50.a1h_in1k,20.067,79.933,51.947,48.053,25.56,288,1.000,bicubic,-75.133,-47.143,-26 +resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,20.040,79.960,53.560,46.440,25.03,224,0.875,bilinear,-74.850,-45.300,+27 +haloregnetz_b.ra3_in1k,20.013,79.987,49.987,50.013,11.68,224,0.940,bicubic,-74.677,-48.843,+62 +regnetz_b16.ra3_in1k,19.813,80.187,52.853,47.147,9.72,288,1.000,bicubic,-75.357,-46.227,-25 +xcit_nano_12_p8_384.fb_dist_in1k,19.787,80.213,50.587,49.413,3.05,384,1.000,bicubic,-73.733,-47.943,+221 +resnext50_32x4d.a1_in1k,19.733,80.267,50.173,49.827,25.03,288,1.000,bicubic,-75.097,-48.417,+40 +tresnet_xl.miil_in1k,19.640,80.360,53.160,46.840,78.44,224,0.875,bilinear,-75.800,-45.630,-75 +senet154.gluon_in1k,19.320,80.680,47.600,52.400,115.09,224,0.875,bicubic,-75.600,-51.160,+18 +rexnet_200.nav_in1k,19.227,80.773,52.640,47.360,16.37,224,0.875,bicubic,-75.713,-46.370,+12 +levit_conv_256.fb_dist_in1k,19.187,80.813,50.067,49.933,18.89,224,0.900,bicubic,-75.833,-48.923,+1 +levit_256.fb_dist_in1k,19.173,80.827,50.107,49.893,18.89,224,0.900,bicubic,-75.847,-48.823,-1 +lambda_resnet50ts.a1h_in1k,19.147,80.853,49.240,50.760,21.54,256,0.950,bicubic,-75.623,-49.450,+37 +repvgg_b3.rvgg_in1k,19.067,80.933,50.293,49.707,123.09,224,0.875,bilinear,-75.483,-48.417,+79 +mixer_b16_224.miil_in21k_ft_in1k,19.040,80.960,51.213,48.787,59.88,224,0.875,bilinear,-76.260,-47.667,-56 +legacy_senet154.in1k,19.040,80.960,47.947,52.053,115.09,224,0.875,bilinear,-76.030,-50.883,-11 +resnet50d.a1_in1k,18.960,81.040,48.813,51.187,25.58,288,1.000,bicubic,-75.770,-49.937,+44 +seresnext101_64x4d.gluon_in1k,18.933,81.067,49.213,50.787,88.23,224,0.875,bicubic,-75.997,-49.617,+6 +deit_small_patch16_224.fb_in1k,18.893,81.107,51.400,48.600,22.05,224,0.900,bicubic,-75.457,-47.290,+105 +mobilevitv2_200.cvnets_in1k,18.893,81.107,50.520,49.480,18.45,256,0.888,bicubic,-75.947,-48.010,+23 +gcvit_xxtiny.in1k,18.773,81.227,53.347,46.653,12.00,224,0.875,bicubic,-75.647,-45.543,+95 +edgenext_small.usi_in1k,18.680,81.320,53.600,46.400,5.59,320,1.000,bicubic,-76.720,-45.270,-77 +tf_efficientnet_b1.ns_jft_in1k,18.653,81.347,51.733,48.267,7.79,240,0.882,bicubic,-76.507,-47.217,-42 regnetx_080.tv2_in1k,18.573,81.427,50.333,49.667,39.57,224,0.965,bicubic,-76.527,-48.497,-24 -ecaresnet50t.a2_in1k,18.533,81.467,48.773,51.227,25.57,288,1.000,bicubic,-76.817,-50.087,-70 +ecaresnet50t.a2_in1k,18.533,81.467,48.773,51.227,25.57,288,1.000,bicubic,-76.817,-50.087,-73 poolformer_s36.sail_in1k,18.493,81.507,52.187,47.813,30.86,224,0.900,bicubic,-76.587,-46.723,-23 -wide_resnet50_2.tv2_in1k,18.467,81.533,52.453,47.547,68.88,224,0.965,bilinear,-76.403,-46.457,+5 -cait_xxs36_224.fb_dist_in1k,18.307,81.693,49.480,50.520,17.30,224,1.000,bicubic,-75.963,-49.230,+97 -cs3darknet_l.c2ns_in1k,18.293,81.707,51.840,48.160,21.16,288,0.950,bicubic,-76.827,-47.140,-34 -seresnet50.ra2_in1k,18.293,81.707,51.253,48.747,28.09,288,0.950,bicubic,-77.037,-47.757,-72 -sehalonet33ts.ra2_in1k,18.227,81.773,47.733,52.267,13.69,256,0.940,bicubic,-76.533,-50.837,+17 -ese_vovnet39b.ra_in1k,18.200,81.800,49.880,50.120,24.57,288,0.950,bicubic,-76.670,-49.060,+1 -tf_efficientnet_lite4.in1k,18.133,81.867,50.707,49.293,13.01,380,0.920,bilinear,-76.747,-48.313,-2 -vit_tiny_patch16_384.augreg_in21k_ft_in1k,18.013,81.987,50.320,49.680,5.79,384,1.000,bicubic,-75.637,-48.270,+163 -gcresnet50t.ra2_in1k,17.880,82.120,49.413,50.587,25.90,288,1.000,bicubic,-77.360,-49.567,-63 -resnet50d.ra2_in1k,17.853,82.147,50.240,49.760,25.58,288,0.950,bicubic,-77.157,-48.790,-22 -mobilevitv2_175.cvnets_in1k,17.787,82.213,49.747,50.253,14.25,256,0.888,bicubic,-77.103,-49.113,-9 -resnest50d_1s4x24d.in1k,17.640,82.360,49.760,50.240,25.68,224,0.875,bicubic,-77.090,-49.220,+12 -resnetv2_50.a1h_in1k,17.573,82.427,49.813,50.187,25.55,288,1.000,bicubic,-77.277,-49.057,0 -resnet50.c2_in1k,17.533,82.467,49.760,50.240,25.56,288,1.000,bicubic,-77.387,-49.050,-15 -resnest50d.in1k,17.360,82.640,50.720,49.280,27.48,224,0.875,bilinear,-77.490,-48.160,-3 -convnext_pico.d1_in1k,17.347,82.653,50.200,49.800,9.05,288,0.950,bicubic,-77.413,-48.510,+5 -seresnext101_32x4d.gluon_in1k,17.333,82.667,46.373,53.627,48.96,224,0.875,bicubic,-77.557,-52.447,-13 -efficientnet_el.ra_in1k,17.320,82.680,50.027,49.973,10.59,300,0.904,bicubic,-77.800,-48.943,-48 -inception_v4.tf_in1k,17.293,82.707,45.867,54.133,42.68,299,0.875,bicubic,-77.077,-52.713,+68 -tf_efficientnet_b3.ap_in1k,17.227,82.773,49.693,50.307,12.23,300,0.904,bicubic,-78.093,-49.207,-87 -gcresnext50ts.ch_in1k,17.173,82.827,48.107,51.893,15.67,288,1.000,bicubic,-77.687,-50.703,-12 -xcit_tiny_24_p16_224.fb_dist_in1k,17.160,82.840,47.507,52.493,12.12,224,1.000,bicubic,-77.380,-51.293,+44 -regnetx_032.tv2_in1k,17.067,82.933,48.107,51.893,15.30,224,0.965,bicubic,-77.593,-50.743,+15 -xception71.tf_in1k,17.027,82.973,45.560,54.440,42.34,299,0.903,bicubic,-77.273,-53.090,+73 -regnety_016.tv2_in1k,16.973,83.027,49.827,50.173,11.20,224,0.965,bicubic,-77.547,-48.993,+43 -tf_efficientnet_b3.aa_in1k,16.973,83.027,49.293,50.707,12.23,300,0.904,bicubic,-78.027,-49.617,-37 -cs3darknet_focus_l.c2ns_in1k,16.960,83.040,50.493,49.507,21.15,288,0.950,bicubic,-78.200,-48.387,-69 -convnextv2_pico.fcmae_ft_in1k,16.907,83.093,50.307,49.693,9.07,288,0.950,bicubic,-78.323,-48.613,-80 -resmlp_36_224.fb_distilled_in1k,16.880,83.120,51.493,48.507,44.69,224,0.875,bicubic,-78.010,-47.367,-26 -resnext101_64x4d.gluon_in1k,16.867,83.133,44.147,55.853,83.46,224,0.875,bicubic,-77.803,-54.513,+7 -poolformerv2_s36.sail_in1k,16.680,83.320,49.600,50.400,30.79,224,1.000,bicubic,-78.630,-49.320,-96 -resnet152d.gluon_in1k,16.627,83.373,44.213,55.787,60.21,224,0.875,bicubic,-78.103,-54.277,-5 -tf_efficientnetv2_b3.in1k,16.600,83.400,48.680,51.320,14.36,300,0.904,bicubic,-78.580,-50.140,-78 -gmlp_s16_224.ra3_in1k,16.547,83.453,45.080,54.920,19.42,224,0.875,bicubic,-77.603,-53.590,+82 -resnet152s.gluon_in1k,16.547,83.453,44.480,55.520,60.32,224,0.875,bicubic,-78.473,-54.400,-52 -tresnet_l.miil_in1k,16.520,83.480,49.893,50.107,55.99,224,0.875,bilinear,-78.760,-49.067,-97 -inception_resnet_v2.tf_in1k,16.520,83.480,44.960,55.040,55.84,299,0.897,bicubic,-78.060,-53.830,+19 -convnext_pico_ols.d1_in1k,16.493,83.507,49.707,50.293,9.06,288,1.000,bicubic,-78.127,-49.153,+14 -seresnet50.a1_in1k,16.493,83.507,46.760,53.240,28.09,288,1.000,bicubic,-78.167,-52.020,+2 -resmlp_24_224.fb_distilled_in1k,16.453,83.547,50.347,49.653,30.02,224,0.875,bicubic,-77.997,-48.423,+38 -mobilevitv2_150.cvnets_in1k,16.453,83.547,48.453,51.547,10.59,256,0.888,bicubic,-78.097,-50.327,+21 -resnet101.tv2_in1k,16.413,83.587,48.720,51.280,44.55,224,0.965,bilinear,-78.857,-50.190,-100 -gernet_l.idstcv_in1k,16.320,83.680,47.227,52.773,31.08,256,0.875,bilinear,-78.790,-51.753,-70 -inception_resnet_v2.tf_ens_adv_in1k,16.280,83.720,43.627,56.373,55.84,299,0.897,bicubic,-77.890,-54.913,+66 -repvgg_b3g4.rvgg_in1k,16.227,83.773,47.653,52.347,83.83,224,0.875,bilinear,-78.283,-51.317,+25 -xcit_tiny_24_p16_224.fb_in1k,16.227,83.773,46.000,54.000,12.12,224,1.000,bicubic,-77.853,-52.540,+78 -resnet50.a1_in1k,16.040,83.960,45.773,54.227,25.56,288,1.000,bicubic,-78.700,-52.937,-24 -xception65.tf_in1k,16.040,83.960,43.773,56.227,39.92,299,0.903,bicubic,-77.750,-54.597,+108 -resnet50.c1_in1k,16.000,84.000,47.387,52.613,25.56,288,1.000,bicubic,-78.730,-51.433,-24 -ecaresnet50d_pruned.miil_in1k,15.987,84.013,49.707,50.293,19.94,288,0.950,bicubic,-79.123,-49.193,-78 -edgenext_small_rw.sw_in1k,15.987,84.013,49.667,50.333,7.83,320,1.000,bicubic,-78.683,-49.113,-15 -resnet50.fb_ssl_yfcc100m_ft_in1k,15.933,84.067,49.413,50.587,25.56,224,0.875,bilinear,-78.517,-49.327,+26 -resnext50_32x4d.ra_in1k,15.880,84.120,47.227,52.773,25.03,288,0.950,bicubic,-78.820,-51.533,-21 -resnet50.d_in1k,15.640,84.360,45.160,54.840,25.56,288,1.000,bicubic,-79.340,-53.680,-62 -regnety_320.pycls_in1k,15.627,84.373,44.760,55.240,145.05,224,0.875,bicubic,-78.913,-54.030,+8 -vit_base_patch32_384.augreg_in1k,15.600,84.400,44.147,55.853,88.30,384,1.000,bicubic,-78.040,-54.253,+118 -convmixer_768_32.in1k,15.507,84.493,47.907,52.093,21.11,224,0.960,bicubic,-78.993,-50.953,+15 -ecaresnet26t.ra2_in1k,15.453,84.547,47.960,52.040,16.01,320,0.950,bicubic,-78.867,-50.760,+35 -resnext50d_32x4d.bt_in1k,15.413,84.587,46.200,53.800,25.05,288,0.950,bicubic,-79.137,-52.490,+3 -coat_tiny.in1k,15.400,84.600,45.587,54.413,5.50,224,0.900,bicubic,-78.180,-52.833,+118 -resnet50d.a2_in1k,15.387,84.613,44.813,55.187,25.58,288,1.000,bicubic,-79.193,-53.877,-5 -skresnext50_32x4d.ra_in1k,15.387,84.613,44.560,55.440,27.48,224,0.875,bicubic,-78.853,-53.900,+38 -resnext50_32x4d.a2_in1k,15.293,84.707,45.253,54.747,25.03,288,1.000,bicubic,-79.287,-53.397,-6 -seresnet33ts.ra2_in1k,15.267,84.733,47.360,52.640,19.78,288,1.000,bicubic,-79.773,-51.540,-85 -vit_relpos_base_patch32_plus_rpn_256.sw_in1k,15.240,84.760,42.640,57.360,119.42,256,0.900,bicubic,-78.500,-55.900,+99 -cait_xxs24_224.fb_dist_in1k,15.160,84.840,44.893,55.107,11.96,224,1.000,bicubic,-78.450,-53.567,+111 -eca_resnet33ts.ra2_in1k,15.053,84.947,49.000,51.000,19.68,288,1.000,bicubic,-79.567,-49.760,-19 -vit_base_patch16_224.augreg_in1k,15.000,85.000,42.013,57.987,86.57,224,0.900,bicubic,-78.630,-56.227,+107 -levit_conv_192.fb_dist_in1k,14.907,85.093,44.933,55.067,10.95,224,0.900,bicubic,-79.263,-53.747,+43 -levit_192.fb_dist_in1k,14.880,85.120,44.933,55.067,10.95,224,0.900,bicubic,-79.290,-53.607,+41 -seresnet50.a2_in1k,14.840,85.160,44.400,55.600,28.09,288,1.000,bicubic,-79.820,-54.320,-31 -poolformerv2_s24.sail_in1k,14.800,85.200,45.920,54.080,21.34,224,1.000,bicubic,-79.850,-52.880,-30 -rexnet_150.nav_in1k,14.720,85.280,46.880,53.120,9.73,224,0.875,bicubic,-79.760,-51.920,+1 -darknet53.c2ns_in1k,14.693,85.307,47.107,52.893,41.61,288,1.000,bicubic,-79.927,-51.793,-25 -gcresnet33ts.ra2_in1k,14.667,85.333,46.320,53.680,19.88,288,1.000,bicubic,-80.253,-52.490,-77 -resnet50.tv2_in1k,14.640,85.360,46.973,53.027,25.56,224,0.965,bilinear,-80.020,-51.817,-37 +repvit_m3.dist_in1k,18.480,81.520,51.867,48.133,10.68,224,0.950,bicubic,-76.720,-46.953,-52 +wide_resnet50_2.tv2_in1k,18.467,81.533,52.467,47.533,68.88,224,0.965,bilinear,-76.403,-46.443,+8 +cait_xxs36_224.fb_dist_in1k,18.307,81.693,49.480,50.520,17.30,224,1.000,bicubic,-75.963,-49.230,+106 +cs3darknet_l.c2ns_in1k,18.293,81.707,51.840,48.160,21.16,288,0.950,bicubic,-76.827,-47.140,-35 +seresnet50.ra2_in1k,18.293,81.707,51.253,48.747,28.09,288,0.950,bicubic,-77.037,-47.757,-76 +sehalonet33ts.ra2_in1k,18.227,81.773,47.733,52.267,13.69,256,0.940,bicubic,-76.533,-50.837,+21 +ese_vovnet39b.ra_in1k,18.200,81.800,49.880,50.120,24.57,288,0.950,bicubic,-76.670,-49.060,+4 +tf_efficientnet_lite4.in1k,18.120,81.880,50.707,49.293,13.01,380,0.920,bilinear,-76.760,-48.183,0 +vit_tiny_patch16_384.augreg_in21k_ft_in1k,18.027,81.973,50.307,49.693,5.79,384,1.000,bicubic,-75.623,-48.283,+177 +tiny_vit_5m_224.in1k,18.000,82.000,50.173,49.827,5.39,224,0.950,bicubic,-76.240,-48.287,+100 +gcresnet50t.ra2_in1k,17.880,82.120,49.413,50.587,25.90,288,1.000,bicubic,-77.360,-49.567,-68 +resnet50d.ra2_in1k,17.853,82.147,50.240,49.760,25.58,288,0.950,bicubic,-77.157,-48.670,-23 +mobilevitv2_175.cvnets_in1k,17.787,82.213,49.747,50.253,14.25,256,0.888,bicubic,-77.103,-49.113,-8 +resnest50d_1s4x24d.in1k,17.640,82.360,49.760,50.240,25.68,224,0.875,bicubic,-77.090,-49.220,+16 +resnetv2_50.a1h_in1k,17.587,82.413,49.813,50.187,25.55,288,1.000,bicubic,-77.263,-49.057,+1 +resnet50.c2_in1k,17.533,82.467,49.760,50.240,25.56,288,1.000,bicubic,-77.387,-49.050,-16 +resnest50d.in1k,17.360,82.640,50.733,49.267,27.48,224,0.875,bilinear,-77.490,-48.147,-2 +convnext_pico.d1_in1k,17.347,82.653,50.213,49.787,9.05,288,0.950,bicubic,-77.413,-48.717,+8 +seresnext101_32x4d.gluon_in1k,17.333,82.667,46.373,53.627,48.96,224,0.875,bicubic,-77.557,-52.447,-12 +efficientnet_el.ra_in1k,17.320,82.680,50.027,49.973,10.59,300,0.904,bicubic,-77.800,-48.943,-50 +inception_v4.tf_in1k,17.293,82.707,45.867,54.133,42.68,299,0.875,bicubic,-77.077,-52.763,+75 +tf_efficientnet_b3.ap_in1k,17.227,82.773,49.680,50.320,12.23,300,0.904,bicubic,-78.093,-49.220,-92 +gcresnext50ts.ch_in1k,17.173,82.827,48.107,51.893,15.67,288,1.000,bicubic,-77.687,-50.753,-11 +xcit_tiny_24_p16_224.fb_dist_in1k,17.160,82.840,47.507,52.493,12.12,224,1.000,bicubic,-77.380,-51.293,+49 +fastvit_s12.apple_dist_in1k,17.120,82.880,49.400,50.600,9.47,256,0.900,bicubic,-77.710,-49.370,-6 +regnetx_032.tv2_in1k,17.067,82.933,48.107,51.893,15.30,224,0.965,bicubic,-77.593,-50.693,+18 +xception71.tf_in1k,17.027,82.973,45.547,54.453,42.34,299,0.903,bicubic,-77.273,-53.103,+80 +regnety_016.tv2_in1k,16.973,83.027,49.853,50.147,11.20,224,0.965,bicubic,-77.547,-48.967,+48 +tf_efficientnet_b3.aa_in1k,16.973,83.027,49.280,50.720,12.23,300,0.904,bicubic,-78.037,-49.750,-39 +cs3darknet_focus_l.c2ns_in1k,16.960,83.040,50.493,49.507,21.15,288,0.950,bicubic,-78.190,-48.437,-72 +convnextv2_pico.fcmae_ft_in1k,16.907,83.093,50.307,49.693,9.07,288,0.950,bicubic,-78.323,-48.613,-86 +resmlp_36_224.fb_distilled_in1k,16.880,83.120,51.493,48.507,44.69,224,0.875,bicubic,-78.010,-47.377,-26 +resnext101_64x4d.gluon_in1k,16.867,83.133,44.147,55.853,83.46,224,0.875,bicubic,-77.803,-54.513,+10 +poolformerv2_s36.sail_in1k,16.680,83.320,49.600,50.400,30.79,224,1.000,bicubic,-78.630,-49.320,-102 +resnet152d.gluon_in1k,16.627,83.373,44.213,55.787,60.21,224,0.875,bicubic,-78.103,-54.277,-2 +tf_efficientnetv2_b3.in1k,16.600,83.400,48.680,51.320,14.36,300,0.904,bicubic,-78.560,-50.140,-79 +gmlp_s16_224.ra3_in1k,16.547,83.453,45.080,54.920,19.42,224,0.875,bicubic,-77.603,-53.590,+90 +resnet152s.gluon_in1k,16.547,83.453,44.507,55.493,60.32,224,0.875,bicubic,-78.473,-54.373,-54 +tresnet_l.miil_in1k,16.533,83.467,49.893,50.107,55.99,224,0.875,bilinear,-78.747,-49.067,-102 +inception_resnet_v2.tf_in1k,16.520,83.480,44.973,55.027,55.84,299,0.897,bicubic,-78.060,-53.817,+22 +convnext_pico_ols.d1_in1k,16.507,83.493,49.707,50.293,9.06,288,1.000,bicubic,-78.113,-49.153,+16 +seresnet50.a1_in1k,16.493,83.507,46.760,53.240,28.09,288,1.000,bicubic,-78.167,-52.020,+5 +resmlp_24_224.fb_distilled_in1k,16.453,83.547,50.347,49.653,30.02,224,0.875,bicubic,-77.997,-48.423,+44 +mobilevitv2_150.cvnets_in1k,16.453,83.547,48.453,51.547,10.59,256,0.888,bicubic,-78.097,-50.327,+25 +resnet101.tv2_in1k,16.400,83.600,48.707,51.293,44.55,224,0.965,bilinear,-78.880,-50.303,-106 +gernet_l.idstcv_in1k,16.320,83.680,47.227,52.773,31.08,256,0.875,bilinear,-78.790,-51.753,-73 +repvit_m1_1.dist_450e_in1k,16.280,83.720,49.680,50.320,8.80,224,0.950,bicubic,-78.620,-49.280,-46 +fastvit_sa12.apple_in1k,16.280,83.720,49.653,50.347,11.58,256,0.900,bicubic,-78.600,-49.367,-38 +inception_resnet_v2.tf_ens_adv_in1k,16.280,83.720,43.640,56.360,55.84,299,0.897,bicubic,-77.890,-54.900,+73 +repvgg_b3g4.rvgg_in1k,16.227,83.773,47.653,52.347,83.83,224,0.875,bilinear,-78.283,-51.317,+28 +xcit_tiny_24_p16_224.fb_in1k,16.227,83.773,46.000,54.000,12.12,224,1.000,bicubic,-77.853,-52.540,+86 +resnet50.a1_in1k,16.040,83.960,45.773,54.227,25.56,288,1.000,bicubic,-78.700,-52.907,-24 +xception65.tf_in1k,16.040,83.960,43.760,56.240,39.92,299,0.903,bicubic,-77.740,-54.610,+119 +resnet50.c1_in1k,16.000,84.000,47.387,52.613,25.56,288,1.000,bicubic,-78.730,-51.433,-23 +ecaresnet50d_pruned.miil_in1k,15.987,84.013,49.707,50.293,19.94,288,0.950,bicubic,-79.123,-49.193,-83 +edgenext_small_rw.sw_in1k,15.987,84.013,49.667,50.333,7.83,320,1.000,bicubic,-78.683,-49.113,-14 +resnet50.fb_ssl_yfcc100m_ft_in1k,15.920,84.080,49.413,50.587,25.56,224,0.875,bilinear,-78.530,-49.327,+30 +resnext50_32x4d.ra_in1k,15.867,84.133,47.227,52.773,25.03,288,0.950,bicubic,-78.833,-51.533,-20 +fastvit_t12.apple_dist_in1k,15.640,84.360,47.680,52.320,7.55,256,0.900,bicubic,-78.950,-51.110,+2 +resnet50.d_in1k,15.640,84.360,45.160,54.840,25.56,288,1.000,bicubic,-79.340,-53.680,-67 +regnety_320.pycls_in1k,15.627,84.373,44.760,55.240,145.05,224,0.875,bicubic,-78.913,-54.030,+9 +vit_base_patch32_384.augreg_in1k,15.600,84.400,44.147,55.853,88.30,384,1.000,bicubic,-78.040,-54.093,+127 +convmixer_768_32.in1k,15.507,84.493,47.907,52.093,21.11,224,0.960,bicubic,-78.993,-50.953,+17 +ecaresnet26t.ra2_in1k,15.453,84.547,47.960,52.040,16.01,320,0.950,bicubic,-78.867,-50.760,+38 +resnext50d_32x4d.bt_in1k,15.400,84.600,46.187,53.813,25.05,288,0.950,bicubic,-79.150,-52.503,+3 +coat_tiny.in1k,15.400,84.600,45.587,54.413,5.50,224,0.900,bicubic,-78.180,-52.833,+129 +resnet50d.a2_in1k,15.387,84.613,44.813,55.187,25.58,288,1.000,bicubic,-79.193,-53.877,-4 +skresnext50_32x4d.ra_in1k,15.373,84.627,44.547,55.453,27.48,224,0.875,bicubic,-78.867,-54.143,+43 +resnext50_32x4d.a2_in1k,15.293,84.707,45.253,54.747,25.03,288,1.000,bicubic,-79.287,-53.397,-5 +efficientvit_b1.r288_in1k,15.280,84.720,46.600,53.400,9.10,288,1.000,bicubic,-79.210,-51.920,+11 +seresnet33ts.ra2_in1k,15.267,84.733,47.373,52.627,19.78,288,1.000,bicubic,-79.773,-51.527,-91 +vit_relpos_base_patch32_plus_rpn_256.sw_in1k,15.240,84.760,42.640,57.360,119.42,256,0.900,bicubic,-78.500,-55.900,+107 +cait_xxs24_224.fb_dist_in1k,15.160,84.840,44.893,55.107,11.96,224,1.000,bicubic,-78.450,-53.567,+119 +eca_resnet33ts.ra2_in1k,15.053,84.947,49.013,50.987,19.68,288,1.000,bicubic,-79.567,-49.747,-21 +vit_base_patch16_224.augreg_in1k,15.013,84.987,42.027,57.973,86.57,224,0.900,bicubic,-78.627,-56.373,+115 +fastvit_s12.apple_in1k,14.920,85.080,45.320,54.680,9.47,256,0.900,bicubic,-79.210,-53.430,+56 +repvit_m1_0.dist_450e_in1k,14.907,85.093,46.827,53.173,7.30,224,0.950,bicubic,-79.623,-52.053,-3 +levit_conv_192.fb_dist_in1k,14.907,85.093,44.933,55.067,10.95,224,0.900,bicubic,-79.263,-53.747,+46 +levit_192.fb_dist_in1k,14.880,85.120,44.933,55.067,10.95,224,0.900,bicubic,-79.290,-53.607,+43 +seresnet50.a2_in1k,14.840,85.160,44.400,55.600,28.09,288,1.000,bicubic,-79.820,-54.320,-34 +poolformerv2_s24.sail_in1k,14.800,85.200,45.920,54.080,21.34,224,1.000,bicubic,-79.850,-52.920,-33 +repvit_m1_1.dist_300e_in1k,14.760,85.240,47.227,52.773,8.80,224,0.950,bicubic,-80.000,-51.483,-57 +rexnet_150.nav_in1k,14.733,85.267,46.880,53.120,9.73,224,0.875,bicubic,-79.747,-51.920,0 +darknet53.c2ns_in1k,14.680,85.320,47.107,52.893,41.61,288,1.000,bicubic,-79.940,-51.793,-30 +gcresnet33ts.ra2_in1k,14.667,85.333,46.320,53.680,19.88,288,1.000,bicubic,-80.253,-52.490,-86 +resnet50.tv2_in1k,14.640,85.360,46.973,53.027,25.56,224,0.965,bilinear,-80.000,-51.827,-36 res2net50d.in1k,14.627,85.373,44.480,55.520,25.72,224,0.875,bilinear,-79.693,-54.160,+18 -darknetaa53.c2ns_in1k,14.560,85.440,45.413,54.587,36.02,288,1.000,bilinear,-79.910,-53.407,-3 -coat_lite_mini.in1k,14.560,85.440,44.493,55.507,11.01,224,0.900,bicubic,-79.480,-53.997,+50 -efficientnet_el_pruned.in1k,14.493,85.507,46.120,53.880,10.59,300,0.904,bicubic,-79.907,-52.620,+3 -efficientnet_b2.ra_in1k,14.440,85.560,46.053,53.947,9.11,288,1.000,bicubic,-80.180,-52.727,-28 -poolformer_s24.sail_in1k,14.293,85.707,47.347,52.653,21.39,224,0.900,bicubic,-80.267,-51.553,-23 -legacy_seresnext101_32x4d.in1k,14.173,85.827,43.000,57.000,48.96,224,0.875,bilinear,-80.187,-55.860,+6 -fbnetv3_d.ra2_in1k,14.093,85.907,46.467,53.533,10.31,256,0.950,bilinear,-79.827,-52.153,+56 -gernet_m.idstcv_in1k,14.080,85.920,46.080,53.920,21.14,224,0.875,bilinear,-80.540,-52.830,-35 -pvt_v2_b1.in1k,14.027,85.973,47.747,52.253,14.01,224,0.900,bicubic,-79.773,-50.913,+69 -mobilevitv2_125.cvnets_in1k,14.013,85.987,45.027,54.973,7.48,256,0.888,bicubic,-79.947,-53.523,+50 -dpn68b.ra_in1k,13.893,86.107,40.280,59.720,12.61,288,1.000,bicubic,-80.107,-58.220,+45 -resnext101_32x4d.gluon_in1k,13.853,86.147,41.640,58.360,44.18,224,0.875,bicubic,-80.687,-57.140,-22 -seresnext50_32x4d.gluon_in1k,13.653,86.347,43.733,56.267,27.56,224,0.875,bicubic,-80.677,-54.877,+2 -pit_xs_distilled_224.in1k,13.573,86.427,45.160,54.840,11.00,224,0.900,bicubic,-80.197,-53.460,+67 -resnet152.a3_in1k,13.547,86.453,43.400,56.600,60.19,224,0.950,bicubic,-81.183,-55.280,-64 -resmlp_36_224.fb_in1k,13.467,86.533,46.667,53.333,44.69,224,0.875,bicubic,-80.723,-51.943,+12 -repvgg_b2g4.rvgg_in1k,13.467,86.533,43.853,56.147,61.76,224,0.875,bilinear,-80.413,-54.807,+55 -efficientformerv2_s1.snap_dist_in1k,13.440,86.560,42.947,57.053,6.19,224,0.950,bicubic,-80.760,-55.693,+10 -vit_small_patch16_224.augreg_in1k,13.387,86.613,41.440,58.560,22.05,224,0.900,bicubic,-80.503,-57.000,+50 -eca_botnext26ts_256.c1_in1k,13.320,86.680,42.133,57.867,10.59,256,0.950,bicubic,-80.460,-56.367,+60 -visformer_tiny.in1k,13.307,86.693,43.933,56.067,10.32,224,0.900,bicubic,-80.253,-54.457,+82 -regnetx_320.pycls_in1k,13.293,86.707,40.747,59.253,107.81,224,0.875,bicubic,-81.157,-58.173,-19 -resnet101d.gluon_in1k,13.187,86.813,41.560,58.440,44.57,224,0.875,bicubic,-81.043,-56.980,+2 -efficientnet_b3_pruned.in1k,13.160,86.840,45.200,54.800,9.86,300,0.904,bicubic,-81.470,-53.610,-56 -resnet50.b1k_in1k,13.093,86.907,43.947,56.053,25.56,288,1.000,bicubic,-81.767,-54.923,-92 -mixnet_xl.ra_in1k,13.080,86.920,43.213,56.787,11.90,224,0.875,bicubic,-81.100,-55.117,+5 -cspresnext50.ra_in1k,13.053,86.947,44.973,55.027,20.57,256,0.887,bilinear,-81.777,-53.797,-88 -efficientformer_l1.snap_dist_in1k,13.013,86.987,45.600,54.400,12.29,224,0.950,bicubic,-81.467,-53.230,-32 -regnetx_016.tv2_in1k,13.000,87.000,45.427,54.573,9.19,224,0.965,bicubic,-81.130,-53.323,+14 -nf_regnet_b1.ra2_in1k,12.947,87.053,44.400,55.600,10.22,288,0.900,bicubic,-81.163,-54.220,+13 -eca_halonext26ts.c1_in1k,12.947,87.053,42.827,57.173,10.76,256,0.940,bicubic,-81.093,-55.833,+22 -mobilevit_s.cvnets_in1k,12.907,87.093,40.747,59.253,5.58,256,0.900,bicubic,-80.273,-57.683,+111 -pit_xs_224.in1k,12.800,87.200,42.813,57.187,10.62,224,0.900,bicubic,-80.300,-55.517,+119 -tf_efficientnet_b3.in1k,12.787,87.213,43.640,56.360,12.23,300,0.904,bicubic,-81.753,-55.210,-47 -resnet50.b2k_in1k,12.760,87.240,44.133,55.867,25.56,288,1.000,bicubic,-81.970,-54.797,-86 -resnext50_32x4d.tv2_in1k,12.680,87.320,43.120,56.880,25.03,224,0.965,bilinear,-81.940,-55.590,-62 -inception_v3.gluon_in1k,12.627,87.373,40.427,59.573,23.83,299,0.875,bicubic,-80.843,-58.143,+77 -tresnet_m.miil_in1k,12.613,87.387,41.907,58.093,31.39,224,0.875,bilinear,-82.017,-56.643,-68 -resnet50.a1h_in1k,12.600,87.400,44.227,55.773,25.56,224,1.000,bicubic,-82.170,-54.243,-97 -crossvit_9_dagger_240.in1k,12.560,87.440,41.733,58.267,8.78,240,0.875,bicubic,-80.340,-56.507,+130 -resnetblur50.bt_in1k,12.493,87.507,44.147,55.853,25.56,288,0.950,bicubic,-81.967,-54.693,-42 -resmlp_24_224.fb_in1k,12.493,87.507,43.413,56.587,30.02,224,0.875,bicubic,-81.537,-54.917,+12 -convnext_femto_ols.d1_in1k,12.480,87.520,43.933,56.067,5.23,288,0.950,bicubic,-81.440,-54.807,+21 -coat_lite_tiny.in1k,12.467,87.533,41.053,58.947,5.72,224,0.900,bicubic,-80.773,-57.207,+95 -efficientnet_em.ra2_in1k,12.413,87.587,43.933,56.067,6.90,240,0.882,bicubic,-81.427,-54.887,+28 -regnety_120.pycls_in1k,12.400,87.600,42.173,57.827,51.82,224,0.875,bicubic,-82.070,-56.587,-48 -regnety_160.pycls_in1k,12.227,87.773,41.387,58.613,83.59,224,0.875,bicubic,-82.133,-57.243,-36 -resnet50.a2_in1k,12.173,87.827,40.453,59.547,25.56,288,1.000,bicubic,-82.457,-58.207,-79 -ecaresnet50t.a3_in1k,12.147,87.853,41.573,58.427,25.57,224,0.950,bicubic,-82.203,-57.097,-36 -hrnet_w64.ms_in1k,12.000,88.000,40.840,59.160,128.06,224,0.875,bilinear,-82.020,-57.750,+4 -cspdarknet53.ra_in1k,11.960,88.040,43.267,56.733,27.64,256,0.887,bilinear,-82.690,-55.573,-85 -xcit_tiny_12_p16_224.fb_dist_in1k,11.933,88.067,40.120,59.880,6.72,224,1.000,bicubic,-81.477,-58.390,+69 -resnet101s.gluon_in1k,11.893,88.107,40.960,59.040,44.67,224,0.875,bicubic,-82.827,-57.860,-100 -resnet101.a3_in1k,11.867,88.133,40.827,59.173,44.55,224,0.950,bicubic,-82.173,-57.723,-5 -gmixer_24_224.ra3_in1k,11.867,88.133,37.800,62.200,24.72,224,0.875,bicubic,-80.963,-60.080,+120 -nf_resnet50.ra2_in1k,11.773,88.227,45.907,54.093,25.56,288,0.940,bicubic,-82.767,-52.723,-68 -fbnetv3_b.ra2_in1k,11.733,88.267,44.400,55.600,8.60,256,0.950,bilinear,-82.237,-54.090,0 -dpn92.mx_in1k,11.640,88.360,40.160,59.840,37.67,224,0.875,bicubic,-82.650,-58.590,-37 -botnet26t_256.c1_in1k,11.613,88.387,40.107,59.893,12.49,256,0.950,bicubic,-81.897,-58.193,+50 -convnextv2_femto.fcmae_ft_in1k,11.600,88.400,40.800,59.200,5.23,288,0.950,bicubic,-82.590,-57.860,-30 -xception41.tf_in1k,11.573,88.427,39.107,60.893,26.97,299,0.903,bicubic,-81.847,-59.323,+58 +darknetaa53.c2ns_in1k,14.560,85.440,45.427,54.573,36.02,288,1.000,bilinear,-79.910,-53.393,-4 +coat_lite_mini.in1k,14.560,85.440,44.493,55.507,11.01,224,0.900,bicubic,-79.480,-54.057,+52 +efficientnet_el_pruned.in1k,14.480,85.520,46.107,53.893,10.59,300,0.904,bicubic,-79.910,-52.633,+3 +efficientnet_b2.ra_in1k,14.440,85.560,46.053,53.947,9.11,288,1.000,bicubic,-80.180,-52.727,-33 +poolformer_s24.sail_in1k,14.267,85.733,47.360,52.640,21.39,224,0.900,bicubic,-80.293,-51.540,-26 +legacy_seresnext101_32x4d.in1k,14.173,85.827,43.000,57.000,48.96,224,0.875,bilinear,-80.197,-55.580,+2 +fbnetv3_d.ra2_in1k,14.093,85.907,46.467,53.533,10.31,256,0.950,bilinear,-79.827,-52.153,+59 +gernet_m.idstcv_in1k,14.080,85.920,46.080,53.920,21.14,224,0.875,bilinear,-80.540,-52.830,-40 +pvt_v2_b1.in1k,14.027,85.973,47.733,52.267,14.01,224,0.900,bicubic,-79.773,-50.927,+73 +repvit_m2.dist_in1k,14.013,85.987,46.373,53.627,8.80,224,0.950,bicubic,-80.727,-52.337,-69 +mobilevitv2_125.cvnets_in1k,14.013,85.987,45.027,54.973,7.48,256,0.888,bicubic,-79.947,-53.523,+53 +dpn68b.ra_in1k,13.893,86.107,40.307,59.693,12.61,288,1.000,bicubic,-80.107,-58.193,+47 +resnext101_32x4d.gluon_in1k,13.853,86.147,41.640,58.360,44.18,224,0.875,bicubic,-80.687,-57.140,-26 +seresnext50_32x4d.gluon_in1k,13.627,86.373,43.773,56.227,27.56,224,0.875,bicubic,-80.703,-54.837,0 +fastvit_t12.apple_in1k,13.613,86.387,43.307,56.693,7.55,256,0.900,bicubic,-80.307,-55.303,+54 +pit_xs_distilled_224.in1k,13.573,86.427,45.173,54.827,11.00,224,0.900,bicubic,-80.207,-53.327,+67 +resnet152.a3_in1k,13.547,86.453,43.387,56.613,60.19,224,0.950,bicubic,-81.183,-55.293,-70 +resmlp_36_224.fb_in1k,13.467,86.533,46.667,53.333,44.69,224,0.875,bicubic,-80.723,-51.943,+11 +repvgg_b2g4.rvgg_in1k,13.467,86.533,43.853,56.147,61.76,224,0.875,bilinear,-80.413,-54.807,+57 +efficientformerv2_s1.snap_dist_in1k,13.453,86.547,42.933,57.067,6.19,224,0.950,bicubic,-80.747,-55.707,+9 +vit_small_patch16_224.augreg_in1k,13.387,86.613,41.427,58.573,22.05,224,0.900,bicubic,-80.503,-57.013,+52 +eca_botnext26ts_256.c1_in1k,13.320,86.680,42.133,57.867,10.59,256,0.950,bicubic,-80.460,-56.487,+62 +visformer_tiny.in1k,13.307,86.693,43.933,56.067,10.32,224,0.900,bicubic,-80.253,-54.457,+86 +regnetx_320.pycls_in1k,13.293,86.707,40.747,59.253,107.81,224,0.875,bicubic,-81.157,-58.173,-22 +resnet101d.gluon_in1k,13.200,86.800,41.547,58.453,44.57,224,0.875,bicubic,-81.030,-56.993,+1 +efficientnet_b3_pruned.in1k,13.160,86.840,45.200,54.800,9.86,300,0.904,bicubic,-81.470,-53.560,-62 +resnet50.b1k_in1k,13.093,86.907,43.947,56.053,25.56,288,1.000,bicubic,-81.767,-54.863,-101 +mixnet_xl.ra_in1k,13.080,86.920,43.213,56.787,11.90,224,0.875,bicubic,-81.100,-55.107,+4 +cspresnext50.ra_in1k,13.053,86.947,44.973,55.027,20.57,256,0.887,bilinear,-81.777,-53.837,-96 +efficientformer_l1.snap_dist_in1k,13.013,86.987,45.600,54.400,12.29,224,0.950,bicubic,-81.467,-53.230,-35 +regnetx_016.tv2_in1k,13.000,87.000,45.427,54.573,9.19,224,0.965,bicubic,-81.130,-53.193,+13 +repvit_m1_0.dist_300e_in1k,13.000,87.000,44.413,55.587,7.30,224,0.950,bicubic,-81.300,-54.437,-13 +nf_regnet_b1.ra2_in1k,12.947,87.053,44.373,55.627,10.22,288,0.900,bicubic,-81.163,-54.247,+12 +eca_halonext26ts.c1_in1k,12.947,87.053,42.813,57.187,10.76,256,0.940,bicubic,-81.093,-55.677,+21 +mobilevit_s.cvnets_in1k,12.907,87.093,40.760,59.240,5.58,256,0.900,bicubic,-80.253,-57.560,+120 +pit_xs_224.in1k,12.827,87.173,42.813,57.187,10.62,224,0.900,bicubic,-80.273,-55.517,+126 +tf_efficientnet_b3.in1k,12.787,87.213,43.627,56.373,12.23,300,0.904,bicubic,-81.753,-55.223,-53 +resnet50.b2k_in1k,12.760,87.240,44.133,55.867,25.56,288,1.000,bicubic,-81.970,-54.797,-93 +resnext50_32x4d.tv2_in1k,12.693,87.307,43.093,56.907,25.03,224,0.965,bilinear,-81.927,-55.617,-70 +inception_v3.gluon_in1k,12.640,87.360,40.427,59.573,23.83,299,0.875,bicubic,-80.830,-58.143,+83 +tresnet_m.miil_in1k,12.613,87.387,41.907,58.093,31.39,224,0.875,bilinear,-82.007,-56.643,-69 +resnet50.a1h_in1k,12.587,87.413,44.240,55.760,25.56,224,1.000,bicubic,-82.183,-54.230,-106 +crossvit_9_dagger_240.in1k,12.560,87.440,41.720,58.280,8.78,240,0.875,bicubic,-80.330,-56.520,+140 +efficientvit_b1.r256_in1k,12.547,87.453,42.120,57.880,9.10,256,1.000,bicubic,-81.543,-56.240,+5 +resnetblur50.bt_in1k,12.493,87.507,44.160,55.840,25.56,288,0.950,bicubic,-81.967,-54.680,-47 +resmlp_24_224.fb_in1k,12.493,87.507,43.413,56.587,30.02,224,0.875,bicubic,-81.537,-55.247,+12 +convnext_femto_ols.d1_in1k,12.480,87.520,43.933,56.067,5.23,288,0.950,bicubic,-81.440,-54.667,+20 +coat_lite_tiny.in1k,12.467,87.533,41.053,58.947,5.72,224,0.900,bicubic,-80.773,-57.207,+101 +efficientnet_em.ra2_in1k,12.400,87.600,43.933,56.067,6.90,240,0.882,bicubic,-81.430,-54.887,+28 +regnety_120.pycls_in1k,12.400,87.600,42.173,57.827,51.82,224,0.875,bicubic,-82.070,-56.597,-53 +regnety_160.pycls_in1k,12.227,87.773,41.387,58.613,83.59,224,0.875,bicubic,-82.133,-57.473,-41 +resnet50.a2_in1k,12.173,87.827,40.453,59.547,25.56,288,1.000,bicubic,-82.457,-58.207,-87 +ecaresnet50t.a3_in1k,12.147,87.853,41.573,58.427,25.57,224,0.950,bicubic,-82.203,-57.097,-41 +hrnet_w64.ms_in1k,12.013,87.987,40.827,59.173,128.06,224,0.875,bilinear,-82.017,-57.503,+2 +cspdarknet53.ra_in1k,11.960,88.040,43.267,56.733,27.64,256,0.887,bilinear,-82.700,-55.583,-97 +xcit_tiny_12_p16_224.fb_dist_in1k,11.933,88.067,40.133,59.867,6.72,224,1.000,bicubic,-81.477,-58.377,+74 +resnet101s.gluon_in1k,11.893,88.107,40.947,59.053,44.67,224,0.875,bicubic,-82.827,-57.873,-108 +resnet101.a3_in1k,11.867,88.133,40.840,59.160,44.55,224,0.950,bicubic,-82.163,-57.750,-4 +gmixer_24_224.ra3_in1k,11.867,88.133,37.800,62.200,24.72,224,0.875,bicubic,-80.963,-60.080,+128 +nf_resnet50.ra2_in1k,11.773,88.227,45.907,54.093,25.56,288,0.940,bicubic,-82.767,-52.723,-75 +fbnetv3_b.ra2_in1k,11.760,88.240,44.400,55.600,8.60,256,0.950,bilinear,-82.210,-54.090,-1 +dpn92.mx_in1k,11.640,88.360,40.160,59.840,37.67,224,0.875,bicubic,-82.650,-58.590,-41 +botnet26t_256.c1_in1k,11.613,88.387,40.107,59.893,12.49,256,0.950,bicubic,-81.897,-58.213,+53 +convnextv2_femto.fcmae_ft_in1k,11.600,88.400,40.800,59.200,5.23,288,0.950,bicubic,-82.590,-57.860,-33 dla102x2.in1k,11.560,88.440,41.293,58.707,41.28,224,0.875,bilinear,-82.410,-57.227,-3 -vit_small_patch32_224.augreg_in21k_ft_in1k,11.507,88.493,39.547,60.453,22.88,224,0.900,bicubic,-80.533,-58.743,+161 -levit_128.fb_dist_in1k,11.440,88.560,40.187,59.813,9.21,224,0.900,bicubic,-81.900,-58.183,+64 -levit_conv_128.fb_dist_in1k,11.440,88.560,40.173,59.827,9.21,224,0.900,bicubic,-81.910,-58.197,+61 -lambda_resnet26t.c1_in1k,11.387,88.613,40.187,59.813,10.96,256,0.940,bicubic,-82.443,-58.463,+9 -seresnext26t_32x4d.bt_in1k,11.373,88.627,41.107,58.893,16.81,288,0.950,bicubic,-82.187,-57.383,+36 -regnety_080.pycls_in1k,11.373,88.627,40.613,59.387,39.18,224,0.875,bicubic,-82.797,-58.007,-35 -tf_efficientnet_el.in1k,11.347,88.653,42.040,57.960,10.59,300,0.904,bicubic,-83.053,-56.670,-62 -efficientnet_b2_pruned.in1k,11.333,88.667,42.040,57.960,8.31,260,0.890,bicubic,-82.807,-56.670,-28 -resnet50.ra_in1k,11.333,88.667,41.013,58.987,25.56,288,0.950,bicubic,-82.877,-57.607,-45 -convnext_femto.d1_in1k,11.213,88.787,42.773,57.227,5.22,288,0.950,bicubic,-82.717,-55.747,-10 -xcit_nano_12_p16_384.fb_dist_in1k,11.213,88.787,39.827,60.173,3.05,384,1.000,bicubic,-80.617,-57.863,+164 -resnet152c.gluon_in1k,11.120,88.880,37.133,62.867,60.21,224,0.875,bicubic,-83.040,-61.457,-38 -hrnet_w48.ms_in1k,11.093,88.907,40.280,59.720,77.47,224,0.875,bilinear,-82.827,-58.330,-11 -halonet26t.a1h_in1k,11.093,88.907,38.800,61.200,12.48,256,0.950,bicubic,-82.907,-59.540,-20 -vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,11.080,88.920,39.933,60.067,6.36,384,1.000,bicubic,-80.960,-58.297,+146 -mobilevitv2_100.cvnets_in1k,11.067,88.933,40.613,59.387,4.90,256,0.888,bicubic,-82.223,-57.667,+59 -inception_v3.tf_adv_in1k,11.013,88.987,36.733,63.267,23.83,299,0.875,bicubic,-81.887,-61.407,+92 -tf_efficientnet_b0.ns_jft_in1k,11.000,89.000,40.093,59.907,5.29,224,0.875,bicubic,-82.620,-58.547,+19 -tf_efficientnetv2_b2.in1k,11.000,89.000,39.747,60.253,10.10,260,0.890,bicubic,-83.420,-58.833,-76 -seresnext26d_32x4d.bt_in1k,10.987,89.013,41.347,58.653,16.81,288,0.950,bicubic,-82.453,-56.983,+35 -xcit_tiny_12_p16_224.fb_in1k,10.987,89.013,37.067,62.933,6.72,224,1.000,bicubic,-81.523,-61.173,+116 -regnety_008_tv.tv2_in1k,10.840,89.160,40.547,59.453,6.43,224,0.965,bicubic,-82.850,-57.943,+6 +xception41.tf_in1k,11.560,88.440,39.067,60.933,26.97,299,0.903,bicubic,-81.870,-59.153,+61 +vit_small_patch32_224.augreg_in21k_ft_in1k,11.507,88.493,39.547,60.453,22.88,224,0.900,bicubic,-80.533,-58.743,+176 +efficientvit_b1.r224_in1k,11.493,88.507,40.200,59.800,9.10,224,0.950,bicubic,-82.017,-58.100,+47 +levit_128.fb_dist_in1k,11.440,88.560,40.187,59.813,9.21,224,0.900,bicubic,-81.890,-58.333,+69 +levit_conv_128.fb_dist_in1k,11.440,88.560,40.173,59.827,9.21,224,0.900,bicubic,-81.910,-58.197,+66 +lambda_resnet26t.c1_in1k,11.387,88.613,40.187,59.813,10.96,256,0.940,bicubic,-82.443,-58.463,+8 +seresnext26t_32x4d.bt_in1k,11.373,88.627,41.107,58.893,16.81,288,0.950,bicubic,-82.187,-57.383,+37 +regnety_080.pycls_in1k,11.373,88.627,40.613,59.387,39.18,224,0.875,bicubic,-82.797,-57.987,-39 +efficientnet_b2_pruned.in1k,11.333,88.667,42.040,57.960,8.31,260,0.890,bicubic,-82.807,-56.670,-31 +resnet50.ra_in1k,11.333,88.667,41.013,58.987,25.56,288,0.950,bicubic,-82.877,-57.607,-48 +tf_efficientnet_el.in1k,11.320,88.680,42.053,57.947,10.59,300,0.904,bicubic,-83.080,-56.657,-71 +xcit_nano_12_p16_384.fb_dist_in1k,11.227,88.773,39.853,60.147,3.05,384,1.000,bicubic,-80.603,-58.167,+180 +convnext_femto.d1_in1k,11.213,88.787,42.773,57.227,5.22,288,0.950,bicubic,-82.717,-55.747,-13 +resnet152c.gluon_in1k,11.107,88.893,37.133,62.867,60.21,224,0.875,bicubic,-83.053,-61.457,-42 +hrnet_w48.ms_in1k,11.093,88.907,40.307,59.693,77.47,224,0.875,bilinear,-82.827,-58.433,-13 +vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,11.093,88.907,39.933,60.067,6.36,384,1.000,bicubic,-80.947,-58.297,+160 +halonet26t.a1h_in1k,11.093,88.907,38.800,61.200,12.48,256,0.950,bicubic,-82.907,-59.540,-22 +mobilevitv2_100.cvnets_in1k,11.067,88.933,40.613,59.387,4.90,256,0.888,bicubic,-82.233,-57.667,+63 +tf_efficientnet_b0.ns_jft_in1k,11.000,89.000,40.080,59.920,5.29,224,0.875,bicubic,-82.620,-58.560,+19 +tf_efficientnetv2_b2.in1k,11.000,89.000,39.747,60.253,10.10,260,0.890,bicubic,-83.420,-58.833,-82 +inception_v3.tf_adv_in1k,11.000,89.000,36.720,63.280,23.83,299,0.875,bicubic,-81.900,-61.420,+98 +seresnext26d_32x4d.bt_in1k,10.987,89.013,41.347,58.653,16.81,288,0.950,bicubic,-82.453,-56.983,+39 +xcit_tiny_12_p16_224.fb_in1k,10.987,89.013,37.067,62.933,6.72,224,1.000,bicubic,-81.523,-61.173,+126 +regnety_008_tv.tv2_in1k,10.840,89.160,40.533,59.467,6.43,224,0.965,bicubic,-82.850,-57.957,+6 resnet34d.ra2_in1k,10.827,89.173,38.653,61.347,21.82,288,0.950,bicubic,-82.813,-59.887,+8 -dpn107.mx_in1k,10.827,89.173,38.307,61.693,86.92,224,0.875,bicubic,-83.513,-60.193,-71 -inception_v3.tf_in1k,10.827,89.173,36.853,63.147,23.83,299,0.875,bicubic,-82.493,-61.527,+47 -xcit_nano_12_p8_224.fb_dist_in1k,10.760,89.240,38.120,61.880,3.05,224,1.000,bicubic,-81.330,-60.040,+132 -tf_efficientnet_b2.ap_in1k,10.547,89.453,40.133,59.867,9.11,260,0.890,bicubic,-83.963,-58.487,-96 -densenetblur121d.ra_in1k,10.547,89.453,39.707,60.293,8.00,288,0.950,bicubic,-82.073,-58.553,+100 -dpn131.mx_in1k,10.533,89.467,36.787,63.213,79.25,224,0.875,bicubic,-83.517,-61.923,-42 -rexnet_130.nav_in1k,10.413,89.587,41.547,58.453,7.56,224,0.875,bicubic,-83.487,-56.853,-24 -hrnet_w44.ms_in1k,10.307,89.693,39.480,60.520,67.06,224,0.875,bilinear,-83.243,-59.120,+12 -xcit_nano_12_p8_224.fb_in1k,10.293,89.707,36.960,63.040,3.05,224,1.000,bicubic,-80.717,-60.820,+166 -resnext50_32x4d.a3_in1k,10.253,89.747,38.200,61.800,25.03,224,0.950,bicubic,-83.407,-60.320,-2 -lambda_resnet26rpt_256.c1_in1k,10.227,89.773,38.120,61.880,10.99,256,0.940,bicubic,-83.483,-60.400,-7 -resnext101_32x8d.tv_in1k,10.173,89.827,37.747,62.253,88.79,224,0.875,bilinear,-83.647,-60.833,-21 -regnetx_160.pycls_in1k,10.133,89.867,38.053,61.947,54.28,224,0.875,bicubic,-84.007,-60.467,-58 -legacy_seresnext50_32x4d.in1k,10.093,89.907,39.213,60.787,27.56,224,0.875,bilinear,-83.657,-59.367,-16 -resnetrs50.tf_in1k,10.053,89.947,37.560,62.440,35.69,224,0.910,bicubic,-84.267,-60.970,-83 -dpn98.mx_in1k,10.013,89.987,36.187,63.813,61.57,224,0.875,bicubic,-84.147,-62.453,-64 -inception_v3.tv_in1k,10.013,89.987,35.213,64.787,23.83,299,0.875,bicubic,-82.737,-63.057,+80 -efficientnet_b1.ft_in1k,10.000,90.000,37.600,62.400,7.79,256,1.000,bicubic,-83.250,-60.690,+35 -legacy_xception.tf_in1k,9.987,90.013,37.987,62.013,22.86,299,0.897,bicubic,-83.473,-60.543,+12 -resnet33ts.ra2_in1k,9.973,90.027,39.813,60.187,19.68,288,1.000,bicubic,-84.127,-58.837,-59 -regnety_064.pycls_in1k,9.933,90.067,39.093,60.907,30.58,224,0.875,bicubic,-84.207,-59.657,-65 -resnet152.gluon_in1k,9.747,90.253,36.067,63.933,60.19,224,0.875,bicubic,-84.323,-62.393,-59 -tf_efficientnet_lite3.in1k,9.680,90.320,39.013,60.987,8.20,300,0.904,bilinear,-84.520,-59.617,-81 -tf_efficientnet_b2.aa_in1k,9.667,90.333,38.893,61.107,9.11,260,0.890,bicubic,-84.713,-59.717,-101 -tf_efficientnet_cc_b1_8e.in1k,9.573,90.427,36.827,63.173,39.72,240,0.882,bicubic,-84.347,-61.433,-44 -res2net101_26w_4s.in1k,9.507,90.493,35.093,64.907,45.21,224,0.875,bilinear,-84.213,-63.227,-23 -resnet50.ram_in1k,9.480,90.520,35.507,64.493,25.56,288,0.950,bicubic,-85.040,-63.143,-120 -legacy_seresnet152.in1k,9.333,90.667,37.373,62.627,66.82,224,0.875,bilinear,-84.037,-60.967,+11 -cspresnet50.ra_in1k,9.280,90.720,39.613,60.387,21.62,256,0.887,bilinear,-84.470,-59.027,-32 -resnet34.a1_in1k,9.267,90.733,34.947,65.053,21.80,288,1.000,bicubic,-83.833,-63.373,+36 -hrnet_w40.ms_in1k,9.253,90.747,36.947,63.053,57.56,224,0.875,bilinear,-84.247,-61.623,-5 -resnet32ts.ra2_in1k,9.213,90.787,38.613,61.387,17.96,288,1.000,bicubic,-84.617,-60.027,-44 -regnetx_120.pycls_in1k,9.213,90.787,37.200,62.800,46.11,224,0.875,bicubic,-85.017,-61.470,-93 -crossvit_tiny_240.in1k,9.107,90.893,34.600,65.400,7.01,240,0.875,bicubic,-81.123,-62.990,+161 -resnest26d.gluon_in1k,9.053,90.947,37.827,62.173,17.07,224,0.875,bilinear,-84.267,-60.533,+10 -resnet50d.a3_in1k,9.040,90.960,37.320,62.680,25.58,224,0.950,bicubic,-84.430,-61.130,-6 -vit_tiny_patch16_224.augreg_in21k_ft_in1k,9.040,90.960,34.627,65.373,5.72,224,0.900,bicubic,-82.720,-63.143,+117 -gcresnext26ts.ch_in1k,8.987,91.013,36.920,63.080,10.48,288,1.000,bicubic,-84.173,-61.450,+24 -vit_base_patch16_224.sam_in1k,8.987,91.013,36.120,63.880,86.57,224,0.900,bicubic,-85.163,-62.380,-86 -regnety_040.pycls_in1k,8.933,91.067,37.053,62.947,20.65,224,0.875,bicubic,-84.947,-61.467,-55 -resnext50_32x4d.gluon_in1k,8.933,91.067,36.307,63.693,25.03,224,0.875,bicubic,-84.877,-62.113,-49 -bat_resnext26ts.ch_in1k,8.893,91.107,36.440,63.560,10.73,256,0.900,bicubic,-84.427,-62.180,+5 -rexnet_100.nav_in1k,8.893,91.107,36.400,63.600,4.80,224,0.875,bicubic,-84.127,-61.900,+33 -mixnet_l.ft_in1k,8.880,91.120,36.227,63.773,7.33,224,0.875,bicubic,-84.550,-61.993,-11 -convit_tiny.fb_in1k,8.867,91.133,34.307,65.693,5.71,224,0.875,bicubic,-81.793,-63.423,+142 -mobilenetv3_large_100.miil_in21k_ft_in1k,8.853,91.147,33.067,66.933,5.48,224,0.875,bilinear,-83.407,-64.563,+81 -hrnet_w18.ms_aug_in1k,8.747,91.253,38.787,61.213,21.30,224,0.950,bilinear,-84.803,-59.913,-26 -levit_conv_128s.fb_dist_in1k,8.653,91.347,33.093,66.907,7.78,224,0.900,bicubic,-83.307,-64.967,+98 -resnet50.bt_in1k,8.640,91.360,38.720,61.280,25.56,288,0.950,bicubic,-85.670,-59.920,-117 -dla169.in1k,8.640,91.360,35.973,64.027,53.39,224,0.875,bilinear,-84.720,-62.637,-9 -levit_128s.fb_dist_in1k,8.640,91.360,33.067,66.933,7.78,224,0.900,bicubic,-83.320,-64.993,+95 -mixer_b16_224.goog_in21k_ft_in1k,8.627,91.373,29.413,70.587,59.88,224,0.875,bicubic,-83.253,-67.847,+97 -hrnet_w30.ms_in1k,8.587,91.413,37.040,62.960,37.71,224,0.875,bilinear,-84.613,-61.450,+3 -eca_resnext26ts.ch_in1k,8.560,91.440,36.827,63.173,10.30,288,1.000,bicubic,-84.500,-61.573,+18 -legacy_seresnet101.in1k,8.560,91.440,35.960,64.040,49.33,224,0.875,bilinear,-84.750,-62.560,-5 -convnext_atto_ols.a2_in1k,8.533,91.467,35.000,65.000,3.70,288,0.950,bicubic,-84.557,-63.470,+12 -tf_efficientnet_b2.in1k,8.520,91.480,36.507,63.493,9.11,260,0.890,bicubic,-85.590,-61.943,-97 -tf_efficientnet_b1.ap_in1k,8.453,91.547,35.213,64.787,7.79,240,0.882,bicubic,-85.227,-63.147,-52 -repvgg_b2.rvgg_in1k,8.440,91.560,36.480,63.520,89.02,224,0.875,bilinear,-85.060,-62.020,-34 -resmlp_12_224.fb_distilled_in1k,8.307,91.693,36.853,63.147,15.35,224,0.875,bicubic,-84.513,-61.287,+30 -ese_vovnet19b_dw.ra_in1k,8.280,91.720,37.000,63.000,6.54,288,0.950,bicubic,-84.870,-61.250,+2 -crossvit_9_240.in1k,8.267,91.733,34.107,65.893,8.55,240,0.875,bicubic,-82.373,-63.623,+126 -dla102x.in1k,8.200,91.800,37.027,62.973,26.31,224,0.875,bilinear,-85.300,-61.703,-36 +dpn107.mx_in1k,10.827,89.173,38.307,61.693,86.92,224,0.875,bicubic,-83.513,-60.193,-77 +inception_v3.tf_in1k,10.827,89.173,36.853,63.147,23.83,299,0.875,bicubic,-82.493,-61.527,+51 +mobileone_s4.apple_in1k,10.787,89.213,38.480,61.520,14.95,224,0.900,bilinear,-82.953,-59.590,-2 +xcit_nano_12_p8_224.fb_dist_in1k,10.773,89.227,38.120,61.880,3.05,224,1.000,bicubic,-81.307,-59.790,+144 +densenetblur121d.ra_in1k,10.547,89.453,39.707,60.293,8.00,288,0.950,bicubic,-82.073,-58.553,+109 +tf_efficientnet_b2.ap_in1k,10.533,89.467,40.133,59.867,9.11,260,0.890,bicubic,-83.977,-58.487,-105 +dpn131.mx_in1k,10.533,89.467,36.787,63.213,79.25,224,0.875,bicubic,-83.517,-61.923,-44 +rexnet_130.nav_in1k,10.413,89.587,41.547,58.453,7.56,224,0.875,bicubic,-83.487,-56.853,-26 +repvit_m0_9.dist_450e_in1k,10.400,89.600,40.120,59.880,5.49,224,0.950,bicubic,-83.200,-58.380,+7 +hrnet_w44.ms_in1k,10.307,89.693,39.493,60.507,67.06,224,0.875,bilinear,-83.243,-59.107,+11 +xcit_nano_12_p8_224.fb_in1k,10.307,89.693,36.973,63.027,3.05,224,1.000,bicubic,-80.703,-60.797,+180 +resnext50_32x4d.a3_in1k,10.267,89.733,38.200,61.800,25.03,224,0.950,bicubic,-83.393,-60.320,-4 +lambda_resnet26rpt_256.c1_in1k,10.227,89.773,38.133,61.867,10.99,256,0.940,bicubic,-83.483,-60.387,-9 +resnext101_32x8d.tv_in1k,10.173,89.827,37.747,62.253,88.79,224,0.875,bilinear,-83.647,-60.833,-24 +regnetx_160.pycls_in1k,10.133,89.867,38.053,61.947,54.28,224,0.875,bicubic,-84.007,-60.467,-64 +legacy_seresnext50_32x4d.in1k,10.093,89.907,39.213,60.787,27.56,224,0.875,bilinear,-83.657,-59.367,-20 +resnetrs50.tf_in1k,10.053,89.947,37.573,62.427,35.69,224,0.910,bicubic,-84.267,-61.067,-90 +dpn98.mx_in1k,10.013,89.987,36.173,63.827,61.57,224,0.875,bicubic,-84.147,-62.467,-70 +inception_v3.tv_in1k,10.013,89.987,35.227,64.773,23.83,299,0.875,bicubic,-82.717,-62.743,+88 +efficientnet_b1.ft_in1k,10.000,90.000,37.600,62.400,7.79,256,1.000,bicubic,-83.250,-60.690,+38 +legacy_xception.tf_in1k,9.987,90.013,37.987,62.013,22.86,299,0.897,bicubic,-83.473,-60.543,+13 +resnet33ts.ra2_in1k,9.947,90.053,39.840,60.160,19.68,288,1.000,bicubic,-84.153,-58.810,-64 +regnety_064.pycls_in1k,9.933,90.067,39.093,60.907,30.58,224,0.875,bicubic,-84.207,-59.657,-71 +resnet152.gluon_in1k,9.733,90.267,36.093,63.907,60.19,224,0.875,bicubic,-84.337,-62.367,-63 +tf_efficientnet_lite3.in1k,9.680,90.320,39.013,60.987,8.20,300,0.904,bilinear,-84.520,-59.617,-87 +tf_efficientnet_b2.aa_in1k,9.667,90.333,38.893,61.107,9.11,260,0.890,bicubic,-84.713,-59.717,-109 +tf_efficientnet_cc_b1_8e.in1k,9.573,90.427,36.840,63.160,39.72,240,0.882,bicubic,-84.347,-61.420,-47 +res2net101_26w_4s.in1k,9.507,90.493,35.093,64.907,45.21,224,0.875,bilinear,-84.213,-63.217,-25 +resnet50.ram_in1k,9.480,90.520,35.507,64.493,25.56,288,0.950,bicubic,-85.040,-63.143,-129 +legacy_seresnet152.in1k,9.333,90.667,37.373,62.627,66.82,224,0.875,bilinear,-84.047,-60.967,+13 +cspresnet50.ra_in1k,9.293,90.707,39.613,60.387,21.62,256,0.887,bilinear,-84.447,-59.027,-32 +repvit_m0_9.dist_300e_in1k,9.293,90.707,38.840,61.160,5.49,224,0.950,bicubic,-84.147,-59.870,+3 +resnet34.a1_in1k,9.267,90.733,34.947,65.053,21.80,288,1.000,bicubic,-83.833,-63.363,+38 +hrnet_w40.ms_in1k,9.240,90.760,36.920,63.080,57.56,224,0.875,bilinear,-84.260,-61.620,-6 +resnet32ts.ra2_in1k,9.213,90.787,38.600,61.400,17.96,288,1.000,bicubic,-84.617,-60.040,-48 +regnetx_120.pycls_in1k,9.213,90.787,37.200,62.800,46.11,224,0.875,bicubic,-85.017,-61.470,-100 +crossvit_tiny_240.in1k,9.133,90.867,34.600,65.400,7.01,240,0.875,bicubic,-81.097,-62.990,+179 +resnest26d.gluon_in1k,9.053,90.947,37.840,62.160,17.07,224,0.875,bilinear,-84.267,-60.520,+11 +vit_tiny_patch16_224.augreg_in21k_ft_in1k,9.053,90.947,34.627,65.373,5.72,224,0.900,bicubic,-82.717,-63.413,+130 +resnet50d.a3_in1k,9.040,90.960,37.307,62.693,25.58,224,0.950,bicubic,-84.440,-61.143,-8 +gcresnext26ts.ch_in1k,8.987,91.013,36.920,63.080,10.48,288,1.000,bicubic,-84.173,-61.450,+26 +vit_base_patch16_224.sam_in1k,8.987,91.013,36.133,63.867,86.57,224,0.900,bicubic,-85.163,-62.367,-93 +regnety_040.pycls_in1k,8.933,91.067,37.067,62.933,20.65,224,0.875,bicubic,-84.947,-61.453,-59 +resnext50_32x4d.gluon_in1k,8.933,91.067,36.293,63.707,25.03,224,0.875,bicubic,-84.877,-62.127,-53 +rexnet_100.nav_in1k,8.893,91.107,36.413,63.587,4.80,224,0.875,bicubic,-84.127,-61.777,+33 +mixnet_l.ft_in1k,8.893,91.107,36.240,63.760,7.33,224,0.875,bicubic,-84.537,-62.190,-8 +efficientvit_m5.r224_in1k,8.893,91.107,34.587,65.413,12.47,224,0.875,bicubic,-83.567,-63.403,+82 +bat_resnext26ts.ch_in1k,8.880,91.120,36.453,63.547,10.73,256,0.900,bicubic,-84.440,-62.167,+3 +convit_tiny.fb_in1k,8.867,91.133,34.307,65.693,5.71,224,0.875,bicubic,-81.793,-63.423,+156 +mobilenetv3_large_100.miil_in21k_ft_in1k,8.853,91.147,33.080,66.920,5.48,224,0.875,bilinear,-83.407,-64.540,+90 +hrnet_w18.ms_aug_in1k,8.747,91.253,38.787,61.213,21.30,224,0.950,bilinear,-84.803,-59.913,-29 +resnet50.bt_in1k,8.653,91.347,38.720,61.280,25.56,288,0.950,bicubic,-85.667,-59.810,-127 +levit_conv_128s.fb_dist_in1k,8.653,91.347,33.093,66.907,7.78,224,0.900,bicubic,-83.307,-64.967,+107 +dla169.in1k,8.640,91.360,36.000,64.000,53.39,224,0.875,bilinear,-84.710,-62.600,-10 +levit_128s.fb_dist_in1k,8.640,91.360,33.067,66.933,7.78,224,0.900,bicubic,-83.320,-64.823,+103 +mixer_b16_224.goog_in21k_ft_in1k,8.627,91.373,29.413,70.587,59.88,224,0.875,bicubic,-83.253,-68.627,+109 +repvit_m1.dist_in1k,8.613,91.387,37.293,62.707,5.49,224,0.950,bicubic,-84.677,-61.147,0 +hrnet_w30.ms_in1k,8.587,91.413,37.067,62.933,37.71,224,0.875,bilinear,-84.613,-61.423,+3 +eca_resnext26ts.ch_in1k,8.560,91.440,36.827,63.173,10.30,288,1.000,bicubic,-84.500,-61.573,+17 +ghostnetv2_160.in1k,8.560,91.440,36.627,63.373,12.39,224,0.875,bicubic,-84.430,-61.603,+23 +legacy_seresnet101.in1k,8.533,91.467,35.960,64.040,49.33,224,0.875,bilinear,-84.777,-62.560,-8 +convnext_atto_ols.a2_in1k,8.533,91.467,35.000,65.000,3.70,288,0.950,bicubic,-84.557,-63.470,+13 +tf_efficientnet_b2.in1k,8.520,91.480,36.520,63.480,9.11,260,0.890,bicubic,-85.590,-61.930,-106 +tf_efficientnet_b1.ap_in1k,8.453,91.547,35.240,64.760,7.79,240,0.882,bicubic,-85.227,-63.120,-58 +repvgg_b2.rvgg_in1k,8.440,91.560,36.480,63.520,89.02,224,0.875,bilinear,-85.060,-62.090,-38 +ese_vovnet19b_dw.ra_in1k,8.307,91.693,36.973,63.027,6.54,288,0.950,bicubic,-84.843,-61.277,+2 +resmlp_12_224.fb_distilled_in1k,8.307,91.693,36.853,63.147,15.35,224,0.875,bicubic,-84.513,-61.287,+31 +crossvit_9_240.in1k,8.280,91.720,34.107,65.893,8.55,240,0.875,bicubic,-82.350,-63.623,+139 +dla102x.in1k,8.187,91.813,37.067,62.933,26.31,224,0.875,bilinear,-85.303,-61.433,-39 seresnext26ts.ch_in1k,8.147,91.853,36.093,63.907,10.39,288,1.000,bicubic,-84.813,-62.087,+17 -hrnet_w32.ms_in1k,8.067,91.933,37.547,62.453,41.23,224,0.875,bilinear,-85.463,-60.913,-43 -resnet101c.gluon_in1k,8.027,91.973,33.320,66.680,44.57,224,0.875,bicubic,-85.643,-65.100,-59 -vit_base_patch32_224.augreg_in1k,7.987,92.013,30.453,69.547,88.22,224,0.900,bicubic,-83.203,-66.937,+103 -cs3darknet_m.c2ns_in1k,7.960,92.040,36.507,63.493,9.31,288,0.950,bicubic,-85.380,-62.093,-26 +hrnet_w32.ms_in1k,8.053,91.947,37.560,62.440,41.23,224,0.875,bilinear,-85.477,-60.890,-48 +resnet101c.gluon_in1k,8.027,91.973,33.320,66.680,44.57,224,0.875,bicubic,-85.643,-65.100,-65 +vit_base_patch32_224.augreg_in1k,7.987,92.013,30.453,69.547,88.22,224,0.900,bicubic,-83.203,-66.937,+113 +cs3darknet_m.c2ns_in1k,7.960,92.040,36.507,63.493,9.31,288,0.950,bicubic,-85.390,-62.103,-29 poolformerv2_s12.sail_in1k,7.960,92.040,34.560,65.440,11.89,224,1.000,bicubic,-85.000,-63.800,+13 -resnet50d.gluon_in1k,7.947,92.053,35.000,65.000,25.58,224,0.875,bicubic,-85.803,-63.390,-71 -resnet26t.ra2_in1k,7.893,92.107,36.720,63.280,16.01,320,1.000,bicubic,-85.307,-61.690,-16 -res2net50_26w_8s.in1k,7.853,92.147,33.707,66.293,48.40,224,0.875,bilinear,-85.537,-64.463,-34 -dla60_res2next.in1k,7.800,92.200,34.973,65.027,17.03,224,0.875,bilinear,-85.390,-63.427,-16 -mobilevitv2_075.cvnets_in1k,7.773,92.227,33.720,66.280,2.87,256,0.888,bicubic,-83.987,-64.140,+80 -convnextv2_atto.fcmae_ft_in1k,7.773,92.227,32.907,67.093,3.71,288,0.950,bicubic,-85.197,-65.253,+6 -mobilevit_xs.cvnets_in1k,7.747,92.253,32.520,67.480,2.32,256,0.900,bicubic,-83.053,-65.410,+105 -tf_efficientnetv2_b1.in1k,7.707,92.293,34.653,65.347,8.14,240,0.882,bicubic,-86.243,-63.967,-102 -deit_tiny_distilled_patch16_224.fb_in1k,7.707,92.293,33.507,66.493,5.91,224,0.900,bicubic,-83.003,-64.053,+108 -regnety_032.pycls_in1k,7.693,92.307,34.293,65.707,19.44,224,0.875,bicubic,-85.717,-64.347,-44 -efficientformerv2_s0.snap_dist_in1k,7.680,92.320,32.680,67.320,3.60,224,0.950,bicubic,-84.290,-65.210,+63 +resnet50d.gluon_in1k,7.947,92.053,34.987,65.013,25.58,224,0.875,bicubic,-85.803,-63.403,-79 +resnet26t.ra2_in1k,7.893,92.107,36.720,63.280,16.01,320,1.000,bicubic,-85.307,-61.690,-17 +fastvit_t8.apple_dist_in1k,7.853,92.147,34.667,65.333,4.03,256,0.900,bicubic,-84.687,-63.503,+43 +res2net50_26w_8s.in1k,7.853,92.147,33.707,66.293,48.40,224,0.875,bilinear,-85.537,-64.463,-37 +dla60_res2next.in1k,7.840,92.160,34.960,65.040,17.03,224,0.875,bilinear,-85.350,-63.440,-18 +repghostnet_200.in1k,7.800,92.200,37.200,62.800,9.80,224,0.875,bicubic,-85.700,-61.530,-52 +mobilevitv2_075.cvnets_in1k,7.773,92.227,33.720,66.280,2.87,256,0.888,bicubic,-83.987,-64.060,+87 +convnextv2_atto.fcmae_ft_in1k,7.773,92.227,32.907,67.093,3.71,288,0.950,bicubic,-85.197,-65.253,+4 +mobilevit_xs.cvnets_in1k,7.733,92.267,32.520,67.480,2.32,256,0.900,bicubic,-83.087,-65.410,+114 +tf_efficientnetv2_b1.in1k,7.720,92.280,34.613,65.387,8.14,240,0.882,bicubic,-86.230,-64.007,-111 +deit_tiny_distilled_patch16_224.fb_in1k,7.693,92.307,33.507,66.493,5.91,224,0.900,bicubic,-83.017,-64.053,+116 +regnety_032.pycls_in1k,7.680,92.320,34.280,65.720,19.44,224,0.875,bicubic,-85.730,-64.360,-48 +efficientformerv2_s0.snap_dist_in1k,7.667,92.333,32.653,67.347,3.60,224,0.950,bicubic,-84.293,-65.407,+72 convnext_atto.d2_in1k,7.613,92.387,35.053,64.947,3.70,288,0.950,bicubic,-85.177,-63.097,+12 -dla60_res2net.in1k,7.600,92.400,34.600,65.400,20.85,224,0.875,bilinear,-85.580,-63.840,-23 +dla60_res2net.in1k,7.600,92.400,34.613,65.387,20.85,224,0.875,bilinear,-85.570,-63.817,-27 efficientnet_b1_pruned.in1k,7.480,92.520,34.480,65.520,6.33,240,0.882,bicubic,-85.300,-63.560,+11 -regnetx_064.pycls_in1k,7.373,92.627,34.360,65.640,26.21,224,0.875,bicubic,-86.527,-64.280,-102 -wide_resnet101_2.tv_in1k,7.360,92.640,34.147,65.853,126.89,224,0.875,bilinear,-86.380,-63.923,-84 -densenet121.ra_in1k,7.320,92.680,35.453,64.547,7.98,288,0.950,bicubic,-85.200,-62.767,+26 -deit_tiny_patch16_224.fb_in1k,7.307,92.693,30.680,69.320,5.72,224,0.900,bicubic,-82.343,-66.780,+122 -regnetx_008.tv2_in1k,7.280,92.720,34.133,65.867,7.26,224,0.965,bicubic,-85.270,-64.047,+21 -resnet50s.gluon_in1k,7.280,92.720,33.453,66.547,25.68,224,0.875,bicubic,-86.360,-65.007,-78 -resnet34.a2_in1k,7.267,92.733,31.813,68.187,21.80,288,1.000,bicubic,-85.453,-66.357,+9 -edgenext_x_small.in1k,7.267,92.733,30.920,69.080,2.34,288,1.000,bicubic,-84.443,-66.680,+69 -resnet101.gluon_in1k,7.253,92.747,32.760,67.240,44.55,224,0.875,bicubic,-86.497,-65.620,-92 -hardcorenas_e.miil_green_in1k,7.240,92.760,33.280,66.720,8.07,224,0.875,bilinear,-85.340,-64.820,+15 -efficientnet_b0.ra_in1k,7.213,92.787,33.987,66.013,5.29,224,0.875,bicubic,-85.477,-64.083,+7 -tf_mixnet_l.in1k,7.173,92.827,31.680,68.320,7.33,224,0.875,bicubic,-86.147,-66.350,-46 -tf_efficientnet_b1.aa_in1k,7.147,92.853,33.027,66.973,7.79,240,0.882,bicubic,-86.343,-65.333,-68 -tf_efficientnet_cc_b0_8e.in1k,7.133,92.867,31.773,68.227,24.01,224,0.875,bicubic,-85.707,-66.407,-9 -convmixer_1024_20_ks9_p14.in1k,7.093,92.907,33.053,66.947,24.38,224,0.960,bicubic,-85.307,-65.217,+22 -resmlp_12_224.fb_in1k,7.013,92.987,33.933,66.067,15.35,224,0.875,bicubic,-85.207,-64.217,+30 -cs3darknet_focus_m.c2ns_in1k,6.933,93.067,34.587,65.413,9.30,288,0.950,bicubic,-86.037,-63.473,-22 -hardcorenas_f.miil_green_in1k,6.853,93.147,34.053,65.947,8.20,224,0.875,bilinear,-86.117,-64.337,-22 -pit_ti_distilled_224.in1k,6.840,93.160,30.947,69.053,5.10,224,0.900,bicubic,-83.930,-66.663,+80 -efficientnet_es.ra_in1k,6.693,93.307,33.987,66.013,5.44,224,0.875,bicubic,-86.467,-64.423,-43 -SelecSls60b.in1k,6.693,93.307,33.293,66.707,32.77,224,0.875,bicubic,-86.617,-64.997,-54 -res2net50_26w_6s.in1k,6.693,93.307,31.653,68.347,37.05,224,0.875,bilinear,-86.707,-66.627,-67 -poolformer_s12.sail_in1k,6.667,93.333,34.520,65.480,11.92,224,0.900,bicubic,-85.943,-63.660,0 -tinynet_a.in1k,6.653,93.347,32.227,67.773,6.19,192,0.875,bicubic,-85.787,-65.853,+9 -mixnet_m.ft_in1k,6.653,93.347,32.053,67.947,5.01,224,0.875,bicubic,-85.757,-65.817,+12 -dpn68b.mx_in1k,6.640,93.360,32.907,67.093,12.61,224,0.875,bicubic,-86.150,-65.173,-17 -legacy_seresnext26_32x4d.in1k,6.627,93.373,33.227,66.773,16.79,224,0.875,bicubic,-86.013,-64.893,-7 -tf_efficientnet_b1.in1k,6.627,93.373,32.640,67.360,7.79,240,0.882,bicubic,-86.463,-65.660,-42 -resnet50.a3_in1k,6.600,93.400,32.053,67.947,25.56,224,0.950,bicubic,-86.120,-65.957,-13 -regnety_004.tv2_in1k,6.533,93.467,30.467,69.533,4.34,224,0.965,bicubic,-85.047,-67.423,+47 -dla60x.in1k,6.493,93.507,34.080,65.920,17.35,224,0.875,bilinear,-86.587,-64.420,-44 -repvgg_b1.rvgg_in1k,6.467,93.533,33.800,66.200,57.42,224,0.875,bilinear,-86.863,-64.720,-71 -skresnet34.ra_in1k,6.467,93.533,31.587,68.413,22.28,224,0.875,bicubic,-85.913,-66.563,+7 -hardcorenas_d.miil_green_in1k,6.427,93.573,32.240,67.760,7.50,224,0.875,bilinear,-85.983,-65.830,+1 -resnet26d.bt_in1k,6.307,93.693,32.733,67.267,16.01,288,0.950,bicubic,-86.213,-65.477,-5 -regnetx_080.pycls_in1k,6.293,93.707,32.373,67.627,39.57,224,0.875,bicubic,-87.587,-66.217,-132 -resnet18.fb_swsl_ig1b_ft_in1k,6.253,93.747,31.600,68.400,11.69,224,0.875,bilinear,-84.447,-66.100,+66 -legacy_seresnet50.in1k,6.200,93.800,32.680,67.320,28.09,224,0.875,bilinear,-86.760,-65.730,-38 -pit_ti_224.in1k,6.133,93.867,30.200,69.800,4.85,224,0.900,bicubic,-83.807,-67.250,+80 -resnet152.tv_in1k,6.067,93.933,32.080,67.920,60.19,224,0.875,bilinear,-87.253,-65.960,-77 -wide_resnet50_2.tv_in1k,6.013,93.987,32.160,67.840,68.88,224,0.875,bilinear,-87.147,-66.160,-63 -tf_efficientnet_cc_b0_4e.in1k,5.987,94.013,29.573,70.427,13.31,224,0.875,bicubic,-86.603,-68.507,-18 -regnetx_040.pycls_in1k,5.947,94.053,31.493,68.507,22.12,224,0.875,bicubic,-87.613,-67.037,-109 -seresnet50.a3_in1k,5.947,94.053,30.813,69.187,28.09,224,0.950,bicubic,-86.123,-67.227,+9 -tf_efficientnetv2_b0.in1k,5.880,94.120,30.787,69.213,7.14,224,0.875,bicubic,-87.230,-67.603,-64 -mixer_l16_224.goog_in21k_ft_in1k,5.880,94.120,18.547,81.453,208.20,224,0.875,bicubic,-81.270,-77.553,+104 -dla102.in1k,5.867,94.133,32.760,67.240,33.27,224,0.875,bilinear,-87.193,-65.790,-59 -regnety_016.pycls_in1k,5.680,94.320,30.480,69.520,11.20,224,0.875,bicubic,-87.360,-67.890,-58 -SelecSls60.in1k,5.653,94.347,32.533,67.467,30.67,224,0.875,bicubic,-87.367,-65.657,-59 -res2next50.in1k,5.653,94.347,30.893,69.107,24.67,224,0.875,bilinear,-87.187,-67.287,-46 -hardcorenas_c.miil_green_in1k,5.653,94.347,30.453,69.547,5.52,224,0.875,bilinear,-86.367,-67.387,+8 -hrnet_w18.ms_in1k,5.493,94.507,30.920,69.080,21.30,224,0.875,bilinear,-86.827,-67.350,-11 -resnest14d.gluon_in1k,5.453,94.547,28.533,71.467,10.61,224,0.875,bilinear,-86.267,-69.337,+22 -tf_efficientnet_em.in1k,5.360,94.640,31.093,68.907,6.90,240,0.882,bicubic,-87.560,-67.117,-53 -tf_efficientnet_lite2.in1k,5.320,94.680,30.880,69.120,6.09,260,0.890,bicubic,-87.340,-67.350,-37 -gernet_s.idstcv_in1k,5.320,94.680,30.147,69.853,8.17,224,0.875,bilinear,-86.810,-68.043,-5 -resnext26ts.ra2_in1k,5.307,94.693,29.680,70.320,10.30,288,1.000,bicubic,-86.823,-68.350,-6 -tf_efficientnet_b0.ap_in1k,5.307,94.693,28.840,71.160,5.29,224,0.875,bicubic,-86.893,-69.180,-10 -repvgg_b1g4.rvgg_in1k,5.240,94.760,30.760,69.240,39.97,224,0.875,bilinear,-87.760,-67.670,-65 -resnet34.bt_in1k,5.213,94.787,29.413,70.587,21.80,288,0.950,bicubic,-87.187,-68.647,-22 -xcit_nano_12_p16_224.fb_dist_in1k,5.200,94.800,26.493,73.507,3.05,224,1.000,bicubic,-84.510,-70.607,+61 -res2net50_26w_4s.in1k,5.173,94.827,29.360,70.640,25.70,224,0.875,bilinear,-87.317,-68.670,-30 -vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,5.080,94.920,27.027,72.973,6.34,224,0.900,bicubic,-84.100,-70.193,+66 -mobilenetv3_large_100.ra_in1k,5.067,94.933,28.187,71.813,5.48,224,0.875,bicubic,-86.283,-69.523,+18 -tf_efficientnet_b0.aa_in1k,5.053,94.947,28.773,71.227,5.29,224,0.875,bicubic,-87.197,-69.227,-20 -tf_mixnet_m.in1k,5.053,94.947,28.187,71.813,5.01,224,0.875,bicubic,-87.247,-69.703,-24 -res2net50_14w_8s.in1k,5.040,94.960,28.720,71.280,25.06,224,0.875,bilinear,-87.730,-69.450,-55 -regnetx_004_tv.tv2_in1k,5.000,95.000,27.560,72.440,5.50,224,0.965,bicubic,-85.640,-70.030,+38 -hardcorenas_b.miil_green_in1k,4.947,95.053,28.053,71.947,5.18,224,0.875,bilinear,-86.813,-69.987,+4 -mobilenetv3_rw.rmsp_in1k,4.933,95.067,29.853,70.147,5.48,224,0.875,bicubic,-86.277,-67.807,+14 -mixnet_s.ft_in1k,4.933,95.067,28.560,71.440,4.13,224,0.875,bicubic,-86.897,-69.460,0 -hardcorenas_a.miil_green_in1k,4.893,95.107,28.107,71.893,5.26,224,0.875,bilinear,-86.457,-69.743,+9 -resnet50c.gluon_in1k,4.893,95.107,28.080,71.920,25.58,224,0.875,bicubic,-88.137,-70.320,-82 -regnetx_032.pycls_in1k,4.880,95.120,30.227,69.773,15.30,224,0.875,bicubic,-88.230,-68.163,-93 -xcit_nano_12_p16_224.fb_in1k,4.853,95.147,25.467,74.533,3.05,224,1.000,bicubic,-83.767,-71.323,+65 -resnext50_32x4d.tv_in1k,4.827,95.173,30.267,69.733,25.03,224,0.875,bilinear,-87.923,-67.703,-63 -densenet161.tv_in1k,4.733,95.267,29.547,70.453,28.68,224,0.875,bicubic,-87.747,-68.753,-44 -resnet101.tv_in1k,4.707,95.293,29.333,70.667,44.55,224,0.875,bilinear,-88.103,-68.917,-70 -SelecSls42b.in1k,4.693,95.307,28.560,71.440,32.46,224,0.875,bicubic,-87.597,-69.550,-36 -tf_efficientnet_lite1.in1k,4.600,95.400,28.333,71.667,5.42,240,0.882,bicubic,-88.020,-69.727,-58 -mobilenetv2_120d.ra_in1k,4.547,95.453,29.320,70.680,5.83,224,0.875,bicubic,-87.853,-68.830,-42 -tf_efficientnet_b0.in1k,4.427,95.573,26.680,73.320,5.29,224,0.875,bicubic,-87.643,-71.240,-28 -pvt_v2_b0.in1k,4.347,95.653,25.960,74.040,3.67,224,0.900,bicubic,-84.433,-70.900,+54 -vit_base_patch32_224.sam_in1k,4.333,95.667,24.387,75.613,88.22,224,0.900,bicubic,-85.407,-72.613,+37 -resnet50.am_in1k,4.267,95.733,28.613,71.387,25.56,224,0.875,bicubic,-89.703,-70.017,-196 -edgenext_xx_small.in1k,4.267,95.733,24.093,75.907,1.33,288,1.000,bicubic,-84.623,-73.017,+51 -tinynet_b.in1k,4.200,95.800,26.787,73.213,3.73,188,0.875,bicubic,-86.720,-70.873,+7 -efficientnet_es_pruned.in1k,4.200,95.800,26.467,73.533,5.44,224,0.875,bicubic,-86.970,-71.273,+1 -densenet201.tv_in1k,4.133,95.867,27.547,72.453,20.01,224,0.875,bicubic,-88.607,-70.683,-74 -resnet50.gluon_in1k,4.120,95.880,26.933,73.067,25.56,224,0.875,bicubic,-88.420,-71.237,-63 -fbnetc_100.rmsp_in1k,4.120,95.880,25.893,74.107,5.57,224,0.875,bilinear,-86.610,-71.317,+11 -semnasnet_100.rmsp_in1k,3.947,96.053,26.920,73.080,3.89,224,0.875,bicubic,-87.363,-70.640,-10 -mobilevitv2_050.cvnets_in1k,3.947,96.053,23.933,76.067,1.37,256,0.888,bicubic,-84.243,-73.057,+51 -resnet26.bt_in1k,3.933,96.067,28.200,71.800,16.00,288,0.950,bicubic,-88.057,-69.820,-37 -repvgg_a2.rvgg_in1k,3.933,96.067,27.227,72.773,28.21,224,0.875,bilinear,-88.007,-70.873,-30 -dpn68.mx_in1k,3.893,96.107,25.693,74.307,12.61,224,0.875,bicubic,-88.097,-72.527,-37 -tf_mixnet_s.in1k,3.880,96.120,25.280,74.720,4.13,224,0.875,bicubic,-87.640,-72.340,-19 -semnasnet_075.rmsp_in1k,3.853,96.147,27.080,72.920,2.91,224,0.875,bicubic,-86.237,-70.360,+16 -tf_efficientnet_es.in1k,3.827,96.173,26.147,73.853,5.44,224,0.875,bicubic,-88.143,-71.733,-39 -mobilevit_xxs.cvnets_in1k,3.827,96.173,21.787,78.213,1.27,256,0.900,bicubic,-83.323,-71.733,+49 -resnet18d.ra2_in1k,3.813,96.187,25.987,74.013,11.71,288,0.950,bicubic,-86.467,-71.573,+10 -regnety_008.pycls_in1k,3.800,96.200,27.147,72.853,6.26,224,0.875,bicubic,-87.930,-71.033,-28 -dla60.in1k,3.787,96.213,27.973,72.027,22.04,224,0.875,bilinear,-88.413,-70.137,-56 -resnet18.fb_ssl_yfcc100m_ft_in1k,3.747,96.253,25.387,74.613,11.69,224,0.875,bilinear,-86.463,-72.153,+9 -mobilenetv2_140.ra_in1k,3.720,96.280,26.720,73.280,6.11,224,0.875,bicubic,-88.120,-71.140,-37 -densenet169.tv_in1k,3.707,96.293,25.587,74.413,14.15,224,0.875,bicubic,-88.233,-72.553,-41 -resnet18.a1_in1k,3.707,96.293,22.960,77.040,11.69,288,1.000,bicubic,-85.973,-74.140,+16 -regnetx_016.pycls_in1k,3.613,96.387,26.320,73.680,9.19,224,0.875,bicubic,-88.567,-71.880,-59 -spnasnet_100.rmsp_in1k,3.587,96.413,24.253,75.747,4.42,224,0.875,bilinear,-86.743,-72.937,+1 -res2net50_48w_2s.in1k,3.560,96.440,26.613,73.387,25.29,224,0.875,bilinear,-88.990,-71.467,-83 -tf_mobilenetv3_large_100.in1k,3.560,96.440,25.120,74.880,5.48,224,0.875,bilinear,-87.680,-72.540,-27 -regnety_006.pycls_in1k,3.453,96.547,24.920,75.080,6.06,224,0.875,bicubic,-87.937,-72.780,-32 -resnet34.a3_in1k,3.373,96.627,23.387,76.613,21.80,224,0.950,bicubic,-86.567,-73.793,+7 -legacy_seresnet34.in1k,3.347,96.653,23.813,76.187,21.96,224,0.875,bilinear,-87.553,-73.767,-18 +regnetx_064.pycls_in1k,7.373,92.627,34.360,65.640,26.21,224,0.875,bicubic,-86.527,-64.280,-111 +wide_resnet101_2.tv_in1k,7.360,92.640,34.147,65.853,126.89,224,0.875,bilinear,-86.380,-64.083,-93 +densenet121.ra_in1k,7.333,92.667,35.480,64.520,7.98,288,0.950,bicubic,-85.187,-62.740,+28 +deit_tiny_patch16_224.fb_in1k,7.293,92.707,30.680,69.320,5.72,224,0.900,bicubic,-82.367,-66.770,+134 +regnetx_008.tv2_in1k,7.280,92.720,34.133,65.867,7.26,224,0.965,bicubic,-85.270,-64.047,+22 +resnet50s.gluon_in1k,7.280,92.720,33.453,66.547,25.68,224,0.875,bicubic,-86.360,-65.007,-86 +resnet101.gluon_in1k,7.267,92.733,32.773,67.227,44.55,224,0.875,bicubic,-86.483,-65.607,-102 +resnet34.a2_in1k,7.267,92.733,31.813,68.187,21.80,288,1.000,bicubic,-85.453,-66.357,+10 +edgenext_x_small.in1k,7.267,92.733,30.920,69.080,2.34,288,1.000,bicubic,-84.443,-66.680,+76 +hardcorenas_e.miil_green_in1k,7.240,92.760,33.307,66.693,8.07,224,0.875,bilinear,-85.330,-64.793,+16 +efficientnet_b0.ra_in1k,7.213,92.787,33.987,66.013,5.29,224,0.875,bicubic,-85.477,-64.083,+8 +tf_mixnet_l.in1k,7.173,92.827,31.667,68.333,7.33,224,0.875,bicubic,-86.147,-66.363,-50 +tf_efficientnet_b1.aa_in1k,7.160,92.840,33.027,66.973,7.79,240,0.882,bicubic,-86.330,-65.333,-73 +tf_efficientnet_cc_b0_8e.in1k,7.133,92.867,31.787,68.213,24.01,224,0.875,bicubic,-85.707,-66.393,-10 +convmixer_1024_20_ks9_p14.in1k,7.093,92.907,33.053,66.947,24.38,224,0.960,bicubic,-85.307,-65.217,+25 +resmlp_12_224.fb_in1k,7.013,92.987,33.933,66.067,15.35,224,0.875,bicubic,-85.207,-64.217,+35 +cs3darknet_focus_m.c2ns_in1k,6.933,93.067,34.587,65.413,9.30,288,0.950,bicubic,-86.037,-63.473,-24 +fastvit_t8.apple_in1k,6.893,93.107,33.400,66.600,4.03,256,0.900,bicubic,-85.167,-64.530,+42 +hardcorenas_f.miil_green_in1k,6.880,93.120,34.067,65.933,8.20,224,0.875,bilinear,-86.090,-64.323,-25 +pit_ti_distilled_224.in1k,6.840,93.160,30.947,69.053,5.10,224,0.900,bicubic,-83.930,-66.663,+88 +ghostnetv2_130.in1k,6.707,93.293,32.960,67.040,8.96,224,0.875,bicubic,-85.613,-65.300,+25 +efficientnet_es.ra_in1k,6.693,93.307,33.973,66.027,5.44,224,0.875,bicubic,-86.477,-64.437,-49 +selecsls60b.in1k,6.693,93.307,33.293,66.707,32.77,224,0.875,bicubic,-86.617,-64.997,-60 +res2net50_26w_6s.in1k,6.693,93.307,31.653,68.347,37.05,224,0.875,bilinear,-86.707,-66.627,-73 +poolformer_s12.sail_in1k,6.653,93.347,34.520,65.480,11.92,224,0.900,bicubic,-85.957,-63.660,-2 +mixnet_m.ft_in1k,6.653,93.347,32.053,67.947,5.01,224,0.875,bicubic,-85.757,-66.097,+14 +dpn68b.mx_in1k,6.640,93.360,32.907,67.093,12.61,224,0.875,bicubic,-86.150,-65.173,-18 +tinynet_a.in1k,6.640,93.360,32.227,67.773,6.19,192,0.875,bicubic,-85.800,-65.853,+9 +legacy_seresnext26_32x4d.in1k,6.627,93.373,33.240,66.760,16.79,224,0.875,bicubic,-86.013,-64.880,-8 +tf_efficientnet_b1.in1k,6.627,93.373,32.640,67.360,7.79,240,0.882,bicubic,-86.473,-65.660,-49 +mobileone_s3.apple_in1k,6.627,93.373,32.147,67.853,10.17,224,0.900,bilinear,-86.313,-66.043,-30 +resnet50.a3_in1k,6.587,93.413,32.053,67.947,25.56,224,0.950,bicubic,-86.133,-65.957,-15 +regnety_004.tv2_in1k,6.533,93.467,30.480,69.520,4.34,224,0.965,bicubic,-85.047,-67.410,+51 +dla60x.in1k,6.493,93.507,34.080,65.920,17.35,224,0.875,bilinear,-86.587,-64.420,-50 +repvgg_b1.rvgg_in1k,6.467,93.533,33.800,66.200,57.42,224,0.875,bilinear,-86.863,-64.570,-79 +skresnet34.ra_in1k,6.467,93.533,31.573,68.427,22.28,224,0.875,bicubic,-85.913,-66.577,+7 +repghostnet_150.in1k,6.453,93.547,32.307,67.693,6.58,224,0.875,bicubic,-85.917,-65.743,+6 +hardcorenas_d.miil_green_in1k,6.453,93.547,32.187,67.813,7.50,224,0.875,bilinear,-85.947,-65.893,+4 +resnet26d.bt_in1k,6.307,93.693,32.747,67.253,16.01,288,0.950,bicubic,-86.213,-65.463,-7 +regnetx_080.pycls_in1k,6.293,93.707,32.373,67.627,39.57,224,0.875,bicubic,-87.587,-66.217,-145 +resnet18.fb_swsl_ig1b_ft_in1k,6.253,93.747,31.600,68.400,11.69,224,0.875,bilinear,-84.447,-66.100,+72 +legacy_seresnet50.in1k,6.200,93.800,32.680,67.320,28.09,224,0.875,bilinear,-86.760,-65.730,-44 +pit_ti_224.in1k,6.120,93.880,30.240,69.760,4.85,224,0.900,bicubic,-83.820,-67.210,+89 +resnet152.tv_in1k,6.067,93.933,32.080,67.920,60.19,224,0.875,bilinear,-87.253,-65.960,-85 +wide_resnet50_2.tv_in1k,6.013,93.987,32.160,67.840,68.88,224,0.875,bilinear,-87.147,-66.280,-70 +tf_efficientnet_cc_b0_4e.in1k,5.987,94.013,29.587,70.413,13.31,224,0.875,bicubic,-86.613,-68.493,-21 +regnetx_040.pycls_in1k,5.947,94.053,31.493,68.507,22.12,224,0.875,bicubic,-87.613,-67.037,-120 +seresnet50.a3_in1k,5.947,94.053,30.827,69.173,28.09,224,0.950,bicubic,-86.123,-67.213,+11 +mixer_l16_224.goog_in21k_ft_in1k,5.880,94.120,18.547,81.453,208.20,224,0.875,bicubic,-81.270,-74.973,+120 +tf_efficientnetv2_b0.in1k,5.867,94.133,30.787,69.213,7.14,224,0.875,bicubic,-87.243,-67.603,-71 +dla102.in1k,5.827,94.173,32.760,67.240,33.27,224,0.875,bilinear,-87.223,-65.790,-65 +selecsls60.in1k,5.680,94.320,32.520,67.480,30.67,224,0.875,bicubic,-87.330,-65.780,-62 +regnety_016.pycls_in1k,5.667,94.333,30.480,69.520,11.20,224,0.875,bicubic,-87.373,-67.890,-66 +res2next50.in1k,5.653,94.347,30.893,69.107,24.67,224,0.875,bilinear,-87.187,-67.287,-52 +hardcorenas_c.miil_green_in1k,5.653,94.347,30.427,69.573,5.52,224,0.875,bilinear,-86.367,-67.413,+9 +hrnet_w18_small_v2.gluon_in1k,5.520,94.480,31.853,68.147,15.60,224,0.875,bicubic,-87.250,-66.557,-44 +hrnet_w18.ms_in1k,5.493,94.507,30.907,69.093,21.30,224,0.875,bilinear,-86.827,-67.163,-12 +resnest14d.gluon_in1k,5.453,94.547,28.547,71.453,10.61,224,0.875,bilinear,-86.267,-69.323,+24 +ghostnetv2_100.in1k,5.387,94.613,28.560,71.440,6.16,224,0.875,bicubic,-85.513,-69.140,+45 +tf_efficientnet_em.in1k,5.360,94.640,31.080,68.920,6.90,240,0.882,bicubic,-87.580,-67.100,-61 +tf_efficientnet_lite2.in1k,5.333,94.667,30.880,69.120,6.09,260,0.890,bicubic,-87.317,-67.350,-41 +gernet_s.idstcv_in1k,5.320,94.680,30.147,69.853,8.17,224,0.875,bilinear,-86.810,-68.043,-7 +resnext26ts.ra2_in1k,5.307,94.693,29.680,70.320,10.30,288,1.000,bicubic,-86.823,-68.350,-8 +tf_efficientnet_b0.ap_in1k,5.307,94.693,28.840,71.160,5.29,224,0.875,bicubic,-86.893,-69.180,-12 +efficientvit_m4.r224_in1k,5.307,94.693,28.013,71.987,8.80,224,0.875,bicubic,-85.273,-69.517,+55 +repvgg_b1g4.rvgg_in1k,5.240,94.760,30.760,69.240,39.97,224,0.875,bilinear,-87.760,-67.670,-75 +resnet34.bt_in1k,5.213,94.787,29.440,70.560,21.80,288,0.950,bicubic,-87.197,-68.430,-29 +xcit_nano_12_p16_224.fb_dist_in1k,5.200,94.800,26.493,73.507,3.05,224,1.000,bicubic,-84.500,-70.607,+68 +res2net50_26w_4s.in1k,5.173,94.827,29.360,70.640,25.70,224,0.875,bilinear,-87.317,-68.670,-35 +efficientvit_m3.r224_in1k,5.160,94.840,27.400,72.600,6.90,224,0.875,bicubic,-84.700,-70.140,+64 +vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,5.080,94.920,27.027,72.973,6.34,224,0.900,bicubic,-84.100,-70.193,+74 +mobilenetv3_large_100.ra_in1k,5.067,94.933,28.200,71.800,5.48,224,0.875,bicubic,-86.283,-69.510,+17 +tf_efficientnet_b0.aa_in1k,5.053,94.947,28.760,71.240,5.29,224,0.875,bicubic,-87.187,-69.240,-23 +tf_mixnet_m.in1k,5.053,94.947,28.187,71.813,5.01,224,0.875,bicubic,-87.247,-69.703,-27 +res2net50_14w_8s.in1k,5.040,94.960,28.733,71.267,25.06,224,0.875,bilinear,-87.730,-69.427,-62 +regnetx_004_tv.tv2_in1k,5.000,95.000,27.560,72.440,5.50,224,0.965,bicubic,-85.640,-70.040,+39 +repghostnet_130.in1k,4.987,95.013,29.653,70.347,5.48,224,0.875,bicubic,-86.903,-68.277,-5 +mixnet_s.ft_in1k,4.947,95.053,28.573,71.427,4.13,224,0.875,bicubic,-86.873,-69.127,-2 +hardcorenas_b.miil_green_in1k,4.947,95.053,28.040,71.960,5.18,224,0.875,bilinear,-86.813,-69.820,+2 +mobilenetv3_rw.rmsp_in1k,4.933,95.067,29.853,70.147,5.48,224,0.875,bicubic,-86.277,-67.807,+13 +hardcorenas_a.miil_green_in1k,4.893,95.107,28.093,71.907,5.26,224,0.875,bilinear,-86.457,-69.757,+7 +regnetx_032.pycls_in1k,4.880,95.120,30.227,69.773,15.30,224,0.875,bicubic,-88.230,-68.163,-104 +resnet50c.gluon_in1k,4.880,95.120,28.080,71.920,25.58,224,0.875,bicubic,-88.150,-70.320,-95 +xcit_nano_12_p16_224.fb_in1k,4.853,95.147,25.467,74.533,3.05,224,1.000,bicubic,-83.767,-71.323,+73 +resnext50_32x4d.tv_in1k,4.827,95.173,30.267,69.733,25.03,224,0.875,bilinear,-87.923,-68.003,-71 +densenet161.tv_in1k,4.733,95.267,29.560,70.440,28.68,224,0.875,bicubic,-87.747,-68.740,-51 +resnet101.tv_in1k,4.693,95.307,29.347,70.653,44.55,224,0.875,bilinear,-88.117,-68.903,-79 +selecsls42b.in1k,4.680,95.320,28.573,71.427,32.46,224,0.875,bicubic,-87.610,-69.537,-40 +tf_efficientnet_lite1.in1k,4.600,95.400,28.347,71.653,5.42,240,0.882,bicubic,-88.030,-69.713,-67 +mobilenetv2_120d.ra_in1k,4.547,95.453,29.320,70.680,5.83,224,0.875,bicubic,-87.853,-68.740,-48 +mobileone_s2.apple_in1k,4.520,95.480,29.133,70.867,7.88,224,0.900,bilinear,-88.300,-69.137,-85 +tf_efficientnet_b0.in1k,4.427,95.573,26.680,73.320,5.29,224,0.875,bicubic,-87.653,-71.480,-34 +pvt_v2_b0.in1k,4.347,95.653,25.960,74.040,3.67,224,0.900,bicubic,-84.433,-70.900,+61 +vit_base_patch32_224.sam_in1k,4.333,95.667,24.387,75.613,88.22,224,0.900,bicubic,-85.407,-72.613,+41 +resnet50.am_in1k,4.267,95.733,28.627,71.373,25.56,224,0.875,bicubic,-89.703,-70.003,-216 +edgenext_xx_small.in1k,4.267,95.733,24.093,75.907,1.33,288,1.000,bicubic,-84.623,-72.887,+57 +tinynet_b.in1k,4.200,95.800,26.787,73.213,3.73,188,0.875,bicubic,-86.720,-70.873,+5 +efficientnet_es_pruned.in1k,4.200,95.800,26.453,73.547,5.44,224,0.875,bicubic,-86.970,-71.287,-1 +repghostnet_111.in1k,4.147,95.853,26.187,73.813,4.54,224,0.875,bicubic,-86.563,-71.283,+13 +densenet201.tv_in1k,4.133,95.867,27.547,72.453,20.01,224,0.875,bicubic,-88.607,-70.683,-85 +resnet50.gluon_in1k,4.120,95.880,26.960,73.040,25.56,224,0.875,bicubic,-88.420,-71.080,-72 +fbnetc_100.rmsp_in1k,4.107,95.893,25.907,74.093,5.57,224,0.875,bilinear,-86.623,-71.303,+8 +semnasnet_100.rmsp_in1k,3.947,96.053,26.933,73.067,3.89,224,0.875,bicubic,-87.363,-70.627,-14 +mobilevitv2_050.cvnets_in1k,3.947,96.053,23.947,76.053,1.37,256,0.888,bicubic,-84.233,-73.043,+59 +resnet26.bt_in1k,3.933,96.067,28.213,71.787,16.00,288,0.950,bicubic,-88.057,-69.807,-42 +repvgg_a2.rvgg_in1k,3.933,96.067,27.227,72.773,28.21,224,0.875,bilinear,-88.007,-70.873,-35 +dpn68.mx_in1k,3.893,96.107,25.693,74.307,12.61,224,0.875,bicubic,-88.097,-72.527,-42 +tf_mixnet_s.in1k,3.880,96.120,25.267,74.733,4.13,224,0.875,bicubic,-87.640,-72.353,-23 +semnasnet_075.rmsp_in1k,3.867,96.133,27.080,72.920,2.91,224,0.875,bicubic,-86.203,-70.360,+21 +tf_efficientnet_es.in1k,3.827,96.173,26.133,73.867,5.44,224,0.875,bicubic,-88.143,-71.747,-45 +mobilevit_xxs.cvnets_in1k,3.827,96.173,21.733,78.267,1.27,256,0.900,bicubic,-83.333,-74.367,+58 +resnet18d.ra2_in1k,3.813,96.187,26.013,73.987,11.71,288,0.950,bicubic,-86.467,-71.547,+12 +regnety_008.pycls_in1k,3.787,96.213,27.160,72.840,6.26,224,0.875,bicubic,-87.943,-71.020,-32 +dla60.in1k,3.747,96.253,27.947,72.053,22.04,224,0.875,bilinear,-88.453,-70.153,-62 +resnet18.fb_ssl_yfcc100m_ft_in1k,3.747,96.253,25.373,74.627,11.69,224,0.875,bilinear,-86.463,-72.177,+11 +mobilenetv2_140.ra_in1k,3.720,96.280,26.720,73.280,6.11,224,0.875,bicubic,-88.120,-71.140,-41 +densenet169.tv_in1k,3.707,96.293,25.587,74.413,14.15,224,0.875,bicubic,-88.233,-72.553,-46 +resnet18.a1_in1k,3.707,96.293,22.960,77.040,11.69,288,1.000,bicubic,-85.973,-74.140,+19 +regnetx_016.pycls_in1k,3.613,96.387,26.320,73.680,9.19,224,0.875,bicubic,-88.567,-71.880,-66 +efficientvit_m2.r224_in1k,3.613,96.387,21.853,78.147,4.19,224,0.875,bicubic,-84.857,-75.047,+40 +spnasnet_100.rmsp_in1k,3.573,96.427,24.253,75.747,4.42,224,0.875,bilinear,-86.757,-72.937,+1 +res2net50_48w_2s.in1k,3.560,96.440,26.613,73.387,25.29,224,0.875,bilinear,-88.990,-71.467,-94 +tf_mobilenetv3_large_100.in1k,3.560,96.440,25.120,74.880,5.48,224,0.875,bilinear,-87.670,-72.540,-31 +repghostnet_100.in1k,3.520,96.480,24.520,75.480,4.07,224,0.875,bicubic,-86.770,-72.960,-1 +regnety_006.pycls_in1k,3.453,96.547,24.920,75.080,6.06,224,0.875,bicubic,-87.937,-73.080,-38 +ghostnet_100.in1k,3.427,96.573,25.120,74.880,5.18,224,0.875,bicubic,-86.753,-72.170,+1 +resnet34.a3_in1k,3.373,96.627,23.387,76.613,21.80,224,0.950,bicubic,-86.567,-73.793,+6 +legacy_seresnet34.in1k,3.347,96.653,23.813,76.187,21.96,224,0.875,bilinear,-87.553,-73.767,-23 resnet18.a2_in1k,3.267,96.733,22.373,77.627,11.69,288,1.000,bicubic,-86.303,-74.587,+13 -efficientnet_lite0.ra_in1k,3.240,96.760,25.933,74.067,4.65,224,0.875,bicubic,-87.880,-71.697,-28 -dla34.in1k,3.240,96.760,23.587,76.413,15.74,224,0.875,bilinear,-87.520,-74.063,-16 -ghostnet_100.in1k,3.227,96.773,24.813,75.187,5.18,224,0.875,bilinear,-86.803,-72.557,-1 -regnety_004.pycls_in1k,3.187,96.813,22.680,77.320,4.34,224,0.875,bicubic,-87.303,-74.850,-11 -mobilenetv2_110d.ra_in1k,3.173,96.827,24.587,75.413,4.52,224,0.875,bicubic,-87.797,-73.043,-26 -mnasnet_100.rmsp_in1k,3.120,96.880,24.240,75.760,4.38,224,0.875,bicubic,-87.380,-73.230,-14 -tinynet_c.in1k,3.120,96.880,21.533,78.467,2.46,184,0.875,bicubic,-84.670,-74.837,+22 -tf_efficientnet_lite0.in1k,3.040,96.960,22.907,77.093,4.65,224,0.875,bicubic,-88.010,-74.673,-32 -skresnet18.ra_in1k,3.027,96.973,22.827,77.173,11.96,224,0.875,bicubic,-86.633,-74.403,0 -vgg19_bn.tv_in1k,2.947,97.053,23.440,76.560,143.68,224,0.875,bilinear,-87.133,-74.140,-9 -tinynet_d.in1k,2.853,97.147,17.787,82.213,2.34,152,0.875,bicubic,-81.867,-77.383,+33 -tf_mobilenetv3_large_075.in1k,2.840,97.160,21.547,78.453,3.99,224,0.875,bilinear,-86.820,-75.643,-2 -resnet14t.c3_in1k,2.760,97.240,20.213,79.787,10.08,224,0.950,bicubic,-86.240,-76.517,+4 -hrnet_w18_small_v2.ms_in1k,2.720,97.280,23.707,76.293,15.60,224,0.875,bilinear,-88.480,-74.193,-43 -regnetx_008.pycls_in1k,2.667,97.333,22.440,77.560,7.26,224,0.875,bicubic,-88.383,-75.280,-40 -vgg16_bn.tv_in1k,2.653,97.347,23.800,76.200,138.37,224,0.875,bilinear,-87.437,-73.570,-17 -resnet34.gluon_in1k,2.653,97.347,21.693,78.307,21.80,224,0.875,bicubic,-88.317,-75.847,-38 +efficientnet_lite0.ra_in1k,3.240,96.760,25.947,74.053,4.65,224,0.875,bicubic,-87.880,-71.693,-34 +dla34.in1k,3.240,96.760,23.547,76.453,15.74,224,0.875,bilinear,-87.520,-74.103,-21 +efficientvit_b0.r224_in1k,3.200,96.800,19.533,80.467,3.41,224,0.950,bicubic,-84.740,-76.597,+31 +mobilenetv2_110d.ra_in1k,3.187,96.813,24.573,75.427,4.52,224,0.875,bicubic,-87.773,-72.967,-31 +regnety_004.pycls_in1k,3.187,96.813,22.680,77.320,4.34,224,0.875,bicubic,-87.303,-74.850,-14 +tinynet_c.in1k,3.120,96.880,21.520,78.480,2.46,184,0.875,bicubic,-84.660,-74.850,+29 +mnasnet_100.rmsp_in1k,3.107,96.893,24.227,75.773,4.38,224,0.875,bicubic,-87.393,-73.243,-17 +repghostnet_080.in1k,3.080,96.920,21.973,78.027,3.28,224,0.875,bicubic,-85.760,-74.727,+16 +tf_efficientnet_lite0.in1k,3.040,96.960,22.893,77.107,4.65,224,0.875,bicubic,-88.010,-74.687,-39 +skresnet18.ra_in1k,3.027,96.973,22.813,77.187,11.96,224,0.875,bicubic,-86.633,-74.417,0 +mobileone_s1.apple_in1k,2.947,97.053,24.947,75.053,4.83,224,0.900,bilinear,-88.333,-72.873,-49 +vgg19_bn.tv_in1k,2.947,97.053,23.440,76.560,143.68,224,0.875,bilinear,-87.133,-74.140,-12 +tinynet_d.in1k,2.853,97.147,17.787,82.213,2.34,152,0.875,bicubic,-81.867,-77.383,+40 +tf_mobilenetv3_large_075.in1k,2.840,97.160,21.560,78.440,3.99,224,0.875,bilinear,-86.800,-75.630,-3 +efficientvit_m1.r224_in1k,2.827,97.173,19.600,80.400,2.98,224,0.875,bicubic,-83.963,-76.430,+27 +resnet14t.c3_in1k,2.760,97.240,20.213,79.787,10.08,224,0.950,bicubic,-86.230,-76.517,+3 +hrnet_w18_small_v2.ms_in1k,2.720,97.280,23.720,76.280,15.60,224,0.875,bilinear,-88.480,-74.180,-52 +regnetx_008.pycls_in1k,2.667,97.333,22.453,77.547,7.26,224,0.875,bicubic,-88.383,-75.267,-49 +vgg16_bn.tv_in1k,2.653,97.347,23.800,76.200,138.37,224,0.875,bilinear,-87.437,-73.570,-21 +resnet34.gluon_in1k,2.653,97.347,21.680,78.320,21.80,224,0.875,bicubic,-88.327,-75.950,-47 lcnet_100.ra2_in1k,2.627,97.373,20.760,79.240,2.95,224,0.875,bicubic,-86.123,-76.220,+6 vgg16.tv_in1k,2.627,97.373,20.360,79.640,138.36,224,0.875,bilinear,-85.933,-76.440,+7 -repvgg_b0.rvgg_in1k,2.560,97.440,24.013,75.987,15.82,224,0.875,bilinear,-88.840,-73.987,-56 -densenet121.tv_in1k,2.547,97.453,22.653,77.347,7.98,224,0.875,bicubic,-88.343,-75.057,-39 -regnetx_006.pycls_in1k,2.533,97.467,20.627,79.373,6.20,224,0.875,bicubic,-87.817,-76.803,-28 -legacy_seresnet18.in1k,2.480,97.520,20.093,79.907,11.78,224,0.875,bicubic,-86.410,-76.887,-3 -lcnet_075.ra2_in1k,2.333,97.667,17.187,82.813,2.36,224,0.875,bicubic,-83.637,-78.493,+17 -mobilenetv3_small_075.lamb_in1k,2.307,97.693,15.893,84.107,2.04,224,0.875,bicubic,-80.723,-78.207,+25 -resnet18.a3_in1k,2.227,97.773,17.760,82.240,11.69,224,0.950,bicubic,-84.223,-78.120,+11 -mobilenetv2_100.ra_in1k,2.133,97.867,19.933,80.067,3.50,224,0.875,bicubic,-87.447,-77.207,-15 -regnety_002.pycls_in1k,2.120,97.880,18.907,81.093,3.16,224,0.875,bicubic,-85.250,-77.703,+4 -vgg19.tv_in1k,2.107,97.893,20.760,79.240,143.67,224,0.875,bilinear,-86.943,-76.110,-13 -vgg13_bn.tv_in1k,2.093,97.907,20.333,79.667,133.05,224,0.875,bilinear,-86.657,-76.387,-7 -tf_mobilenetv3_small_100.in1k,2.013,97.987,15.827,84.173,2.54,224,0.875,bilinear,-83.177,-79.943,+12 -mobilenetv3_small_100.lamb_in1k,2.000,98.000,17.080,82.920,2.54,224,0.875,bicubic,-83.220,-78.570,+10 +repvgg_b0.rvgg_in1k,2.560,97.440,24.000,76.000,15.82,224,0.875,bilinear,-88.830,-73.700,-66 +densenet121.tv_in1k,2.547,97.453,22.653,77.347,7.98,224,0.875,bicubic,-88.343,-75.057,-47 +regnetx_006.pycls_in1k,2.533,97.467,20.627,79.373,6.20,224,0.875,bicubic,-87.817,-76.803,-33 +hrnet_w18_small.gluon_in1k,2.507,97.493,20.653,79.347,13.19,224,0.875,bicubic,-86.963,-76.407,-12 +legacy_seresnet18.in1k,2.480,97.520,20.067,79.933,11.78,224,0.875,bicubic,-86.410,-76.633,-5 +lcnet_075.ra2_in1k,2.320,97.680,17.173,82.827,2.36,224,0.875,bicubic,-83.650,-78.507,+21 +mobilenetv3_small_075.lamb_in1k,2.307,97.693,15.893,84.107,2.04,224,0.875,bicubic,-80.723,-78.207,+30 +efficientvit_m0.r224_in1k,2.293,97.707,16.493,83.507,2.35,224,0.875,bicubic,-80.057,-77.937,+30 +repghostnet_058.in1k,2.253,97.747,18.320,81.680,2.55,224,0.875,bicubic,-84.287,-77.580,+13 +repvgg_a1.rvgg_in1k,2.240,97.760,21.333,78.667,14.09,224,0.875,bilinear,-88.360,-76.317,-45 +mobileone_s0.apple_in1k,2.240,97.760,17.467,82.533,5.29,224,0.875,bilinear,-85.990,-78.933,0 +resnet18.a3_in1k,2.227,97.773,17.773,82.227,11.69,224,0.950,bicubic,-84.223,-78.107,+11 +mobilenetv2_100.ra_in1k,2.147,97.853,19.933,80.067,3.50,224,0.875,bicubic,-87.453,-77.217,-23 +regnety_002.pycls_in1k,2.120,97.880,18.920,81.080,3.16,224,0.875,bicubic,-85.250,-77.690,+2 +vgg19.tv_in1k,2.107,97.893,20.760,79.240,143.67,224,0.875,bilinear,-86.943,-76.110,-19 +vgg13_bn.tv_in1k,2.093,97.907,20.333,79.667,133.05,224,0.875,bilinear,-86.657,-76.387,-12 +tf_mobilenetv3_small_100.in1k,2.027,97.973,15.827,84.173,2.54,224,0.875,bilinear,-83.163,-79.943,+12 +mobilenetv3_small_100.lamb_in1k,1.987,98.013,17.093,82.907,2.54,224,0.875,bicubic,-83.233,-78.557,+10 +repghostnet_050.in1k,1.987,98.013,16.507,83.493,2.31,224,0.875,bicubic,-83.073,-78.693,+11 tf_mobilenetv3_small_075.in1k,1.987,98.013,14.840,85.160,2.04,224,0.875,bilinear,-81.513,-80.000,+16 -regnetx_004.pycls_in1k,1.933,98.067,19.173,80.827,5.16,224,0.875,bicubic,-86.957,-77.527,-15 -resnet34.tv_in1k,1.853,98.147,20.053,79.947,21.80,224,0.875,bilinear,-88.097,-77.287,-32 -tinynet_e.in1k,1.853,98.147,14.013,85.987,2.04,106,0.875,bicubic,-77.067,-78.527,+17 -vgg13.tv_in1k,1.840,98.160,18.013,81.987,133.05,224,0.875,bilinear,-85.200,-78.317,-2 -lcnet_050.ra2_in1k,1.827,98.173,13.880,86.120,1.88,224,0.875,bicubic,-79.953,-79.860,+13 -mobilenetv3_small_050.lamb_in1k,1.813,98.187,12.533,87.467,1.59,224,0.875,bicubic,-75.207,-78.767,+15 +regnetx_004.pycls_in1k,1.920,98.080,19.147,80.853,5.16,224,0.875,bicubic,-87.010,-77.973,-22 +resnet34.tv_in1k,1.853,98.147,20.053,79.947,21.80,224,0.875,bilinear,-88.097,-77.287,-42 +tinynet_e.in1k,1.853,98.147,14.013,85.987,2.04,106,0.875,bicubic,-77.067,-78.527,+18 +vgg13.tv_in1k,1.840,98.160,18.027,81.973,133.05,224,0.875,bilinear,-85.200,-78.303,-5 +mobilenetv3_small_050.lamb_in1k,1.813,98.187,12.533,87.467,1.59,224,0.875,bicubic,-75.207,-78.767,+17 +lcnet_050.ra2_in1k,1.787,98.213,13.867,86.133,1.88,224,0.875,bicubic,-80.013,-79.843,+13 mnasnet_small.lamb_in1k,1.773,98.227,15.080,84.920,2.03,224,0.875,bicubic,-82.647,-80.110,+5 -dla46x_c.in1k,1.747,98.253,16.427,83.573,1.07,224,0.875,bilinear,-82.453,-78.843,+5 -vgg11_bn.tv_in1k,1.720,98.280,18.093,81.907,132.87,224,0.875,bilinear,-85.780,-78.727,-12 -dla60x_c.in1k,1.613,98.387,18.000,82.000,1.32,224,0.875,bilinear,-84.667,-78.160,-5 -tf_mobilenetv3_large_minimal_100.in1k,1.613,98.387,17.120,82.880,3.92,224,0.875,bilinear,-87.337,-79.740,-27 -mobilenetv2_050.lamb_in1k,1.613,98.387,14.187,85.813,1.97,224,0.875,bicubic,-82.287,-80.543,+3 -resnet10t.c3_in1k,1.600,98.400,16.040,83.960,5.44,224,0.950,bicubic,-84.620,-79.700,-7 -vgg11.tv_in1k,1.560,98.440,16.187,83.813,132.86,224,0.875,bilinear,-85.020,-80.093,-11 -resnet18.gluon_in1k,1.547,98.453,16.640,83.360,11.69,224,0.875,bicubic,-86.823,-80.030,-21 -hrnet_w18_small.ms_in1k,1.533,98.467,18.093,81.907,13.19,224,0.875,bilinear,-87.517,-79.027,-34 -dla46_c.in1k,1.493,98.507,15.213,84.787,1.30,224,0.875,bilinear,-82.117,-79.737,-2 -regnetx_002.pycls_in1k,1.373,98.627,15.067,84.933,2.68,224,0.875,bicubic,-84.767,-80.893,-11 -resnet18.tv_in1k,1.147,98.853,16.227,83.773,11.69,224,0.875,bilinear,-86.233,-80.063,-21 +dla46x_c.in1k,1.747,98.253,16.387,83.613,1.07,224,0.875,bilinear,-82.483,-78.883,+5 +vgg11_bn.tv_in1k,1.720,98.280,18.093,81.907,132.87,224,0.875,bilinear,-85.780,-78.727,-15 +dla60x_c.in1k,1.613,98.387,18.013,81.987,1.32,224,0.875,bilinear,-84.677,-78.147,-6 +tf_mobilenetv3_large_minimal_100.in1k,1.613,98.387,17.120,82.880,3.92,224,0.875,bilinear,-87.337,-79.740,-34 +mobilenetv2_050.lamb_in1k,1.613,98.387,14.200,85.800,1.97,224,0.875,bicubic,-82.297,-80.520,+3 +resnet10t.c3_in1k,1.600,98.400,16.053,83.947,5.44,224,0.950,bicubic,-84.620,-79.687,-8 +vgg11.tv_in1k,1.560,98.440,16.187,83.813,132.86,224,0.875,bilinear,-85.020,-80.093,-13 +resnet18.gluon_in1k,1.547,98.453,16.640,83.360,11.69,224,0.875,bicubic,-86.823,-80.030,-26 +hrnet_w18_small.ms_in1k,1.533,98.467,18.093,81.907,13.19,224,0.875,bilinear,-87.517,-79.027,-41 +dla46_c.in1k,1.493,98.507,15.227,84.773,1.30,224,0.875,bilinear,-82.117,-79.723,-2 +repvgg_a0.rvgg_in1k,1.467,98.533,17.587,82.413,9.11,224,0.875,bilinear,-87.813,-79.303,-45 +regnetx_002.pycls_in1k,1.373,98.627,15.053,84.947,2.68,224,0.875,bicubic,-84.767,-80.917,-13 +resnet18.tv_in1k,1.160,98.840,16.227,83.773,11.69,224,0.875,bilinear,-86.220,-80.063,-25 tf_mobilenetv3_small_minimal_100.in1k,1.040,98.960,11.493,88.507,2.04,224,0.875,bilinear,-80.360,-82.187,-1 -resnet50.tv_in1k,0.000,100.000,14.440,85.560,25.56,224,0.875,bilinear,-91.870,-83.600,-102 +resnet50.tv_in1k,0.000,100.000,14.453,85.547,25.56,224,0.875,bilinear,-91.880,-82.807,-120 diff --git a/results/results-imagenet-r-clean.csv b/results/results-imagenet-r-clean.csv index a370722430..68018dd265 100644 --- a/results/results-imagenet-r-clean.csv +++ b/results/results-imagenet-r-clean.csv @@ -1,5 +1,5 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation -eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,98.160,1.840,99.880,0.120,305.08,448,1.000,bicubic +eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,98.150,1.850,99.880,0.120,305.08,448,1.000,bicubic eva02_large_patch14_448.mim_m38m_ft_in22k_in1k,98.030,1.970,99.890,0.110,305.08,448,1.000,bicubic eva_giant_patch14_560.m30m_ft_in22k_in1k,98.000,2.000,99.860,0.140,"1,014.45",560,1.000,bicubic eva_giant_patch14_336.m30m_ft_in22k_in1k,97.990,2.010,99.900,0.100,"1,013.01",336,1.000,bicubic @@ -25,8 +25,8 @@ maxvit_large_tf_512.in21k_ft_in1k,97.670,2.330,99.730,0.270,212.33,512,1.000,bic caformer_b36.sail_in22k_ft_in1k_384,97.660,2.340,99.860,0.140,98.75,384,1.000,bicubic maxvit_large_tf_384.in21k_ft_in1k,97.660,2.340,99.820,0.180,212.03,384,1.000,bicubic convnextv2_large.fcmae_ft_in22k_in1k_384,97.630,2.370,99.800,0.200,197.96,384,1.000,bicubic -eva_large_patch14_196.in22k_ft_in22k_in1k,97.620,2.380,99.810,0.190,304.14,196,1.000,bicubic eva02_base_patch14_448.mim_in22k_ft_in22k_in1k,97.610,2.390,99.820,0.180,87.12,448,1.000,bicubic +eva_large_patch14_196.in22k_ft_in22k_in1k,97.610,2.390,99.810,0.190,304.14,196,1.000,bicubic vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,97.610,2.390,99.780,0.220,632.46,336,1.000,bicubic vit_large_patch14_clip_224.openai_ft_in12k_in1k,97.610,2.390,99.730,0.270,304.20,224,1.000,bicubic vit_large_patch14_clip_336.openai_ft_in12k_in1k,97.600,2.400,99.730,0.270,304.53,336,1.000,bicubic @@ -63,6 +63,7 @@ deit3_large_patch16_224.fb_in22k_ft_in1k,97.310,2.690,99.680,0.320,304.37,224,1. convnext_large.fb_in22k_ft_in1k_384,97.300,2.700,99.760,0.240,197.77,384,1.000,bicubic volo_d5_512.sail_in1k,97.300,2.700,99.760,0.240,296.09,512,1.150,bicubic seresnextaa101d_32x8d.sw_in12k_ft_in1k_288,97.290,2.710,99.780,0.220,93.59,320,1.000,bicubic +seresnextaa201d_32x8d.sw_in12k_ft_in1k_384,97.290,2.710,99.750,0.250,149.39,384,1.000,bicubic caformer_s36.sail_in22k_ft_in1k_384,97.290,2.710,99.720,0.280,39.30,384,1.000,bicubic swinv2_large_window12to24_192to384.ms_in22k_ft_in1k,97.280,2.720,99.780,0.220,196.74,384,1.000,bicubic swinv2_base_window12to24_192to384.ms_in22k_ft_in1k,97.270,2.730,99.790,0.210,87.92,384,1.000,bicubic @@ -79,8 +80,8 @@ convnext_large.fb_in22k_ft_in1k,97.220,2.780,99.730,0.270,197.77,288,1.000,bicub vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,97.220,2.780,99.700,0.300,86.86,384,1.000,bicubic convnext_base.fb_in22k_ft_in1k,97.200,2.800,99.760,0.240,88.59,288,1.000,bicubic convnextv2_base.fcmae_ft_in22k_in1k,97.200,2.800,99.760,0.240,88.72,288,1.000,bicubic +maxvit_small_tf_512.in1k,97.200,2.800,99.620,0.380,69.13,512,1.000,bicubic tf_efficientnet_b7.ns_jft_in1k,97.190,2.810,99.700,0.300,66.35,600,0.949,bicubic -maxvit_small_tf_512.in1k,97.190,2.810,99.620,0.380,69.13,512,1.000,bicubic coatnet_rmlp_2_rw_224.sw_in12k_ft_in1k,97.180,2.820,99.650,0.350,73.88,224,0.950,bicubic regnety_160.swag_ft_in1k,97.170,2.830,99.780,0.220,83.59,384,1.000,bicubic seresnextaa101d_32x8d.sw_in12k_ft_in1k,97.170,2.830,99.740,0.260,93.59,288,1.000,bicubic @@ -117,10 +118,12 @@ maxvit_tiny_tf_512.in1k,96.970,3.030,99.670,0.330,31.05,512,1.000,bicubic vit_large_r50_s32_384.augreg_in21k_ft_in1k,96.950,3.050,99.710,0.290,329.09,384,1.000,bicubic vit_base_patch8_224.augreg2_in21k_ft_in1k,96.950,3.050,99.640,0.360,86.58,224,0.900,bicubic dm_nfnet_f4.dm_in1k,96.950,3.050,99.630,0.370,316.07,512,0.951,bicubic +tiny_vit_21m_384.dist_in22k_ft_in1k,96.950,3.050,99.610,0.390,21.23,384,1.000,bicubic swin_large_patch4_window7_224.ms_in22k_ft_in1k,96.940,3.060,99.670,0.330,196.53,224,0.900,bicubic xcit_large_24_p16_384.fb_dist_in1k,96.940,3.060,99.510,0.490,189.10,384,1.000,bicubic maxvit_large_tf_384.in1k,96.930,3.070,99.570,0.430,212.03,384,1.000,bicubic beitv2_base_patch16_224.in1k_ft_in22k_in1k,96.910,3.090,99.730,0.270,86.53,224,0.900,bicubic +tiny_vit_21m_512.dist_in22k_ft_in1k,96.900,3.100,99.690,0.310,21.27,512,1.000,bicubic vit_base_patch16_clip_384.laion2b_ft_in1k,96.900,3.100,99.670,0.330,86.86,384,1.000,bicubic caformer_s36.sail_in1k_384,96.880,3.120,99.670,0.330,39.30,384,1.000,bicubic volo_d5_224.sail_in1k,96.880,3.120,99.670,0.330,295.46,224,0.960,bicubic @@ -153,6 +156,7 @@ maxvit_small_tf_384.in1k,96.750,3.250,99.600,0.400,69.02,384,1.000,bicubic beitv2_base_patch16_224.in1k_ft_in1k,96.750,3.250,99.540,0.460,86.53,224,0.900,bicubic tf_efficientnetv2_l.in1k,96.740,3.260,99.550,0.450,118.52,480,1.000,bicubic flexivit_large.600ep_in1k,96.730,3.270,99.560,0.440,304.36,240,0.950,bicubic +inception_next_base.sail_in1k_384,96.720,3.280,99.610,0.390,86.67,384,1.000,bicubic tf_efficientnet_b4.ns_jft_in1k,96.710,3.290,99.640,0.360,19.34,380,0.922,bicubic volo_d2_384.sail_in1k,96.710,3.290,99.600,0.400,58.87,384,1.000,bicubic vit_large_patch16_224.augreg_in21k_ft_in1k,96.700,3.300,99.650,0.350,304.33,224,0.900,bicubic @@ -172,15 +176,15 @@ vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,96.620,3.380,99.560,0.440,86.57, vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,96.610,3.390,99.480,0.520,88.30,384,1.000,bicubic regnetz_e8.ra3_in1k,96.600,3.400,99.620,0.380,57.70,320,1.000,bicubic convnext_small.in12k_ft_in1k,96.600,3.400,99.580,0.420,50.22,288,1.000,bicubic -maxvit_tiny_tf_384.in1k,96.590,3.410,99.560,0.440,30.98,384,1.000,bicubic +maxvit_tiny_tf_384.in1k,96.600,3.400,99.560,0.440,30.98,384,1.000,bicubic deit3_huge_patch14_224.fb_in1k,96.580,3.420,99.520,0.480,632.13,224,0.900,bicubic cait_s24_384.fb_dist_in1k,96.570,3.430,99.550,0.450,47.06,384,1.000,bicubic tf_efficientnet_b7.ra_in1k,96.570,3.430,99.520,0.480,66.35,600,0.949,bicubic -vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,96.570,3.430,99.520,0.480,88.34,448,1.000,bicubic coat_lite_medium_384.in1k,96.570,3.430,99.470,0.530,44.57,384,1.000,bicubic -regnety_120.sw_in12k_ft_in1k,96.560,3.440,99.680,0.320,51.82,288,1.000,bicubic convnext_base.clip_laion2b_augreg_ft_in1k,96.560,3.440,99.650,0.350,88.59,256,1.000,bicubic convnext_tiny.in12k_ft_in1k_384,96.560,3.440,99.630,0.370,28.59,384,1.000,bicubic +vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,96.560,3.440,99.520,0.480,88.34,448,1.000,bicubic +regnety_120.sw_in12k_ft_in1k,96.550,3.450,99.680,0.320,51.82,288,1.000,bicubic xcit_small_24_p8_224.fb_dist_in1k,96.550,3.450,99.560,0.440,47.63,224,1.000,bicubic tf_efficientnet_b8.ap_in1k,96.550,3.450,99.540,0.460,87.41,672,0.954,bicubic hrnet_w48_ssld.paddle_in1k,96.540,3.460,99.640,0.360,77.47,288,1.000,bilinear @@ -214,6 +218,7 @@ caformer_m36.sail_in1k,96.410,3.590,99.530,0.470,56.20,224,1.000,bicubic resnetrs420.tf_in1k,96.400,3.600,99.540,0.460,191.89,416,1.000,bicubic convnext_large.fb_in1k,96.400,3.600,99.530,0.470,197.77,288,1.000,bicubic mvitv2_large.fb_in1k,96.400,3.600,99.450,0.550,217.99,224,0.900,bicubic +tiny_vit_21m_224.dist_in22k_ft_in1k,96.380,3.620,99.500,0.500,21.20,224,0.950,bicubic swin_base_patch4_window12_384.ms_in1k,96.380,3.620,99.420,0.580,87.90,384,1.000,bicubic tf_efficientnet_b6.ap_in1k,96.370,3.630,99.550,0.450,43.04,528,0.942,bicubic seresnext101d_32x8d.ah_in1k,96.360,3.640,99.470,0.530,93.59,288,1.000,bicubic @@ -229,13 +234,14 @@ maxvit_large_tf_224.in1k,96.330,3.670,99.410,0.590,211.79,224,0.950,bicubic vit_base_patch16_clip_224.laion2b_ft_in1k,96.320,3.680,99.540,0.460,86.57,224,1.000,bicubic regnetz_040_h.ra3_in1k,96.320,3.680,99.520,0.480,28.94,320,1.000,bicubic xcit_large_24_p16_224.fb_dist_in1k,96.320,3.680,99.500,0.500,189.10,224,1.000,bicubic -vit_base_patch16_clip_224.openai_ft_in1k,96.310,3.690,99.560,0.440,86.57,224,0.900,bicubic +vit_base_patch16_clip_224.openai_ft_in1k,96.310,3.690,99.550,0.450,86.57,224,0.900,bicubic seresnet152d.ra2_in1k,96.310,3.690,99.510,0.490,66.84,320,1.000,bicubic convnext_base.fb_in1k,96.310,3.690,99.500,0.500,88.59,288,1.000,bicubic regnety_1280.seer_ft_in1k,96.310,3.690,99.410,0.590,644.81,384,1.000,bicubic vit_base_patch16_224.augreg_in21k_ft_in1k,96.300,3.700,99.560,0.440,86.57,224,0.900,bicubic dm_nfnet_f1.dm_in1k,96.300,3.700,99.530,0.470,132.63,320,0.910,bicubic tf_efficientnet_b6.aa_in1k,96.300,3.700,99.530,0.470,43.04,528,0.942,bicubic +fastvit_ma36.apple_dist_in1k,96.300,3.700,99.500,0.500,44.07,256,0.950,bicubic resnetv2_50x3_bit.goog_in21k_ft_in1k,96.270,3.730,99.630,0.370,217.32,448,1.000,bilinear efficientnetv2_rw_m.agc_in1k,96.270,3.730,99.560,0.440,53.24,416,1.000,bicubic resnext101_32x16d.fb_swsl_ig1b_ft_in1k,96.270,3.730,99.500,0.500,194.03,224,0.875,bilinear @@ -264,10 +270,11 @@ crossvit_18_dagger_408.in1k,96.150,3.850,99.470,0.530,44.61,408,1.000,bicubic regnetz_d8_evos.ch_in1k,96.140,3.860,99.490,0.510,23.46,320,1.000,bicubic deit3_medium_patch16_224.fb_in22k_ft_in1k,96.140,3.860,99.480,0.520,38.85,224,1.000,bicubic seresnext101_32x8d.ah_in1k,96.140,3.860,99.360,0.640,93.57,288,1.000,bicubic +efficientvit_b3.r288_in1k,96.140,3.860,99.290,0.710,48.65,288,1.000,bicubic coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k,96.130,3.870,99.340,0.660,41.72,224,0.950,bicubic +flexivit_base.1200ep_in1k,96.120,3.880,99.410,0.590,86.59,240,0.950,bicubic resnest269e.in1k,96.110,3.890,99.520,0.480,110.93,416,0.928,bicubic resnet200d.ra2_in1k,96.110,3.890,99.460,0.540,64.69,320,1.000,bicubic -flexivit_base.1200ep_in1k,96.110,3.890,99.410,0.590,86.59,240,0.950,bicubic convformer_s36.sail_in1k,96.110,3.890,99.310,0.690,40.01,224,1.000,bicubic convformer_s18.sail_in22k_ft_in1k,96.100,3.900,99.490,0.510,26.77,224,1.000,bicubic tf_efficientnet_b3.ns_jft_in1k,96.100,3.900,99.480,0.520,12.23,300,0.904,bicubic @@ -280,11 +287,11 @@ convformer_m36.sail_in1k,96.080,3.920,99.250,0.750,57.05,224,1.000,bicubic resnest200e.in1k,96.070,3.930,99.480,0.520,70.20,320,0.909,bicubic tf_efficientnet_b7.aa_in1k,96.070,3.930,99.450,0.550,66.35,600,0.949,bicubic swinv2_small_window16_256.ms_in1k,96.070,3.930,99.340,0.660,49.73,256,0.900,bicubic +vit_small_r26_s32_384.augreg_in21k_ft_in1k,96.060,3.940,99.550,0.450,36.47,384,1.000,bicubic regnety_640.seer_ft_in1k,96.060,3.940,99.500,0.500,281.38,384,1.000,bicubic resnetrs270.tf_in1k,96.060,3.940,99.480,0.520,129.86,352,1.000,bicubic swin_small_patch4_window7_224.ms_in22k_ft_in1k,96.060,3.940,99.480,0.520,49.61,224,0.900,bicubic swinv2_base_window8_256.ms_in1k,96.060,3.940,99.410,0.590,87.92,256,0.900,bicubic -vit_small_r26_s32_384.augreg_in21k_ft_in1k,96.050,3.950,99.550,0.450,36.47,384,1.000,bicubic resnext101_32x4d.fb_swsl_ig1b_ft_in1k,96.040,3.960,99.540,0.460,44.18,224,0.875,bilinear maxvit_rmlp_tiny_rw_256.sw_in1k,96.040,3.960,99.410,0.590,29.15,256,0.950,bicubic swin_s3_base_224.ms_in1k,96.040,3.960,99.350,0.650,71.13,224,0.900,bicubic @@ -297,19 +304,24 @@ vit_medium_patch16_gap_256.sw_in12k_ft_in1k,96.000,4.000,99.500,0.500,38.86,256, cs3se_edgenet_x.c2ns_in1k,96.000,4.000,99.430,0.570,50.72,320,1.000,bicubic cait_xs24_384.fb_dist_in1k,96.000,4.000,99.420,0.580,26.67,384,1.000,bicubic coat_lite_medium.in1k,96.000,4.000,99.350,0.650,44.57,224,0.900,bicubic +repvit_m2_3.dist_450e_in1k,95.990,4.010,99.400,0.600,23.69,224,0.950,bicubic vit_small_patch16_384.augreg_in21k_ft_in1k,95.980,4.020,99.590,0.410,22.20,384,1.000,bicubic mvitv2_base.fb_in1k,95.980,4.020,99.330,0.670,51.47,224,0.900,bicubic -tf_efficientnet_b5.ra_in1k,95.970,4.030,99.450,0.550,30.39,456,0.934,bicubic +tf_efficientnet_b5.ra_in1k,95.970,4.030,99.460,0.540,30.39,456,0.934,bicubic convnext_small.fb_in1k,95.970,4.030,99.430,0.570,50.22,288,1.000,bicubic +fastvit_ma36.apple_in1k,95.970,4.030,99.360,0.640,44.07,256,0.950,bicubic xcit_small_12_p8_224.fb_dist_in1k,95.960,4.040,99.430,0.570,26.21,224,1.000,bicubic flexivit_base.600ep_in1k,95.960,4.040,99.420,0.580,86.59,240,0.950,bicubic resnetrs152.tf_in1k,95.960,4.040,99.380,0.620,86.62,320,1.000,bicubic -flexivit_base.300ep_in1k,95.960,4.040,99.370,0.630,86.59,240,0.950,bicubic +fastvit_sa36.apple_dist_in1k,95.960,4.040,99.370,0.630,31.53,256,0.900,bicubic maxvit_rmlp_small_rw_224.sw_in1k,95.960,4.040,99.350,0.650,64.90,224,0.900,bicubic +repvgg_d2se.rvgg_in1k,95.950,4.050,99.470,0.530,133.33,320,1.000,bilinear +flexivit_base.300ep_in1k,95.950,4.050,99.370,0.630,86.59,240,0.950,bicubic pvt_v2_b5.in1k,95.940,4.060,99.390,0.610,81.96,224,0.900,bicubic resnext101_32x8d.fb_wsl_ig1b_ft_in1k,95.940,4.060,99.380,0.620,88.79,224,0.875,bilinear eca_nfnet_l1.ra2_in1k,95.930,4.070,99.490,0.510,41.41,320,1.000,bicubic pvt_v2_b4.in1k,95.920,4.080,99.360,0.640,62.56,224,0.900,bicubic +inception_next_base.sail_in1k,95.920,4.080,99.220,0.780,86.67,224,0.950,bicubic gcvit_small.in1k,95.910,4.090,99.280,0.720,51.09,224,0.875,bicubic vit_base_patch32_384.augreg_in21k_ft_in1k,95.900,4.100,99.440,0.560,88.30,384,1.000,bicubic focalnet_base_srf.ms_in1k,95.900,4.100,99.340,0.660,88.15,224,0.900,bicubic @@ -327,15 +339,16 @@ tf_efficientnet_b5.in1k,95.870,4.130,99.390,0.610,30.39,456,0.934,bicubic xcit_medium_24_p8_224.fb_in1k,95.860,4.140,99.080,0.920,84.32,224,1.000,bicubic deit3_small_patch16_224.fb_in22k_ft_in1k,95.830,4.170,99.390,0.610,22.06,224,1.000,bicubic convnextv2_tiny.fcmae_ft_in1k,95.830,4.170,99.340,0.660,28.64,288,1.000,bicubic -crossvit_15_dagger_408.in1k,95.830,4.170,99.320,0.680,28.50,408,1.000,bicubic +efficientvit_b3.r256_in1k,95.830,4.170,99.220,0.780,48.65,256,1.000,bicubic swin_s3_small_224.ms_in1k,95.830,4.170,99.200,0.800,49.74,224,0.900,bicubic focalnet_base_lrf.ms_in1k,95.830,4.170,99.180,0.820,88.75,224,0.900,bicubic resnext101_64x4d.tv_in1k,95.820,4.180,99.320,0.680,83.46,224,0.875,bilinear +crossvit_15_dagger_408.in1k,95.820,4.180,99.310,0.690,28.50,408,1.000,bicubic tresnet_v2_l.miil_in21k_ft_in1k,95.820,4.180,99.290,0.710,46.17,224,0.875,bilinear pit_b_distilled_224.in1k,95.820,4.180,99.210,0.790,74.79,224,0.900,bicubic maxvit_tiny_tf_224.in1k,95.810,4.190,99.260,0.740,30.92,224,0.950,bicubic -regnety_320.seer_ft_in1k,95.800,4.200,99.390,0.610,145.05,384,1.000,bicubic edgenext_base.usi_in1k,95.790,4.210,99.570,0.430,18.51,320,1.000,bicubic +regnety_320.seer_ft_in1k,95.790,4.210,99.390,0.610,145.05,384,1.000,bicubic xcit_small_24_p16_224.fb_dist_in1k,95.790,4.210,99.350,0.650,47.67,224,1.000,bicubic convnextv2_nano.fcmae_ft_in22k_in1k_384,95.790,4.210,99.300,0.700,15.62,384,1.000,bicubic regnety_064.ra3_in1k,95.790,4.210,99.290,0.710,30.58,288,1.000,bicubic @@ -357,40 +370,48 @@ efficientnetv2_rw_s.ra2_in1k,95.710,4.290,99.380,0.620,23.94,384,1.000,bicubic hrnet_w18_ssld.paddle_in1k,95.710,4.290,99.340,0.660,21.30,288,1.000,bilinear swin_small_patch4_window7_224.ms_in1k,95.710,4.290,99.290,0.710,49.61,224,0.900,bicubic swinv2_cr_small_ns_224.sw_in1k,95.710,4.290,99.290,0.710,49.70,224,0.900,bicubic +tiny_vit_11m_224.dist_in22k_ft_in1k,95.710,4.290,99.260,0.740,11.00,224,0.950,bicubic twins_svt_large.in1k,95.700,4.300,99.370,0.630,99.27,224,0.900,bicubic dm_nfnet_f0.dm_in1k,95.690,4.310,99.350,0.650,71.49,256,0.900,bicubic xception65.ra3_in1k,95.690,4.310,99.320,0.680,39.92,299,0.940,bicubic caformer_s18.sail_in1k,95.680,4.320,99.290,0.710,26.34,224,1.000,bicubic +inception_next_small.sail_in1k,95.680,4.320,99.250,0.750,49.37,224,0.875,bicubic cait_s24_224.fb_dist_in1k,95.660,4.340,99.390,0.610,46.92,224,1.000,bicubic gcvit_tiny.in1k,95.660,4.340,99.330,0.670,28.22,224,0.875,bicubic xception65p.ra3_in1k,95.660,4.340,99.270,0.730,39.82,299,0.940,bicubic +tiny_vit_21m_224.in1k,95.650,4.350,99.250,0.750,21.20,224,0.950,bicubic regnetz_c16_evos.ch_in1k,95.640,4.360,99.420,0.580,13.49,320,0.950,bicubic deit_base_patch16_384.fb_in1k,95.640,4.360,99.240,0.760,86.86,384,1.000,bicubic resnext50_32x4d.fb_swsl_ig1b_ft_in1k,95.630,4.370,99.440,0.560,25.03,224,0.875,bilinear ecaresnet101d.miil_in1k,95.630,4.370,99.410,0.590,44.57,288,0.950,bicubic focalnet_small_srf.ms_in1k,95.630,4.370,99.290,0.710,49.89,224,0.900,bicubic -coatnet_1_rw_224.sw_in1k,95.610,4.390,99.220,0.780,41.72,224,0.950,bicubic +coatnet_1_rw_224.sw_in1k,95.620,4.380,99.220,0.780,41.72,224,0.950,bicubic +fastvit_sa36.apple_in1k,95.610,4.390,99.320,0.680,31.53,256,0.900,bicubic efficientformer_l7.snap_dist_in1k,95.600,4.400,99.440,0.560,82.23,224,0.950,bicubic deit3_small_patch16_384.fb_in1k,95.600,4.400,99.390,0.610,22.21,384,1.000,bicubic tf_efficientnetv2_b3.in21k_ft_in1k,95.600,4.400,99.280,0.720,14.36,300,0.900,bicubic +repvit_m2_3.dist_300e_in1k,95.590,4.410,99.390,0.610,23.69,224,0.950,bicubic tf_efficientnet_b4.aa_in1k,95.590,4.410,99.330,0.670,19.34,380,0.922,bicubic sequencer2d_m.in1k,95.580,4.420,99.270,0.730,38.31,224,0.875,bicubic resnet101.a1h_in1k,95.580,4.420,99.250,0.750,44.55,288,1.000,bicubic +efficientvit_b2.r288_in1k,95.580,4.420,99.220,0.780,24.33,288,1.000,bicubic resnetv2_101.a1h_in1k,95.570,4.430,99.370,0.630,44.54,288,1.000,bicubic resnest101e.in1k,95.570,4.430,99.270,0.730,48.28,256,0.875,bilinear regnety_320.tv2_in1k,95.560,4.440,99.390,0.610,145.05,224,0.965,bicubic twins_svt_base.in1k,95.560,4.440,99.230,0.770,56.07,224,0.900,bicubic +fastvit_sa24.apple_dist_in1k,95.550,4.450,99.310,0.690,21.55,256,0.900,bicubic rexnet_300.nav_in1k,95.540,4.460,99.320,0.680,34.71,224,0.875,bicubic nest_base_jx.goog_in1k,95.540,4.460,99.290,0.710,67.72,224,0.875,bicubic nest_small_jx.goog_in1k,95.540,4.460,99.220,0.780,38.35,224,0.875,bicubic +efficientvit_b3.r224_in1k,95.540,4.460,99.190,0.810,48.65,224,0.950,bicubic efficientnet_b4.ra2_in1k,95.530,4.470,99.400,0.600,19.34,384,1.000,bicubic resnext101_64x4d.c1_in1k,95.530,4.470,99.290,0.710,83.46,288,1.000,bicubic tf_efficientnet_b2.ns_jft_in1k,95.520,4.480,99.340,0.660,9.11,260,0.890,bicubic tresnet_xl.miil_in1k_448,95.510,4.490,99.340,0.660,78.44,448,0.875,bilinear -coatnet_rmlp_1_rw_224.sw_in1k,95.500,4.500,99.250,0.750,41.69,224,0.950,bicubic regnety_040.ra3_in1k,95.490,4.510,99.420,0.580,20.65,288,1.000,bicubic tf_efficientnet_b4.ap_in1k,95.490,4.510,99.390,0.610,19.34,380,0.922,bicubic xcit_tiny_24_p16_384.fb_dist_in1k,95.490,4.510,99.360,0.640,12.12,384,1.000,bicubic +coatnet_rmlp_1_rw_224.sw_in1k,95.490,4.510,99.250,0.750,41.69,224,0.950,bicubic tf_efficientnet_b4.in1k,95.480,4.520,99.270,0.730,19.34,380,0.922,bicubic twins_pcpvt_base.in1k,95.470,4.530,99.390,0.610,43.83,224,0.900,bicubic pvt_v2_b3.in1k,95.470,4.530,99.310,0.690,45.24,224,0.900,bicubic @@ -424,14 +445,16 @@ swinv2_tiny_window16_256.ms_in1k,95.330,4.670,99.300,0.700,28.35,256,0.900,bicub convformer_s18.sail_in1k,95.330,4.670,99.150,0.850,26.77,224,1.000,bicubic resnetv2_101x1_bit.goog_in21k_ft_in1k,95.320,4.680,99.370,0.630,44.54,448,1.000,bilinear resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k,95.320,4.680,99.320,0.680,88.79,224,0.875,bilinear -rexnetr_200.sw_in12k_ft_in1k,95.310,4.690,99.480,0.520,16.52,288,1.000,bicubic +rexnetr_200.sw_in12k_ft_in1k,95.310,4.690,99.470,0.530,16.52,288,1.000,bicubic resnext101_32x8d.tv2_in1k,95.300,4.700,99.360,0.640,88.79,224,0.965,bilinear regnety_080_tv.tv2_in1k,95.300,4.700,99.230,0.770,39.38,224,0.965,bicubic vit_relpos_medium_patch16_cls_224.sw_in1k,95.300,4.700,99.100,0.900,38.76,224,0.900,bicubic resnetaa50d.sw_in12k_ft_in1k,95.290,4.710,99.380,0.620,25.58,288,1.000,bicubic gc_efficientnetv2_rw_t.agc_in1k,95.290,4.710,99.220,0.780,13.68,288,1.000,bicubic +fastvit_sa24.apple_in1k,95.280,4.720,99.310,0.690,21.55,256,0.900,bicubic cs3darknet_x.c2ns_in1k,95.280,4.720,99.290,0.710,35.05,288,1.000,bicubic regnetx_320.tv2_in1k,95.280,4.720,99.290,0.710,107.81,224,0.965,bicubic +repvit_m1_5.dist_450e_in1k,95.280,4.720,99.230,0.770,14.64,224,0.950,bicubic mobilevitv2_175.cvnets_in22k_ft_in1k_384,95.260,4.740,99.380,0.620,14.25,384,1.000,bicubic flexivit_small.600ep_in1k,95.260,4.740,99.160,0.840,22.06,240,0.950,bicubic resnetrs101.tf_in1k,95.250,4.750,99.210,0.790,63.62,288,0.940,bicubic @@ -439,9 +462,11 @@ vit_relpos_base_patch16_clsgap_224.sw_in1k,95.250,4.750,99.200,0.800,86.43,224,0 convnext_tiny_hnf.a2h_in1k,95.250,4.750,98.980,1.020,28.59,288,1.000,bicubic cait_xxs36_384.fb_dist_in1k,95.240,4.760,99.320,0.680,17.37,384,1.000,bicubic vit_large_patch32_384.orig_in21k_ft_in1k,95.240,4.760,99.320,0.680,306.63,384,1.000,bicubic +tiny_vit_11m_224.in1k,95.240,4.760,99.230,0.770,11.00,224,0.950,bicubic wide_resnet101_2.tv2_in1k,95.240,4.760,99.200,0.800,126.89,224,0.965,bilinear vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,95.230,4.770,99.240,0.760,88.22,224,0.900,bicubic pvt_v2_b2_li.in1k,95.220,4.780,99.260,0.740,22.55,224,0.900,bicubic +efficientvit_b2.r256_in1k,95.220,4.780,99.130,0.870,24.33,256,1.000,bicubic resnetv2_50d_gn.ah_in1k,95.220,4.780,99.030,0.970,25.57,288,1.000,bicubic convnext_tiny.fb_in1k,95.210,4.790,99.310,0.690,28.59,288,1.000,bicubic efficientformer_l3.snap_dist_in1k,95.210,4.790,99.310,0.690,31.41,224,0.950,bicubic @@ -454,25 +479,27 @@ vit_base_patch16_224.orig_in21k_ft_in1k,95.200,4.800,99.230,0.770,86.57,224,0.90 coat_small.in1k,95.190,4.810,99.280,0.720,21.69,224,0.900,bicubic focalnet_tiny_lrf.ms_in1k,95.190,4.810,99.220,0.780,28.65,224,0.900,bicubic vit_relpos_medium_patch16_224.sw_in1k,95.190,4.810,99.220,0.780,38.75,224,0.900,bicubic -flexivit_small.1200ep_in1k,95.180,4.820,99.180,0.820,22.06,240,0.950,bicubic +flexivit_small.1200ep_in1k,95.190,4.810,99.180,0.820,22.06,240,0.950,bicubic poolformerv2_m48.sail_in1k,95.180,4.820,99.160,0.840,73.35,224,1.000,bicubic crossvit_18_dagger_240.in1k,95.180,4.820,99.120,0.880,44.27,240,0.875,bicubic regnety_160.tv2_in1k,95.160,4.840,99.250,0.750,83.59,224,0.965,bicubic -efficientnet_b3.ra2_in1k,95.150,4.850,99.210,0.790,12.23,320,1.000,bicubic +repvit_m1_5.dist_300e_in1k,95.150,4.850,99.270,0.730,14.64,224,0.950,bicubic flexivit_small.300ep_in1k,95.150,4.850,99.150,0.850,22.06,240,0.950,bicubic nasnetalarge.tf_in1k,95.150,4.850,99.130,0.870,88.75,331,0.911,bicubic resnext101_32x4d.fb_ssl_yfcc100m_ft_in1k,95.140,4.860,99.300,0.700,44.18,224,0.875,bilinear convnextv2_nano.fcmae_ft_in1k,95.140,4.860,99.220,0.780,15.62,288,1.000,bicubic +efficientnet_b3.ra2_in1k,95.140,4.860,99.210,0.790,12.23,320,1.000,bicubic vit_relpos_base_patch16_224.sw_in1k,95.130,4.870,99.290,0.710,86.43,224,0.900,bicubic wide_resnet50_2.racm_in1k,95.130,4.870,99.260,0.740,68.88,288,0.950,bicubic -vit_small_r26_s32_224.augreg_in21k_ft_in1k,95.130,4.870,99.220,0.780,36.43,224,0.900,bicubic resnet61q.ra2_in1k,95.130,4.870,99.080,0.920,36.85,288,1.000,bicubic xcit_medium_24_p16_224.fb_in1k,95.130,4.870,98.940,1.060,84.40,224,1.000,bicubic +vit_small_r26_s32_224.augreg_in21k_ft_in1k,95.120,4.880,99.220,0.780,36.43,224,0.900,bicubic fbnetv3_g.ra2_in1k,95.120,4.880,99.200,0.800,16.62,288,0.950,bilinear tf_efficientnetv2_b3.in1k,95.120,4.880,99.200,0.800,14.36,300,0.904,bicubic -efficientformerv2_s2.snap_dist_in1k,95.120,4.880,99.120,0.880,12.71,224,0.950,bicubic cs3sedarknet_l.c2ns_in1k,95.110,4.890,99.210,0.790,21.91,288,0.950,bicubic +efficientformerv2_s2.snap_dist_in1k,95.110,4.890,99.120,0.880,12.71,224,0.950,bicubic convit_base.fb_in1k,95.100,4.900,99.150,0.850,86.54,224,0.875,bicubic +inception_next_tiny.sail_in1k,95.100,4.900,99.140,0.860,28.06,224,0.875,bicubic poolformer_m48.sail_in1k,95.100,4.900,99.100,0.900,73.47,224,0.950,bicubic coatnet_rmlp_nano_rw_224.sw_in1k,95.090,4.910,99.170,0.830,15.15,224,0.900,bicubic resnet152.a1_in1k,95.090,4.910,98.990,1.010,60.19,288,1.000,bicubic @@ -484,24 +511,24 @@ coat_lite_small.in1k,95.070,4.930,99.030,0.970,19.84,224,0.900,bicubic crossvit_base_240.in1k,95.070,4.930,98.980,1.020,105.03,240,0.875,bicubic efficientnetv2_rw_t.ra2_in1k,95.060,4.940,99.220,0.780,13.65,288,1.000,bicubic vit_relpos_medium_patch16_rpn_224.sw_in1k,95.060,4.940,99.200,0.800,38.73,224,0.900,bicubic -xception41p.ra3_in1k,95.060,4.940,99.160,0.840,26.91,299,0.940,bicubic xcit_small_24_p16_224.fb_in1k,95.060,4.940,99.070,0.930,47.67,224,1.000,bicubic -focalnet_tiny_srf.ms_in1k,95.050,4.950,99.280,0.720,28.43,224,0.900,bicubic +xception41p.ra3_in1k,95.050,4.950,99.160,0.840,26.91,299,0.940,bicubic poolformerv2_m36.sail_in1k,95.050,4.950,99.150,0.850,56.08,224,1.000,bicubic coatnet_nano_rw_224.sw_in1k,95.050,4.950,99.140,0.860,15.14,224,0.900,bicubic mobilevitv2_200.cvnets_in22k_ft_in1k,95.050,4.950,99.080,0.920,18.45,256,0.888,bicubic -resnet152.tv2_in1k,95.040,4.960,99.180,0.820,60.19,224,0.965,bilinear +focalnet_tiny_srf.ms_in1k,95.040,4.960,99.280,0.720,28.43,224,0.900,bicubic +resnet152.tv2_in1k,95.040,4.960,99.170,0.830,60.19,224,0.965,bilinear poolformer_m36.sail_in1k,95.030,4.970,99.100,0.900,56.17,224,0.950,bicubic swinv2_tiny_window8_256.ms_in1k,95.020,4.980,99.170,0.830,28.35,256,0.900,bicubic gcvit_xtiny.in1k,95.020,4.980,99.160,0.840,19.98,224,0.875,bicubic deit_base_patch16_224.fb_in1k,95.020,4.980,98.970,1.030,86.57,224,0.900,bicubic pvt_v2_b2.in1k,95.010,4.990,99.140,0.860,25.36,224,0.900,bicubic -halo2botnet50ts_256.a1h_in1k,95.010,4.990,99.040,0.960,22.64,256,0.950,bicubic +halo2botnet50ts_256.a1h_in1k,95.010,4.990,99.050,0.950,22.64,256,0.950,bicubic ecaresnet101d_pruned.miil_in1k,95.000,5.000,99.230,0.770,24.88,288,0.950,bicubic -seresnext50_32x4d.racm_in1k,95.000,5.000,99.200,0.800,27.56,288,0.950,bicubic +seresnext50_32x4d.racm_in1k,95.000,5.000,99.190,0.810,27.56,288,0.950,bicubic resnext50_32x4d.a1h_in1k,94.990,5.010,99.190,0.810,25.03,288,1.000,bicubic crossvit_15_dagger_240.in1k,94.990,5.010,99.160,0.840,28.21,240,0.875,bicubic -coatnet_bn_0_rw_224.sw_in1k,94.980,5.020,99.240,0.760,27.44,224,0.950,bicubic +coatnet_bn_0_rw_224.sw_in1k,94.980,5.020,99.230,0.770,27.44,224,0.950,bicubic visformer_small.in1k,94.970,5.030,99.210,0.790,40.22,224,0.900,bicubic convmixer_1536_20.in1k,94.970,5.030,99.170,0.830,51.63,224,0.960,bicubic tf_efficientnet_b3.ap_in1k,94.970,5.030,99.110,0.890,12.23,300,0.904,bicubic @@ -529,9 +556,10 @@ tf_efficientnet_lite4.in1k,94.870,5.130,99.100,0.900,13.01,380,0.920,bilinear tf_efficientnet_b1.ns_jft_in1k,94.860,5.140,99.250,0.750,7.79,240,0.882,bicubic coatnext_nano_rw_224.sw_in1k,94.850,5.150,99.200,0.800,14.70,224,0.900,bicubic resnetaa50.a1h_in1k,94.850,5.150,99.120,0.880,25.56,288,1.000,bicubic +efficientvit_b2.r224_in1k,94.850,5.150,98.970,1.030,24.33,224,0.950,bicubic resnet101.tv2_in1k,94.840,5.160,99.030,0.970,44.55,224,0.965,bilinear edgenext_small.usi_in1k,94.830,5.170,99.410,0.590,5.59,320,1.000,bicubic -vit_base_patch16_rpn_224.sw_in1k,94.830,5.170,99.090,0.910,86.54,224,0.900,bicubic +vit_base_patch16_rpn_224.sw_in1k,94.820,5.180,99.090,0.910,86.54,224,0.900,bicubic xcit_small_12_p16_224.fb_in1k,94.820,5.180,99.060,0.940,26.25,224,1.000,bicubic wide_resnet50_2.tv2_in1k,94.810,5.190,99.260,0.740,68.88,224,0.965,bilinear resnet50d.ra2_in1k,94.810,5.190,99.230,0.770,25.58,288,0.950,bicubic @@ -549,26 +577,29 @@ resnetv2_50x1_bit.goog_in21k_ft_in1k,94.740,5.260,99.180,0.820,25.55,448,1.000,b seresnet50.ra2_in1k,94.740,5.260,99.110,0.890,28.09,288,0.950,bicubic legacy_senet154.in1k,94.730,5.270,99.100,0.900,115.09,224,0.875,bilinear regnetx_080.tv2_in1k,94.730,5.270,99.030,0.970,39.57,224,0.965,bicubic -resnet152s.gluon_in1k,94.720,5.280,99.060,0.940,60.32,224,0.875,bicubic +repvit_m3.dist_in1k,94.720,5.280,99.060,0.940,10.68,224,0.950,bicubic halonet50ts.a1h_in1k,94.720,5.280,98.830,1.170,22.73,256,0.940,bicubic -resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,94.710,5.290,99.240,0.760,25.03,224,0.875,bilinear +resnet152s.gluon_in1k,94.710,5.290,99.060,0.940,60.32,224,0.875,bicubic +resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,94.700,5.300,99.240,0.760,25.03,224,0.875,bilinear poolformerv2_s36.sail_in1k,94.700,5.300,99.230,0.770,30.79,224,1.000,bicubic resnest50d_4s2x40d.in1k,94.700,5.300,99.130,0.870,30.42,224,0.875,bicubic crossvit_15_240.in1k,94.700,5.300,99.080,0.920,27.53,240,0.875,bicubic senet154.gluon_in1k,94.700,5.300,98.970,1.030,115.09,224,0.875,bicubic xcit_tiny_12_p8_224.fb_dist_in1k,94.690,5.310,99.180,0.820,6.71,224,1.000,bicubic pit_s_distilled_224.in1k,94.690,5.310,99.150,0.850,24.04,224,0.900,bicubic -resnetv2_50.a1h_in1k,94.690,5.310,99.090,0.910,25.55,288,1.000,bicubic deit3_small_patch16_224.fb_in1k,94.690,5.310,98.760,1.240,22.06,224,0.900,bicubic -cs3darknet_l.c2ns_in1k,94.680,5.320,99.230,0.770,21.16,288,0.950,bicubic vit_relpos_small_patch16_224.sw_in1k,94.680,5.320,99.110,0.890,21.98,224,0.900,bicubic +fastvit_sa12.apple_dist_in1k,94.680,5.320,99.100,0.900,11.58,256,0.900,bicubic +resnetv2_50.a1h_in1k,94.680,5.320,99.090,0.910,25.55,288,1.000,bicubic mobilevitv2_150.cvnets_in22k_ft_in1k,94.680,5.320,98.920,1.080,10.59,256,0.888,bicubic ecaresnet50d.miil_in1k,94.670,5.330,99.260,0.740,25.58,288,0.950,bicubic +cs3darknet_l.c2ns_in1k,94.670,5.330,99.230,0.770,21.16,288,0.950,bicubic efficientnet_el.ra_in1k,94.670,5.330,99.130,0.870,10.59,300,0.904,bicubic regnetz_b16.ra3_in1k,94.670,5.330,99.130,0.870,9.72,288,1.000,bicubic rexnet_200.nav_in1k,94.670,5.330,99.090,0.910,16.37,224,0.875,bicubic tresnet_m.miil_in1k_448,94.660,5.340,99.150,0.850,31.39,448,0.875,bilinear seresnext101_64x4d.gluon_in1k,94.650,5.350,98.970,1.030,88.23,224,0.875,bicubic +tiny_vit_5m_224.dist_in22k_ft_in1k,94.630,5.370,99.140,0.860,5.39,224,0.950,bicubic resnet50_gn.a1h_in1k,94.620,5.380,99.150,0.850,25.56,288,0.950,bicubic swin_tiny_patch4_window7_224.ms_in1k,94.620,5.380,99.120,0.880,28.29,224,0.900,bicubic poolformer_s36.sail_in1k,94.620,5.380,99.050,0.950,30.86,224,0.900,bicubic @@ -576,11 +607,11 @@ vit_small_patch16_384.augreg_in1k,94.610,5.390,99.140,0.860,22.20,384,1.000,bicu twins_pcpvt_small.in1k,94.600,5.400,99.150,0.850,24.11,224,0.900,bicubic deit_small_distilled_patch16_224.fb_in1k,94.600,5.400,99.100,0.900,22.44,224,0.900,bicubic resnet50.tv2_in1k,94.600,5.400,99.090,0.910,25.56,224,0.965,bilinear +efficientnet_b3_pruned.in1k,94.600,5.400,99.070,0.930,9.86,300,0.904,bicubic resnest50d.in1k,94.600,5.400,99.030,0.970,27.48,224,0.875,bilinear vit_small_patch32_384.augreg_in21k_ft_in1k,94.590,5.410,99.140,0.860,22.92,384,1.000,bicubic -efficientnet_b3_pruned.in1k,94.590,5.410,99.070,0.930,9.86,300,0.904,bicubic pit_s_224.in1k,94.590,5.410,98.930,1.070,23.46,224,0.900,bicubic -crossvit_small_240.in1k,94.580,5.420,99.110,0.890,26.86,240,0.875,bicubic +crossvit_small_240.in1k,94.580,5.420,99.120,0.880,26.86,240,0.875,bicubic convnext_nano_ols.d1h_in1k,94.580,5.420,99.050,0.950,15.65,288,1.000,bicubic ecaresnet50t.a2_in1k,94.570,5.430,99.040,0.960,25.57,288,1.000,bicubic repvgg_b3.rvgg_in1k,94.570,5.430,98.910,1.090,123.09,224,0.875,bilinear @@ -589,17 +620,18 @@ tnt_s_patch16_224,94.560,5.440,99.170,0.830,23.76,224,0.900,bicubic resmlp_36_224.fb_distilled_in1k,94.560,5.440,99.160,0.840,44.69,224,0.875,bicubic convnextv2_pico.fcmae_ft_in1k,94.560,5.440,99.140,0.860,9.07,288,0.950,bicubic vit_srelpos_small_patch16_224.sw_in1k,94.550,5.450,99.150,0.850,21.97,224,0.900,bicubic +repvit_m1_1.dist_450e_in1k,94.550,5.450,99.090,0.910,8.80,224,0.950,bicubic gernet_m.idstcv_in1k,94.540,5.460,98.920,1.080,21.14,224,0.875,bilinear ecaresnetlight.miil_in1k,94.530,5.470,99.180,0.820,30.16,288,0.950,bicubic -res2net101d.in1k,94.530,5.470,98.980,1.020,45.23,224,0.875,bilinear regnety_320.pycls_in1k,94.520,5.480,99.170,0.830,145.05,224,0.875,bicubic xcit_tiny_12_p16_384.fb_dist_in1k,94.520,5.480,99.170,0.830,6.72,384,1.000,bicubic +res2net101d.in1k,94.520,5.480,98.980,1.020,45.23,224,0.875,bilinear mobilevitv2_200.cvnets_in1k,94.520,5.480,98.970,1.030,18.45,256,0.888,bicubic haloregnetz_b.ra3_in1k,94.520,5.480,98.960,1.040,11.68,224,0.940,bicubic regnetx_032.tv2_in1k,94.520,5.480,98.910,1.090,15.30,224,0.965,bicubic -sehalonet33ts.ra2_in1k,94.520,5.480,98.770,1.230,13.69,256,0.940,bicubic resnet50.c1_in1k,94.510,5.490,99.070,0.930,25.56,288,1.000,bicubic resnet50.b1k_in1k,94.510,5.490,99.000,1.000,25.56,288,1.000,bicubic +sehalonet33ts.ra2_in1k,94.510,5.490,98.760,1.240,13.69,256,0.940,bicubic repvgg_b3g4.rvgg_in1k,94.500,5.500,99.020,0.980,83.83,224,0.875,bilinear gcresnext50ts.ch_in1k,94.490,5.510,99.010,0.990,15.67,288,1.000,bicubic ese_vovnet39b.ra_in1k,94.480,5.520,99.060,0.940,24.57,288,0.950,bicubic @@ -611,15 +643,17 @@ eva02_tiny_patch14_336.mim_in22k_ft_in1k,94.450,5.550,99.100,0.900,5.76,336,1.00 seresnet50.a2_in1k,94.450,5.550,98.890,1.110,28.09,288,1.000,bicubic vit_base_patch32_clip_224.openai_ft_in1k,94.440,5.560,99.180,0.820,88.22,224,0.900,bicubic convmixer_768_32.in1k,94.440,5.560,99.110,0.890,21.11,224,0.960,bicubic -vit_base_patch16_384.augreg_in1k,94.440,5.560,99.020,0.980,86.86,384,1.000,bicubic +vit_base_patch16_384.augreg_in1k,94.440,5.560,99.030,0.970,86.86,384,1.000,bicubic resnet152.a3_in1k,94.440,5.560,98.880,1.120,60.19,224,0.950,bicubic seresnext101_32x4d.gluon_in1k,94.430,5.570,99.090,0.910,48.96,224,0.875,bicubic +fastvit_sa12.apple_in1k,94.430,5.570,99.030,0.970,11.58,256,0.900,bicubic resnet152d.gluon_in1k,94.430,5.570,99.000,1.000,60.21,224,0.875,bicubic regnety_016.tv2_in1k,94.410,5.590,99.040,0.960,11.20,224,0.965,bicubic levit_256.fb_dist_in1k,94.400,5.600,99.060,0.940,18.89,224,0.900,bicubic levit_conv_256.fb_dist_in1k,94.400,5.600,99.060,0.940,18.89,224,0.900,bicubic vit_base_patch32_224.augreg_in21k_ft_in1k,94.400,5.600,99.060,0.940,88.22,224,0.900,bicubic resnext50d_32x4d.bt_in1k,94.400,5.600,99.050,0.950,25.05,288,0.950,bicubic +repvit_m2.dist_in1k,94.400,5.600,99.040,0.960,8.80,224,0.950,bicubic resnet50d.a1_in1k,94.400,5.600,98.790,1.210,25.58,288,1.000,bicubic poolformer_s24.sail_in1k,94.390,5.610,99.060,0.940,21.39,224,0.900,bicubic nf_resnet50.ra2_in1k,94.380,5.620,99.070,0.930,25.56,288,0.940,bicubic @@ -636,13 +670,15 @@ gcresnet33ts.ra2_in1k,94.350,5.650,98.960,1.040,19.88,288,1.000,bicubic resnext101_64x4d.gluon_in1k,94.350,5.650,98.880,1.120,83.46,224,0.875,bicubic resmlp_24_224.fb_distilled_in1k,94.330,5.670,99.090,0.910,30.02,224,0.875,bicubic resnext50_32x4d.ra_in1k,94.330,5.670,99.030,0.970,25.03,288,0.950,bicubic -resnet50.fb_ssl_yfcc100m_ft_in1k,94.320,5.680,99.150,0.850,25.56,224,0.875,bilinear +resnet50.fb_ssl_yfcc100m_ft_in1k,94.310,5.690,99.150,0.850,25.56,224,0.875,bilinear sebotnet33ts_256.a1h_in1k,94.310,5.690,98.600,1.400,13.70,256,0.940,bicubic ecaresnet50d_pruned.miil_in1k,94.300,5.700,99.200,0.800,19.94,288,0.950,bicubic resnet50.b2k_in1k,94.300,5.700,98.930,1.070,25.56,288,1.000,bicubic tf_efficientnet_b3.in1k,94.290,5.710,99.100,0.900,12.23,300,0.904,bicubic +rexnet_150.nav_in1k,94.280,5.720,99.090,0.910,9.73,224,0.875,bicubic +fastvit_s12.apple_dist_in1k,94.280,5.720,98.980,1.020,9.47,256,0.900,bicubic res2net50d.in1k,94.280,5.720,98.860,1.140,25.72,224,0.875,bilinear -rexnet_150.nav_in1k,94.270,5.730,99.090,0.910,9.73,224,0.875,bicubic +repvit_m1_0.dist_450e_in1k,94.270,5.730,99.040,0.960,7.30,224,0.950,bicubic resnet50.c2_in1k,94.270,5.730,99.040,0.960,25.56,288,1.000,bicubic tf_efficientnet_b2.ap_in1k,94.270,5.730,98.950,1.050,9.11,260,0.890,bicubic resmlp_big_24_224.fb_in1k,94.270,5.730,98.820,1.180,129.14,224,0.875,bicubic @@ -652,6 +688,7 @@ eca_resnet33ts.ra2_in1k,94.250,5.750,99.030,0.970,19.68,288,1.000,bicubic cspresnext50.ra_in1k,94.240,5.760,99.050,0.950,20.57,256,0.887,bilinear xcit_tiny_24_p16_224.fb_dist_in1k,94.240,5.760,98.960,1.040,12.12,224,1.000,bicubic regnetx_320.pycls_in1k,94.230,5.770,99.050,0.950,107.81,224,0.875,bicubic +efficientvit_b1.r288_in1k,94.230,5.770,98.950,1.050,9.10,288,1.000,bicubic mobilevitv2_175.cvnets_in1k,94.230,5.770,98.930,1.070,14.25,256,0.888,bicubic mixnet_xl.ra_in1k,94.230,5.770,98.820,1.180,11.90,224,0.875,bicubic tf_efficientnet_b2.aa_in1k,94.220,5.780,99.040,0.960,9.11,260,0.890,bicubic @@ -659,23 +696,25 @@ resnet50.a1_in1k,94.220,5.780,98.930,1.070,25.56,288,1.000,bicubic resnext50_32x4d.a2_in1k,94.220,5.780,98.750,1.250,25.03,288,1.000,bicubic maxvit_rmlp_pico_rw_256.sw_in1k,94.210,5.790,99.000,1.000,7.52,256,0.950,bicubic darknetaa53.c2ns_in1k,94.210,5.790,98.950,1.050,36.02,288,1.000,bilinear -resnet50.a1h_in1k,94.210,5.790,98.920,1.080,25.56,224,1.000,bicubic +resnet50.a1h_in1k,94.200,5.800,98.920,1.080,25.56,224,1.000,bicubic +repvit_m1_1.dist_300e_in1k,94.180,5.820,99.080,0.920,8.80,224,0.950,bicubic resnet101s.gluon_in1k,94.180,5.820,99.010,0.990,44.67,224,0.875,bicubic resnet101d.gluon_in1k,94.180,5.820,98.940,1.060,44.57,224,0.875,bicubic -seresnext50_32x4d.gluon_in1k,94.180,5.820,98.920,1.080,27.56,224,0.875,bicubic resnetblur50.bt_in1k,94.170,5.830,99.010,0.990,25.56,288,0.950,bicubic +seresnext50_32x4d.gluon_in1k,94.170,5.830,98.920,1.080,27.56,224,0.875,bicubic seresnet50.a1_in1k,94.160,5.840,98.850,1.150,28.09,288,1.000,bicubic dpn92.mx_in1k,94.150,5.850,98.950,1.050,37.67,224,0.875,bicubic regnety_064.pycls_in1k,94.130,5.870,99.030,0.970,30.58,224,0.875,bicubic regnety_160.pycls_in1k,94.130,5.870,99.020,0.980,83.59,224,0.875,bicubic resnext101_32x4d.gluon_in1k,94.130,5.870,98.940,1.060,44.18,224,0.875,bicubic -resnet50.a2_in1k,94.130,5.870,98.850,1.150,25.56,288,1.000,bicubic legacy_seresnext101_32x4d.in1k,94.120,5.880,98.970,1.030,48.96,224,0.875,bilinear +resnet50.a2_in1k,94.120,5.880,98.850,1.150,25.56,288,1.000,bicubic inception_resnet_v2.tf_ens_adv_in1k,94.120,5.880,98.790,1.210,55.84,299,0.897,bicubic -resnet50.ra_in1k,94.100,5.900,98.840,1.160,25.56,288,0.950,bicubic -cspdarknet53.ra_in1k,94.090,5.910,98.980,1.020,27.64,256,0.887,bilinear +cspdarknet53.ra_in1k,94.100,5.900,98.980,1.020,27.64,256,0.887,bilinear +fastvit_t12.apple_dist_in1k,94.100,5.900,98.950,1.050,7.55,256,0.900,bicubic +efficientnet_el_pruned.in1k,94.090,5.910,99.020,0.980,10.59,300,0.904,bicubic tf_efficientnet_lite3.in1k,94.090,5.910,98.960,1.040,8.20,300,0.904,bilinear -efficientnet_el_pruned.in1k,94.080,5.920,99.020,0.980,10.59,300,0.904,bicubic +resnet50.ra_in1k,94.090,5.910,98.840,1.160,25.56,288,0.950,bicubic tresnet_m.miil_in1k,94.080,5.920,98.830,1.170,31.39,224,0.875,bilinear tf_efficientnetv2_b2.in1k,94.060,5.940,98.930,1.070,10.10,260,0.890,bicubic gcvit_xxtiny.in1k,94.050,5.950,99.080,0.920,12.00,224,0.875,bicubic @@ -691,8 +730,8 @@ dpn107.mx_in1k,94.010,5.990,98.820,1.180,86.92,224,0.875,bicubic resnet50.ram_in1k,94.000,6.000,98.880,1.120,25.56,288,0.950,bicubic dla102x2.in1k,93.990,6.010,99.040,0.960,41.28,224,0.875,bilinear deit_small_patch16_224.fb_in1k,93.990,6.010,98.960,1.040,22.05,224,0.900,bicubic +skresnext50_32x4d.ra_in1k,93.970,6.030,98.830,1.170,27.48,224,0.875,bicubic resnet50.bt_in1k,93.960,6.040,98.930,1.070,25.56,288,0.950,bicubic -skresnext50_32x4d.ra_in1k,93.960,6.040,98.830,1.170,27.48,224,0.875,bicubic efficientformer_l1.snap_dist_in1k,93.940,6.060,99.030,0.970,12.29,224,0.950,bicubic ecaresnet26t.ra2_in1k,93.940,6.060,98.930,1.070,16.01,320,0.950,bicubic dpn98.mx_in1k,93.930,6.070,98.910,1.090,61.57,224,0.875,bicubic @@ -701,11 +740,11 @@ xception71.tf_in1k,93.920,6.080,98.950,1.050,42.34,299,0.903,bicubic regnetx_160.pycls_in1k,93.910,6.090,99.090,0.910,54.28,224,0.875,bicubic cait_xxs36_224.fb_dist_in1k,93.910,6.090,98.890,1.110,17.30,224,1.000,bicubic vit_base_patch16_224.sam_in1k,93.890,6.110,98.890,1.110,86.57,224,0.900,bicubic -nf_regnet_b1.ra2_in1k,93.890,6.110,98.750,1.250,10.22,288,0.900,bicubic +nf_regnet_b1.ra2_in1k,93.890,6.110,98.740,1.260,10.22,288,0.900,bicubic regnety_080.pycls_in1k,93.880,6.120,99.000,1.000,39.18,224,0.875,bicubic -resnet152c.gluon_in1k,93.880,6.120,98.800,1.200,60.21,224,0.875,bicubic -fbnetv3_d.ra2_in1k,93.870,6.130,98.900,1.100,10.31,256,0.950,bilinear +fbnetv3_d.ra2_in1k,93.870,6.130,98.890,1.110,10.31,256,0.950,bilinear cspresnet50.ra_in1k,93.870,6.130,98.870,1.130,21.62,256,0.887,bilinear +resnet152c.gluon_in1k,93.870,6.130,98.800,1.200,60.21,224,0.875,bicubic ecaresnet50t.a3_in1k,93.860,6.140,98.850,1.150,25.57,224,0.950,bicubic resnet101.a3_in1k,93.860,6.140,98.760,1.240,44.55,224,0.950,bicubic xcit_tiny_24_p16_224.fb_in1k,93.850,6.150,98.750,1.250,12.12,224,1.000,bicubic @@ -713,63 +752,72 @@ efficientformerv2_s1.snap_dist_in1k,93.840,6.160,98.890,1.110,6.19,224,0.950,bic hrnet_w64.ms_in1k,93.830,6.170,98.940,1.060,128.06,224,0.875,bilinear repvgg_b2g4.rvgg_in1k,93.830,6.170,98.930,1.070,61.76,224,0.875,bilinear efficientnet_b2_pruned.in1k,93.800,6.200,98.910,1.090,8.31,260,0.890,bicubic +dla169.in1k,93.800,6.200,98.860,1.140,53.39,224,0.875,bilinear +tiny_vit_5m_224.in1k,93.790,6.210,98.940,1.060,5.39,224,0.950,bicubic regnetx_080.pycls_in1k,93.790,6.210,98.910,1.090,39.57,224,0.875,bicubic -dla169.in1k,93.790,6.210,98.860,1.140,53.39,224,0.875,bilinear dpn68b.ra_in1k,93.790,6.210,98.540,1.460,12.61,288,1.000,bicubic resnext101_32x8d.tv_in1k,93.780,6.220,98.960,1.040,88.79,224,0.875,bilinear dpn131.mx_in1k,93.780,6.220,98.850,1.150,79.25,224,0.875,bicubic +repvit_m1_0.dist_300e_in1k,93.760,6.240,98.920,1.080,7.30,224,0.950,bicubic resnet101.gluon_in1k,93.760,6.240,98.700,1.300,44.55,224,0.875,bicubic tf_efficientnet_b0.ns_jft_in1k,93.750,6.250,98.970,1.030,5.29,224,0.875,bicubic convnextv2_femto.fcmae_ft_in1k,93.750,6.250,98.930,1.070,5.23,288,0.950,bicubic -xception65.tf_in1k,93.750,6.250,98.860,1.140,39.92,299,0.903,bicubic +xception65.tf_in1k,93.750,6.250,98.870,1.130,39.92,299,0.903,bicubic efficientnet_em.ra2_in1k,93.730,6.270,98.930,1.070,6.90,240,0.882,bicubic hrnet_w40.ms_in1k,93.730,6.270,98.800,1.200,57.56,224,0.875,bilinear wide_resnet101_2.tv_in1k,93.720,6.280,98.810,1.190,126.89,224,0.875,bilinear tf_efficientnet_b1.aa_in1k,93.720,6.280,98.800,1.200,7.79,240,0.882,bicubic tf_efficientnet_b2.in1k,93.710,6.290,98.930,1.070,9.11,260,0.890,bicubic tf_efficientnetv2_b1.in1k,93.710,6.290,98.820,1.180,8.14,240,0.882,bicubic +efficientvit_b1.r256_in1k,93.710,6.290,98.810,1.190,9.10,256,1.000,bicubic levit_192.fb_dist_in1k,93.710,6.290,98.790,1.210,10.95,224,0.900,bicubic levit_conv_192.fb_dist_in1k,93.710,6.290,98.790,1.210,10.95,224,0.900,bicubic +resnet101c.gluon_in1k,93.700,6.300,98.760,1.240,44.57,224,0.875,bicubic +fastvit_s12.apple_in1k,93.700,6.300,98.720,1.280,9.47,256,0.900,bicubic regnetx_040.pycls_in1k,93.690,6.310,98.930,1.070,22.12,224,0.875,bicubic -resnet101c.gluon_in1k,93.690,6.310,98.760,1.240,44.57,224,0.875,bicubic rexnet_130.nav_in1k,93.680,6.320,98.700,1.300,7.56,224,0.875,bicubic resnext50_32x4d.gluon_in1k,93.670,6.330,98.690,1.310,25.03,224,0.875,bicubic resmlp_36_224.fb_in1k,93.650,6.350,98.950,1.050,44.69,224,0.875,bicubic +mobileone_s4.apple_in1k,93.650,6.350,98.650,1.350,14.95,224,0.900,bilinear regnetx_064.pycls_in1k,93.640,6.360,99.040,0.960,26.21,224,0.875,bicubic +resnet50.am_in1k,93.640,6.360,98.870,1.130,25.56,224,0.875,bicubic regnety_040.pycls_in1k,93.630,6.370,98.950,1.050,20.65,224,0.875,bicubic fbnetv3_b.ra2_in1k,93.630,6.370,98.910,1.090,8.60,256,0.950,bilinear -resnet50.am_in1k,93.630,6.370,98.870,1.130,25.56,224,0.875,bicubic +tf_efficientnet_b1.ap_in1k,93.630,6.370,98.800,1.200,7.79,240,0.882,bicubic hrnet_w44.ms_in1k,93.620,6.380,98.960,1.040,67.06,224,0.875,bilinear -tf_efficientnet_b1.ap_in1k,93.620,6.380,98.800,1.200,7.79,240,0.882,bicubic legacy_xception.tf_in1k,93.620,6.380,98.770,1.230,22.86,299,0.897,bicubic resnet34d.ra2_in1k,93.600,6.400,98.760,1.240,21.82,288,0.950,bicubic res2net50_26w_6s.in1k,93.590,6.410,98.740,1.260,37.05,224,0.875,bilinear resnet32ts.ra2_in1k,93.590,6.410,98.740,1.260,17.96,288,1.000,bicubic halonet26t.a1h_in1k,93.590,6.410,98.630,1.370,12.48,256,0.950,bicubic repvgg_b2.rvgg_in1k,93.580,6.420,99.070,0.930,89.02,224,0.875,bilinear -dla60_res2next.in1k,93.580,6.420,98.780,1.220,17.03,224,0.875,bilinear +dla60_res2next.in1k,93.580,6.420,98.790,1.210,17.03,224,0.875,bilinear tf_efficientnet_cc_b1_8e.in1k,93.580,6.420,98.690,1.310,39.72,240,0.882,bicubic resnet50s.gluon_in1k,93.570,6.430,98.840,1.160,25.68,224,0.875,bicubic inception_v3.gluon_in1k,93.560,6.440,98.840,1.160,23.83,299,0.875,bicubic resnext50_32x4d.a3_in1k,93.550,6.450,98.820,1.180,25.03,224,0.950,bicubic eca_halonext26ts.c1_in1k,93.550,6.450,98.680,1.320,10.76,256,0.940,bicubic +repghostnet_200.in1k,93.550,6.450,98.600,1.400,9.80,224,0.875,bicubic dla102x.in1k,93.540,6.460,98.850,1.150,26.31,224,0.875,bilinear resnet50d.gluon_in1k,93.540,6.460,98.710,1.290,25.58,224,0.875,bicubic res2net101_26w_4s.in1k,93.530,6.470,98.600,1.400,45.21,224,0.875,bilinear convnext_tiny.fb_in22k_ft_in1k,93.530,6.470,98.570,1.430,28.59,288,1.000,bicubic coat_tiny.in1k,93.510,6.490,98.680,1.320,5.50,224,0.900,bicubic -SelecSls60b.in1k,93.500,6.500,98.840,1.160,32.77,224,0.875,bicubic +selecsls60b.in1k,93.500,6.500,98.840,1.160,32.77,224,0.875,bicubic gmlp_s16_224.ra3_in1k,93.500,6.500,98.780,1.220,19.42,224,0.875,bicubic pvt_v2_b1.in1k,93.490,6.510,98.860,1.140,14.01,224,0.900,bicubic +fastvit_t12.apple_in1k,93.490,6.510,98.710,1.290,7.55,256,0.900,bicubic hrnet_w18.ms_aug_in1k,93.480,6.520,98.980,1.020,21.30,224,0.950,bilinear mobilevitv2_125.cvnets_in1k,93.480,6.520,98.840,1.160,7.48,256,0.888,bicubic xception41.tf_in1k,93.480,6.520,98.750,1.250,26.97,299,0.903,bicubic coat_lite_mini.in1k,93.470,6.530,98.770,1.230,11.01,224,0.900,bicubic regnety_032.pycls_in1k,93.460,6.540,98.950,1.050,19.44,224,0.875,bicubic wide_resnet50_2.tv_in1k,93.460,6.540,98.950,1.050,68.88,224,0.875,bilinear +repvit_m0_9.dist_300e_in1k,93.460,6.540,98.820,1.180,5.49,224,0.950,bicubic legacy_seresnext50_32x4d.in1k,93.450,6.550,98.800,1.200,27.56,224,0.875,bilinear cait_xxs24_224.fb_dist_in1k,93.450,6.550,98.780,1.220,11.96,224,1.000,bicubic vit_small_patch16_224.augreg_in1k,93.450,6.550,98.780,1.220,22.05,224,0.900,bicubic +repvit_m0_9.dist_450e_in1k,93.440,6.560,98.910,1.090,5.49,224,0.950,bicubic convnext_femto.d1_in1k,93.440,6.560,98.820,1.180,5.22,288,0.950,bicubic repvgg_b1.rvgg_in1k,93.440,6.560,98.790,1.210,57.42,224,0.875,bilinear botnet26t_256.c1_in1k,93.440,6.560,98.650,1.350,12.49,256,0.950,bicubic @@ -782,32 +830,35 @@ hrnet_w30.ms_in1k,93.410,6.590,98.830,1.170,37.71,224,0.875,bilinear resnet50d.a3_in1k,93.410,6.590,98.750,1.250,25.58,224,0.950,bicubic res2net50_26w_8s.in1k,93.410,6.590,98.690,1.310,48.40,224,0.875,bilinear convnext_femto_ols.d1_in1k,93.390,6.610,98.910,1.090,5.23,288,0.950,bicubic -dla60_res2net.in1k,93.370,6.630,98.830,1.170,20.85,224,0.875,bilinear +repvit_m1.dist_in1k,93.380,6.620,98.650,1.350,5.49,224,0.950,bicubic +dla60_res2net.in1k,93.370,6.630,98.840,1.160,20.85,224,0.875,bilinear xcit_tiny_12_p16_224.fb_dist_in1k,93.350,6.650,98.760,1.240,6.72,224,1.000,bicubic eca_botnext26ts_256.c1_in1k,93.350,6.650,98.690,1.310,10.59,256,0.950,bicubic seresnext26t_32x4d.bt_in1k,93.350,6.650,98.690,1.310,16.81,288,0.950,bicubic vit_base_patch16_224.augreg_in1k,93.350,6.650,98.660,1.340,86.57,224,0.900,bicubic +efficientvit_b1.r224_in1k,93.330,6.670,98.570,1.430,9.10,224,0.950,bicubic xcit_nano_12_p8_384.fb_dist_in1k,93.300,6.700,98.860,1.140,3.05,384,1.000,bicubic -pit_xs_distilled_224.in1k,93.280,6.720,98.790,1.210,11.00,224,0.900,bicubic +pit_xs_distilled_224.in1k,93.290,6.710,98.790,1.210,11.00,224,0.900,bicubic cs3darknet_m.c2ns_in1k,93.280,6.720,98.720,1.280,9.31,288,0.950,bicubic +dla102.in1k,93.270,6.730,98.790,1.210,33.27,224,0.875,bilinear legacy_seresnet101.in1k,93.270,6.730,98.740,1.260,49.33,224,0.875,bilinear -dla102.in1k,93.250,6.750,98.790,1.210,33.27,224,0.875,bilinear resnet152.tv_in1k,93.240,6.760,98.750,1.250,60.19,224,0.875,bilinear regnetx_032.pycls_in1k,93.240,6.760,98.720,1.280,15.30,224,0.875,bicubic mixnet_l.ft_in1k,93.240,6.760,98.700,1.300,7.33,224,0.875,bicubic -resnest26d.gluon_in1k,93.230,6.770,98.850,1.150,17.07,224,0.875,bilinear +resnest26d.gluon_in1k,93.220,6.780,98.850,1.150,17.07,224,0.875,bilinear dla60x.in1k,93.190,6.810,98.720,1.280,17.35,224,0.875,bilinear tf_efficientnet_em.in1k,93.190,6.810,98.660,1.340,6.90,240,0.882,bicubic inception_v3.tf_in1k,93.190,6.810,98.490,1.510,23.83,299,0.875,bicubic res2net50_26w_4s.in1k,93.180,6.820,98.660,1.340,25.70,224,0.875,bilinear -regnety_008_tv.tv2_in1k,93.160,6.840,98.680,1.320,6.43,224,0.965,bicubic +vit_base_patch32_384.augreg_in1k,93.160,6.840,98.610,1.390,88.30,384,1.000,bicubic mobilevit_s.cvnets_in1k,93.150,6.850,98.780,1.220,5.58,256,0.900,bicubic +regnety_008_tv.tv2_in1k,93.150,6.850,98.680,1.320,6.43,224,0.965,bicubic res2next50.in1k,93.150,6.850,98.640,1.360,24.67,224,0.875,bilinear -vit_base_patch32_384.augreg_in1k,93.150,6.850,98.610,1.390,88.30,384,1.000,bicubic mobilevitv2_100.cvnets_in1k,93.140,6.860,98.760,1.240,4.90,256,0.888,bicubic vit_relpos_base_patch32_plus_rpn_256.sw_in1k,93.140,6.860,98.310,1.690,119.42,256,0.900,bicubic bat_resnext26ts.ch_in1k,93.120,6.880,98.730,1.270,10.73,256,0.900,bicubic cs3darknet_focus_m.c2ns_in1k,93.100,6.900,98.750,1.250,9.30,288,0.950,bicubic +ghostnetv2_160.in1k,93.090,6.910,98.740,1.260,12.39,224,0.875,bicubic seresnext26d_32x4d.bt_in1k,93.060,6.940,98.710,1.290,16.81,288,0.950,bicubic tf_efficientnetv2_b0.in1k,93.060,6.940,98.700,1.300,7.14,224,0.875,bicubic repvgg_b1g4.rvgg_in1k,93.030,6.970,98.820,1.180,39.97,224,0.875,bilinear @@ -817,67 +868,72 @@ res2net50_14w_8s.in1k,93.030,6.970,98.700,1.300,25.06,224,0.875,bilinear densenetblur121d.ra_in1k,93.030,6.970,98.600,1.400,8.00,288,0.950,bicubic tf_mixnet_l.in1k,93.030,6.970,98.530,1.470,7.33,224,0.875,bicubic efficientnet_b1.ft_in1k,93.020,6.980,98.710,1.290,7.79,256,1.000,bicubic +selecsls60.in1k,93.010,6.990,98.820,1.180,30.67,224,0.875,bicubic regnety_016.pycls_in1k,93.010,6.990,98.670,1.330,11.20,224,0.875,bicubic -SelecSls60.in1k,93.000,7.000,98.820,1.180,30.67,224,0.875,bicubic +inception_v3.tf_adv_in1k,93.010,6.990,98.490,1.510,23.83,299,0.875,bicubic +hrnet_w18_small_v2.gluon_in1k,93.000,7.000,98.760,1.240,15.60,224,0.875,bicubic resnet34.a1_in1k,93.000,7.000,98.630,1.370,21.80,288,1.000,bicubic -inception_v3.tf_adv_in1k,93.000,7.000,98.490,1.510,23.83,299,0.875,bicubic visformer_tiny.in1k,92.980,7.020,98.730,1.270,10.32,224,0.900,bicubic convnext_atto_ols.a2_in1k,92.980,7.020,98.670,1.330,3.70,288,0.950,bicubic +mobileone_s3.apple_in1k,92.980,7.020,98.630,1.370,10.17,224,0.900,bilinear hardcorenas_f.miil_green_in1k,92.980,7.020,98.620,1.380,8.20,224,0.875,bilinear -efficientnet_b1_pruned.in1k,92.980,7.020,98.530,1.470,6.33,240,0.882,bicubic -hrnet_w32.ms_in1k,92.960,7.040,98.850,1.150,41.23,224,0.875,bilinear +efficientnet_b1_pruned.in1k,92.980,7.020,98.540,1.460,6.33,240,0.882,bicubic +hrnet_w32.ms_in1k,92.950,7.050,98.850,1.150,41.23,224,0.875,bilinear seresnext26ts.ch_in1k,92.940,7.060,98.670,1.330,10.39,288,1.000,bicubic -tf_efficientnet_b1.in1k,92.940,7.060,98.660,1.340,7.79,240,0.882,bicubic hardcorenas_e.miil_green_in1k,92.940,7.060,98.580,1.420,8.07,224,0.875,bilinear -resnet50.a3_in1k,92.940,7.060,98.530,1.470,25.56,224,0.950,bicubic -efficientnet_es.ra_in1k,92.920,7.080,98.690,1.310,5.44,224,0.875,bicubic -resnet26t.ra2_in1k,92.920,7.080,98.680,1.320,16.01,320,1.000,bicubic +resnet50.a3_in1k,92.940,7.060,98.510,1.490,25.56,224,0.950,bicubic +tf_efficientnet_b1.in1k,92.930,7.070,98.660,1.340,7.79,240,0.882,bicubic convnextv2_atto.fcmae_ft_in1k,92.920,7.080,98.560,1.440,3.71,288,0.950,bicubic resnet50c.gluon_in1k,92.910,7.090,98.700,1.300,25.58,224,0.875,bicubic +efficientnet_es.ra_in1k,92.910,7.090,98.690,1.310,5.44,224,0.875,bicubic +resnet26t.ra2_in1k,92.910,7.090,98.680,1.320,16.01,320,1.000,bicubic resnext50_32x4d.tv_in1k,92.900,7.100,98.730,1.270,25.03,224,0.875,bilinear inception_v3.tv_in1k,92.900,7.100,98.320,1.680,23.83,299,0.875,bicubic densenet161.tv_in1k,92.890,7.110,98.790,1.210,28.68,224,0.875,bicubic -pit_xs_224.in1k,92.890,7.110,98.770,1.230,10.62,224,0.900,bicubic +pit_xs_224.in1k,92.890,7.110,98.780,1.220,10.62,224,0.900,bicubic poolformerv2_s12.sail_in1k,92.890,7.110,98.530,1.470,11.89,224,1.000,bicubic resnet101.tv_in1k,92.880,7.120,98.660,1.340,44.55,224,0.875,bilinear resmlp_12_224.fb_distilled_in1k,92.870,7.130,98.620,1.380,15.35,224,0.875,bicubic tf_efficientnet_cc_b0_8e.in1k,92.870,7.130,98.460,1.540,24.01,224,0.875,bicubic -coat_lite_tiny.in1k,92.860,7.140,98.630,1.370,5.72,224,0.900,bicubic +coat_lite_tiny.in1k,92.860,7.140,98.640,1.360,5.72,224,0.900,bicubic rexnet_100.nav_in1k,92.830,7.170,98.600,1.400,4.80,224,0.875,bicubic tf_efficientnet_cc_b0_4e.in1k,92.820,7.180,98.440,1.560,13.31,224,0.875,bicubic -tinynet_a.in1k,92.800,7.200,98.560,1.440,6.19,192,0.875,bicubic -dpn68b.mx_in1k,92.790,7.210,98.520,1.480,12.61,224,0.875,bicubic +tinynet_a.in1k,92.810,7.190,98.560,1.440,6.19,192,0.875,bicubic +dpn68b.mx_in1k,92.780,7.220,98.520,1.480,12.61,224,0.875,bicubic res2net50_48w_2s.in1k,92.780,7.220,98.470,1.530,25.29,224,0.875,bilinear hrnet_w18.ms_in1k,92.770,7.230,98.660,1.340,21.30,224,0.875,bilinear convnext_atto.d2_in1k,92.770,7.230,98.620,1.380,3.70,288,0.950,bicubic +crossvit_9_dagger_240.in1k,92.770,7.230,98.490,1.510,8.78,240,0.875,bicubic ese_vovnet19b_dw.ra_in1k,92.760,7.240,98.650,1.350,6.54,288,0.950,bicubic -crossvit_9_dagger_240.in1k,92.760,7.240,98.490,1.510,8.78,240,0.875,bicubic eca_resnext26ts.ch_in1k,92.750,7.250,98.710,1.290,10.30,288,1.000,bicubic gcresnext26ts.ch_in1k,92.740,7.260,98.610,1.390,10.48,288,1.000,bicubic densenet201.tv_in1k,92.700,7.300,98.640,1.360,20.01,224,0.875,bicubic densenet121.ra_in1k,92.700,7.300,98.600,1.400,7.98,288,0.950,bicubic repvgg_a2.rvgg_in1k,92.680,7.320,98.530,1.470,28.21,224,0.875,bilinear gmixer_24_224.ra3_in1k,92.680,7.320,98.280,1.720,24.72,224,0.875,bicubic -legacy_seresnet50.in1k,92.670,7.330,98.650,1.350,28.09,224,0.875,bilinear -dla60.in1k,92.640,7.360,98.630,1.370,22.04,224,0.875,bilinear +mobileone_s2.apple_in1k,92.660,7.340,98.680,1.320,7.88,224,0.900,bilinear +legacy_seresnet50.in1k,92.660,7.340,98.650,1.350,28.09,224,0.875,bilinear +dla60.in1k,92.650,7.350,98.630,1.370,22.04,224,0.875,bilinear tf_efficientnet_b0.ap_in1k,92.620,7.380,98.370,1.630,5.29,224,0.875,bicubic mobilenetv2_120d.ra_in1k,92.610,7.390,98.510,1.490,5.83,224,0.875,bicubic hardcorenas_d.miil_green_in1k,92.610,7.390,98.430,1.570,7.50,224,0.875,bilinear legacy_seresnext26_32x4d.in1k,92.600,7.400,98.410,1.590,16.79,224,0.875,bicubic tf_efficientnet_lite2.in1k,92.590,7.410,98.540,1.460,6.09,260,0.890,bicubic +fastvit_t8.apple_dist_in1k,92.590,7.410,98.430,1.570,4.03,256,0.900,bicubic resnet34.a2_in1k,92.570,7.430,98.570,1.430,21.80,288,1.000,bicubic skresnet34.ra_in1k,92.570,7.430,98.520,1.480,22.28,224,0.875,bicubic resnet50.gluon_in1k,92.560,7.440,98.550,1.450,25.56,224,0.875,bicubic resnet26d.bt_in1k,92.550,7.450,98.650,1.350,16.01,288,0.950,bicubic regnetx_016.pycls_in1k,92.530,7.470,98.550,1.450,9.19,224,0.875,bicubic -poolformer_s12.sail_in1k,92.500,7.500,98.400,1.600,11.92,224,0.900,bicubic +poolformer_s12.sail_in1k,92.500,7.500,98.390,1.610,11.92,224,0.900,bicubic regnetx_008.tv2_in1k,92.490,7.510,98.430,1.570,7.26,224,0.965,bicubic efficientnet_b0.ra_in1k,92.480,7.520,98.680,1.320,5.29,224,0.875,bicubic xcit_tiny_12_p16_224.fb_in1k,92.480,7.520,98.630,1.370,6.72,224,1.000,bicubic -SelecSls42b.in1k,92.480,7.520,98.430,1.570,32.46,224,0.875,bicubic +selecsls42b.in1k,92.480,7.520,98.430,1.570,32.46,224,0.875,bicubic gernet_s.idstcv_in1k,92.440,7.560,98.500,1.500,8.17,224,0.875,bilinear -xcit_nano_12_p8_224.fb_dist_in1k,92.430,7.570,98.530,1.470,3.05,224,1.000,bicubic +xcit_nano_12_p8_224.fb_dist_in1k,92.430,7.570,98.540,1.460,3.05,224,1.000,bicubic tf_efficientnet_b0.aa_in1k,92.400,7.600,98.470,1.530,5.29,224,0.875,bicubic +repghostnet_150.in1k,92.380,7.620,98.530,1.470,6.58,224,0.875,bicubic resnext26ts.ra2_in1k,92.380,7.620,98.390,1.610,10.30,288,1.000,bicubic seresnet50.a3_in1k,92.360,7.640,98.330,1.670,28.09,224,0.950,bicubic hardcorenas_c.miil_green_in1k,92.350,7.650,98.340,1.660,5.52,224,0.875,bilinear @@ -889,26 +945,32 @@ resnet34.bt_in1k,92.280,7.720,98.600,1.400,21.80,288,0.950,bicubic tf_efficientnet_b0.in1k,92.280,7.720,98.550,1.450,5.29,224,0.875,bicubic mixnet_m.ft_in1k,92.270,7.730,98.360,1.640,5.01,224,0.875,bicubic mobilenetv3_large_100.miil_in21k_ft_in1k,92.260,7.740,98.240,1.760,5.48,224,0.875,bilinear +ghostnetv2_130.in1k,92.240,7.760,98.380,1.620,8.96,224,0.875,bicubic tf_mixnet_m.in1k,92.210,7.790,98.420,1.580,5.01,224,0.875,bicubic +efficientvit_m5.r224_in1k,92.150,7.850,98.520,1.480,12.47,224,0.875,bicubic vit_small_patch32_224.augreg_in21k_ft_in1k,92.140,7.860,98.520,1.480,22.88,224,0.900,bicubic -xcit_nano_12_p16_384.fb_dist_in1k,92.140,7.860,98.510,1.490,3.05,384,1.000,bicubic +xcit_nano_12_p16_384.fb_dist_in1k,92.130,7.870,98.510,1.490,3.05,384,1.000,bicubic resmlp_12_224.fb_in1k,92.120,7.880,98.570,1.430,15.35,224,0.875,bicubic -resnet26.bt_in1k,92.120,7.880,98.550,1.450,16.00,288,0.950,bicubic resnet50.tv_in1k,92.120,7.880,98.410,1.590,25.56,224,0.875,bilinear +resnet26.bt_in1k,92.110,7.890,98.550,1.450,16.00,288,0.950,bicubic tf_efficientnet_es.in1k,92.110,7.890,98.430,1.570,5.44,224,0.875,bicubic mobilenetv2_140.ra_in1k,92.050,7.950,98.250,1.750,6.11,224,0.875,bicubic mobilevitv2_075.cvnets_in1k,91.970,8.030,98.300,1.700,2.87,256,0.888,bicubic +repghostnet_130.in1k,91.940,8.060,98.390,1.610,5.48,224,0.875,bicubic +fastvit_t8.apple_in1k,91.930,8.070,98.380,1.620,4.03,256,0.900,bicubic hardcorenas_b.miil_green_in1k,91.920,8.080,98.410,1.590,5.18,224,0.875,bilinear vit_tiny_patch16_224.augreg_in21k_ft_in1k,91.920,8.080,98.340,1.660,5.72,224,0.900,bicubic -regnety_008.pycls_in1k,91.890,8.110,98.410,1.590,6.26,224,0.875,bicubic -efficientformerv2_s0.snap_dist_in1k,91.870,8.130,98.370,1.630,3.60,224,0.950,bicubic -mixnet_s.ft_in1k,91.770,8.230,98.310,1.690,4.13,224,0.875,bicubic +regnety_008.pycls_in1k,91.900,8.100,98.410,1.590,6.26,224,0.875,bicubic +efficientformerv2_s0.snap_dist_in1k,91.860,8.140,98.370,1.630,3.60,224,0.950,bicubic +mobileone_s1.apple_in1k,91.790,8.210,98.460,1.540,4.83,224,0.900,bilinear +mixnet_s.ft_in1k,91.780,8.220,98.300,1.700,4.13,224,0.875,bicubic vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,91.730,8.270,98.430,1.570,6.36,384,1.000,bicubic -efficientnet_es_pruned.in1k,91.690,8.310,98.410,1.590,5.44,224,0.875,bicubic +efficientnet_es_pruned.in1k,91.700,8.300,98.410,1.590,5.44,224,0.875,bicubic repvgg_b0.rvgg_in1k,91.680,8.320,98.450,1.550,15.82,224,0.875,bilinear tf_mixnet_s.in1k,91.680,8.320,98.240,1.760,4.13,224,0.875,bicubic semnasnet_100.rmsp_in1k,91.670,8.330,98.290,1.710,3.89,224,0.875,bicubic -regnety_004.tv2_in1k,91.620,8.380,98.290,1.710,4.34,224,0.965,bicubic +ghostnetv2_100.in1k,91.630,8.370,98.290,1.710,6.16,224,0.875,bicubic +regnety_004.tv2_in1k,91.620,8.380,98.280,1.720,4.34,224,0.965,bicubic hardcorenas_a.miil_green_in1k,91.620,8.380,98.170,1.830,5.26,224,0.875,bilinear edgenext_x_small.in1k,91.580,8.420,98.190,1.810,2.34,288,1.000,bicubic regnety_006.pycls_in1k,91.560,8.440,98.430,1.570,6.06,224,0.875,bicubic @@ -920,85 +982,100 @@ mobilenetv3_large_100.ra_in1k,91.470,8.530,98.320,1.680,5.48,224,0.875,bicubic tf_mobilenetv3_large_100.in1k,91.420,8.580,98.260,1.740,5.48,224,0.875,bilinear densenet121.tv_in1k,91.400,8.600,98.250,1.750,7.98,224,0.875,bicubic mobilenetv2_110d.ra_in1k,91.330,8.670,98.190,1.810,4.52,224,0.875,bicubic -tf_efficientnet_lite0.in1k,91.280,8.720,98.090,1.910,4.65,224,0.875,bicubic +tf_efficientnet_lite0.in1k,91.280,8.720,98.080,1.920,4.65,224,0.875,bicubic fbnetc_100.rmsp_in1k,91.280,8.720,97.840,2.160,5.57,224,0.875,bilinear -efficientnet_lite0.ra_in1k,91.260,8.740,98.240,1.760,4.65,224,0.875,bicubic +efficientnet_lite0.ra_in1k,91.250,8.750,98.240,1.760,4.65,224,0.875,bicubic dla34.in1k,91.220,8.780,98.170,1.830,15.74,224,0.875,bilinear mobilevit_xs.cvnets_in1k,91.210,8.790,98.220,1.780,2.32,256,0.900,bicubic -mnasnet_100.rmsp_in1k,91.210,8.790,98.060,1.940,4.38,224,0.875,bicubic -regnetx_008.pycls_in1k,91.180,8.820,98.370,1.630,7.26,224,0.875,bicubic +mnasnet_100.rmsp_in1k,91.210,8.790,98.050,1.950,4.38,224,0.875,bicubic +regnetx_008.pycls_in1k,91.170,8.830,98.370,1.630,7.26,224,0.875,bicubic hrnet_w18_small_v2.ms_in1k,91.160,8.840,98.340,1.660,15.60,224,0.875,bilinear -regnetx_004_tv.tv2_in1k,91.160,8.840,98.110,1.890,5.50,224,0.965,bicubic +regnetx_004_tv.tv2_in1k,91.160,8.840,98.100,1.900,5.50,224,0.965,bicubic resnest14d.gluon_in1k,91.150,8.850,98.330,1.670,10.61,224,0.875,bilinear mixer_b16_224.goog_in21k_ft_in1k,91.140,8.860,97.400,2.600,59.88,224,0.875,bicubic -tinynet_b.in1k,91.120,8.880,98.060,1.940,3.73,188,0.875,bicubic +repvgg_a1.rvgg_in1k,91.120,8.880,98.160,1.840,14.09,224,0.875,bilinear +tinynet_b.in1k,91.110,8.890,98.060,1.940,3.73,188,0.875,bicubic xcit_nano_12_p8_224.fb_in1k,91.100,8.900,98.230,1.770,3.05,224,1.000,bicubic -resnet34.gluon_in1k,91.090,8.910,98.170,1.830,21.80,224,0.875,bicubic +resnet18.fb_swsl_ig1b_ft_in1k,91.100,8.900,98.200,1.800,11.69,224,0.875,bilinear +repghostnet_111.in1k,91.100,8.900,98.050,1.950,4.54,224,0.875,bicubic +resnet34.gluon_in1k,91.090,8.910,98.180,1.820,21.80,224,0.875,bicubic deit_tiny_distilled_patch16_224.fb_in1k,91.080,8.920,98.270,1.730,5.91,224,0.900,bicubic -resnet18.fb_swsl_ig1b_ft_in1k,91.080,8.920,98.200,1.800,11.69,224,0.875,bilinear -crossvit_9_240.in1k,91.060,8.940,98.300,1.700,8.55,240,0.875,bicubic +crossvit_9_240.in1k,91.050,8.950,98.320,1.680,8.55,240,0.875,bicubic vgg19_bn.tv_in1k,90.990,9.010,98.100,1.900,143.68,224,0.875,bilinear resnet18d.ra2_in1k,90.800,9.200,98.160,1.840,11.71,288,0.950,bicubic regnetx_006.pycls_in1k,90.790,9.210,98.090,1.910,6.20,224,0.875,bicubic regnety_004.pycls_in1k,90.770,9.230,98.070,1.930,4.34,224,0.875,bicubic +efficientvit_m4.r224_in1k,90.740,9.260,98.040,1.960,8.80,224,0.875,bicubic pit_ti_distilled_224.in1k,90.730,9.270,98.250,1.750,5.10,224,0.900,bicubic -resnet18.fb_ssl_yfcc100m_ft_in1k,90.700,9.300,98.030,1.970,11.69,224,0.875,bilinear +resnet18.fb_ssl_yfcc100m_ft_in1k,90.700,9.300,98.020,1.980,11.69,224,0.875,bilinear +repghostnet_100.in1k,90.690,9.310,98.120,1.880,4.07,224,0.875,bicubic spnasnet_100.rmsp_in1k,90.590,9.410,97.950,2.050,4.42,224,0.875,bilinear vit_base_patch32_224.augreg_in1k,90.590,9.410,97.720,2.280,88.22,224,0.900,bicubic convit_tiny.fb_in1k,90.550,9.450,98.190,1.810,5.71,224,0.875,bicubic vgg16_bn.tv_in1k,90.540,9.460,97.990,2.010,138.37,224,0.875,bilinear crossvit_tiny_240.in1k,90.530,9.470,97.950,2.050,7.01,240,0.875,bicubic -ghostnet_100.in1k,90.450,9.550,97.820,2.180,5.18,224,0.875,bilinear +ghostnet_100.in1k,90.460,9.540,97.910,2.090,5.18,224,0.875,bicubic pit_ti_224.in1k,90.420,9.580,98.010,1.990,4.85,224,0.900,bicubic tf_mobilenetv3_large_075.in1k,90.330,9.670,97.870,2.130,3.99,224,0.875,bilinear +hrnet_w18_small.gluon_in1k,90.310,9.690,97.750,2.250,13.19,224,0.875,bicubic resnet34.tv_in1k,90.300,9.700,97.970,2.030,21.80,224,0.875,bilinear resnet34.a3_in1k,90.240,9.760,97.880,2.120,21.80,224,0.950,bicubic semnasnet_075.rmsp_in1k,90.220,9.780,97.950,2.050,2.91,224,0.875,bicubic resnet18.a1_in1k,90.200,9.800,97.760,2.240,11.69,288,1.000,bicubic xcit_nano_12_p16_224.fb_dist_in1k,90.190,9.810,97.750,2.250,3.05,224,1.000,bicubic skresnet18.ra_in1k,90.180,9.820,97.780,2.220,11.96,224,0.875,bicubic +efficientvit_m3.r224_in1k,90.000,10.000,97.830,2.170,6.90,224,0.875,bicubic hrnet_w18_small.ms_in1k,89.870,10.130,97.890,2.110,13.19,224,0.875,bilinear +mobilenetv2_100.ra_in1k,89.870,10.130,97.830,2.170,3.50,224,0.875,bicubic vit_base_patch32_224.sam_in1k,89.870,10.130,97.600,2.400,88.22,224,0.900,bicubic -mobilenetv2_100.ra_in1k,89.850,10.150,97.830,2.170,3.50,224,0.875,bicubic edgenext_xx_small.in1k,89.800,10.200,97.500,2.500,1.33,288,1.000,bicubic +repvgg_a0.rvgg_in1k,89.680,10.320,97.760,2.240,9.11,224,0.875,bilinear vgg19.tv_in1k,89.680,10.320,97.550,2.450,143.67,224,0.875,bilinear deit_tiny_patch16_224.fb_in1k,89.610,10.390,97.960,2.040,5.72,224,0.900,bicubic -resnet18.a2_in1k,89.480,10.520,97.630,2.370,11.69,288,1.000,bicubic -regnetx_004.pycls_in1k,89.460,10.540,97.760,2.240,5.16,224,0.875,bicubic +regnetx_004.pycls_in1k,89.470,10.530,97.760,2.240,5.16,224,0.875,bicubic +resnet18.a2_in1k,89.470,10.530,97.630,2.370,11.69,288,1.000,bicubic +repghostnet_080.in1k,89.470,10.530,97.410,2.590,3.28,224,0.875,bicubic vgg16.tv_in1k,89.370,10.630,97.520,2.480,138.36,224,0.875,bilinear vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,89.340,10.660,97.700,2.300,6.34,224,0.900,bicubic legacy_seresnet18.in1k,89.260,10.740,97.690,2.310,11.78,224,0.875,bicubic resnet14t.c3_in1k,89.250,10.750,97.440,2.560,10.08,224,0.950,bicubic vgg13_bn.tv_in1k,89.200,10.800,97.530,2.470,133.05,224,0.875,bilinear tf_mobilenetv3_large_minimal_100.in1k,89.160,10.840,97.310,2.690,3.92,224,0.875,bilinear -mobilevitv2_050.cvnets_in1k,89.030,10.970,97.590,2.410,1.37,256,0.888,bicubic +mobilevitv2_050.cvnets_in1k,89.030,10.970,97.600,2.400,1.37,256,0.888,bicubic pvt_v2_b0.in1k,88.970,11.030,97.690,2.310,3.67,224,0.900,bicubic xcit_nano_12_p16_224.fb_in1k,88.970,11.030,97.410,2.590,3.05,224,1.000,bicubic +efficientvit_m2.r224_in1k,88.910,11.090,97.390,2.610,4.19,224,0.875,bicubic lcnet_100.ra2_in1k,88.910,11.090,97.380,2.620,2.95,224,0.875,bicubic -resnet18.gluon_in1k,88.660,11.340,97.090,2.910,11.69,224,0.875,bicubic +mobileone_s0.apple_in1k,88.810,11.190,97.220,2.780,5.29,224,0.875,bilinear +resnet18.gluon_in1k,88.660,11.340,97.100,2.900,11.69,224,0.875,bicubic tinynet_c.in1k,88.400,11.600,97.260,2.740,2.46,184,0.875,bicubic vgg11_bn.tv_in1k,88.400,11.600,97.250,2.750,132.87,224,0.875,bilinear -regnety_002.pycls_in1k,88.190,11.810,97.440,2.560,3.16,224,0.875,bicubic +efficientvit_b0.r224_in1k,88.300,11.700,96.880,3.120,3.41,224,0.950,bicubic +regnety_002.pycls_in1k,88.170,11.830,97.440,2.560,3.16,224,0.875,bicubic resnet18.tv_in1k,88.150,11.850,97.120,2.880,11.69,224,0.875,bilinear -mobilevit_xxs.cvnets_in1k,87.930,12.070,97.190,2.810,1.27,256,0.900,bicubic +mobilevit_xxs.cvnets_in1k,87.940,12.060,97.190,2.810,1.27,256,0.900,bicubic vgg13.tv_in1k,87.570,12.430,97.110,2.890,133.05,224,0.875,bilinear -regnetx_002.pycls_in1k,87.360,12.640,97.000,3.000,2.68,224,0.875,bicubic +regnetx_002.pycls_in1k,87.370,12.630,97.000,3.000,2.68,224,0.875,bicubic vgg11.tv_in1k,87.350,12.650,97.100,2.900,132.86,224,0.875,bilinear -dla60x_c.in1k,87.130,12.870,97.140,2.860,1.32,224,0.875,bilinear +efficientvit_m1.r224_in1k,87.220,12.780,97.020,2.980,2.98,224,0.875,bicubic +repghostnet_058.in1k,87.150,12.850,96.780,3.220,2.55,224,0.875,bicubic +dla60x_c.in1k,87.110,12.890,97.140,2.860,1.32,224,0.875,bilinear resnet18.a3_in1k,87.070,12.930,96.660,3.340,11.69,224,0.950,bicubic mixer_l16_224.goog_in21k_ft_in1k,86.990,13.010,94.070,5.930,208.20,224,0.875,bicubic lcnet_075.ra2_in1k,86.960,13.040,96.550,3.450,2.36,224,0.875,bicubic resnet10t.c3_in1k,86.680,13.320,96.730,3.270,5.44,224,0.950,bicubic mobilenetv3_small_100.lamb_in1k,86.180,13.820,96.450,3.550,2.54,224,0.875,bicubic -tf_mobilenetv3_small_100.in1k,85.940,14.060,96.400,3.600,2.54,224,0.875,bilinear +tf_mobilenetv3_small_100.in1k,85.950,14.050,96.400,3.600,2.54,224,0.875,bilinear mnasnet_small.lamb_in1k,85.480,14.520,96.000,4.000,2.03,224,0.875,bicubic +repghostnet_050.in1k,85.450,14.550,96.150,3.850,2.31,224,0.875,bicubic +dla46x_c.in1k,85.440,14.560,96.420,3.580,1.07,224,0.875,bilinear tinynet_d.in1k,85.440,14.560,96.020,3.980,2.34,152,0.875,bicubic -dla46x_c.in1k,85.430,14.570,96.430,3.570,1.07,224,0.875,bilinear mobilenetv2_050.lamb_in1k,84.990,15.010,95.620,4.380,1.97,224,0.875,bicubic dla46_c.in1k,84.700,15.300,96.210,3.790,1.30,224,0.875,bilinear tf_mobilenetv3_small_075.in1k,84.500,15.500,95.880,4.120,2.04,224,0.875,bilinear mobilenetv3_small_075.lamb_in1k,84.120,15.880,95.520,4.480,2.04,224,0.875,bicubic -lcnet_050.ra2_in1k,83.030,16.970,95.000,5.000,1.88,224,0.875,bicubic -tf_mobilenetv3_small_minimal_100.in1k,82.670,17.330,95.020,4.980,2.04,224,0.875,bilinear -tinynet_e.in1k,79.820,20.180,93.970,6.030,2.04,106,0.875,bicubic -mobilenetv3_small_050.lamb_in1k,78.090,21.910,93.010,6.990,1.59,224,0.875,bicubic +efficientvit_m0.r224_in1k,83.220,16.780,95.700,4.300,2.35,224,0.875,bicubic +lcnet_050.ra2_in1k,83.040,16.960,95.020,4.980,1.88,224,0.875,bicubic +tf_mobilenetv3_small_minimal_100.in1k,82.660,17.340,95.030,4.970,2.04,224,0.875,bilinear +tinynet_e.in1k,79.810,20.190,93.970,6.030,2.04,106,0.875,bicubic +mobilenetv3_small_050.lamb_in1k,78.080,21.920,93.010,6.990,1.59,224,0.875,bicubic diff --git a/results/results-imagenet-r.csv b/results/results-imagenet-r.csv index 8abcca6dc4..36a10ec783 100644 --- a/results/results-imagenet-r.csv +++ b/results/results-imagenet-r.csv @@ -1,1004 +1,1081 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,top1_diff,top5_diff,rank_diff convnext_xxlarge.clip_laion2b_soup_ft_in1k,90.623,9.377,97.913,2.087,846.47,256,1.000,bicubic,-7.127,-1.897,+18 eva_giant_patch14_336.clip_ft_in1k,90.550,9.450,97.230,2.770,"1,013.01",336,1.000,bicubic,-7.310,-2.650,+6 -eva02_large_patch14_448.mim_m38m_ft_in1k,90.460,9.540,97.267,2.733,305.08,448,1.000,bicubic,-7.370,-2.553,+6 -eva02_large_patch14_448.mim_m38m_ft_in22k_in1k,90.297,9.703,97.170,2.830,305.08,448,1.000,bicubic,-7.733,-2.720,-2 +eva02_large_patch14_448.mim_m38m_ft_in1k,90.457,9.543,97.267,2.733,305.08,448,1.000,bicubic,-7.373,-2.553,+6 +eva02_large_patch14_448.mim_m38m_ft_in22k_in1k,90.293,9.707,97.170,2.830,305.08,448,1.000,bicubic,-7.737,-2.720,-2 eva_giant_patch14_224.clip_ft_in1k,89.843,10.157,97.023,2.977,"1,012.56",224,0.900,bicubic,-7.727,-2.687,+29 eva_giant_patch14_336.m30m_ft_in22k_in1k,88.590,11.410,95.920,4.080,"1,013.01",336,1.000,bicubic,-9.400,-3.980,-2 eva_giant_patch14_560.m30m_ft_in22k_in1k,88.397,11.603,95.610,4.390,"1,014.45",560,1.000,bicubic,-9.603,-4.250,-4 regnety_1280.swag_ft_in1k,88.257,11.743,96.477,3.523,644.81,384,1.000,bicubic,-9.523,-3.383,+6 -eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,87.983,12.017,95.610,4.390,305.08,448,1.000,bicubic,-10.177,-4.270,-8 -eva02_large_patch14_448.mim_in22k_ft_in1k,87.587,12.413,95.733,4.267,305.08,448,1.000,bicubic,-10.273,-4.057,-3 -regnety_1280.swag_lc_in1k,86.947,13.053,95.737,4.263,644.81,224,0.965,bicubic,-10.443,-4.003,+36 +eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,87.980,12.020,95.610,4.390,305.08,448,1.000,bicubic,-10.170,-4.270,-8 +eva02_large_patch14_448.mim_in22k_ft_in1k,87.587,12.413,95.730,4.270,305.08,448,1.000,bicubic,-10.273,-4.060,-3 +regnety_1280.swag_lc_in1k,86.943,13.057,95.737,4.263,644.81,224,0.965,bicubic,-10.447,-4.003,+36 convnext_large_mlp.clip_laion2b_augreg_ft_in1k_384,84.437,15.563,94.297,5.703,200.13,384,1.000,bicubic,-12.953,-5.433,+34 -vit_large_patch14_clip_336.openai_ft_in12k_in1k,83.927,16.073,93.873,6.127,304.53,336,1.000,bicubic,-13.673,-5.857,+18 -vit_large_patch14_clip_336.laion2b_ft_in1k,83.617,16.383,93.513,6.487,304.53,336,1.000,bicubic,-13.613,-6.207,+62 +vit_large_patch14_clip_336.openai_ft_in12k_in1k,83.923,16.077,93.873,6.127,304.53,336,1.000,bicubic,-13.677,-5.857,+18 +vit_large_patch14_clip_336.laion2b_ft_in1k,83.610,16.390,93.510,6.490,304.53,336,1.000,bicubic,-13.620,-6.210,+63 eva_large_patch14_336.in22k_ft_in1k,83.520,16.480,93.103,6.897,304.53,336,1.000,bicubic,-14.290,-6.757,-4 -vit_huge_patch14_clip_224.laion2b_ft_in1k,83.263,16.737,93.133,6.867,632.05,224,1.000,bicubic,-13.837,-6.557,+79 +vit_huge_patch14_clip_224.laion2b_ft_in1k,83.263,16.737,93.133,6.867,632.05,224,1.000,bicubic,-13.837,-6.557,+80 vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,83.047,16.953,92.837,7.163,632.46,336,1.000,bicubic,-14.563,-6.943,+12 vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k,82.797,17.203,92.613,7.387,632.05,224,1.000,bicubic,-14.563,-7.187,+36 -vit_large_patch14_clip_224.openai_ft_in1k,82.320,17.680,92.910,7.090,304.20,224,1.000,bicubic,-15.120,-6.770,+24 +vit_large_patch14_clip_224.openai_ft_in1k,82.323,17.677,92.907,7.093,304.20,224,1.000,bicubic,-15.117,-6.773,+24 convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_384,82.217,17.783,92.433,7.567,200.13,384,1.000,bicubic,-15.253,-7.327,+19 -vit_large_patch14_clip_224.laion2b_ft_in1k,81.703,18.297,92.260,7.740,304.20,224,1.000,bicubic,-15.317,-7.410,+89 -convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_320,81.347,18.653,91.963,8.037,200.13,320,1.000,bicubic,-15.913,-7.747,+47 -regnety_320.swag_lc_in1k,81.317,18.683,93.153,6.847,145.05,224,0.965,bicubic,-15.463,-6.467,+120 -eva_large_patch14_196.in22k_ft_in1k,81.300,18.700,91.530,8.470,304.14,196,1.000,bicubic,-16.220,-8.260,+12 -regnety_320.swag_ft_in1k,81.200,18.800,92.703,7.297,145.05,384,1.000,bicubic,-16.180,-7.017,+23 -convnext_large_mlp.clip_laion2b_augreg_ft_in1k,80.870,19.130,91.913,8.087,200.13,256,1.000,bicubic,-16.260,-7.867,+64 -eva_large_patch14_336.in22k_ft_in22k_in1k,80.083,19.917,89.357,10.643,304.53,336,1.000,bicubic,-17.777,-10.443,-21 -resnext101_32x32d.fb_wsl_ig1b_ft_in1k,79.467,20.533,89.197,10.803,468.53,224,0.875,bilinear,-17.303,-10.423,+121 -resnext101_32x16d.fb_wsl_ig1b_ft_in1k,78.830,21.170,88.473,11.527,194.03,224,0.875,bilinear,-17.600,-11.157,+179 -vit_large_patch14_clip_224.openai_ft_in12k_in1k,78.677,21.323,88.917,11.083,304.20,224,1.000,bicubic,-18.933,-10.813,0 -eva_large_patch14_196.in22k_ft_in22k_in1k,78.500,21.500,88.330,11.670,304.14,196,1.000,bicubic,-19.120,-11.480,-4 -vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,78.427,21.573,88.500,11.500,304.53,336,1.000,bicubic,-19.033,-11.280,+8 -vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,78.260,21.740,88.673,11.327,304.20,224,1.000,bicubic,-19.130,-11.057,+12 -regnety_160.swag_lc_in1k,78.200,21.800,91.667,8.333,83.59,224,0.965,bicubic,-18.250,-7.943,+168 -regnety_160.swag_ft_in1k,77.680,22.320,90.733,9.267,83.59,384,1.000,bicubic,-19.490,-8.907,+49 -eva02_base_patch14_448.mim_in22k_ft_in1k,77.607,22.393,89.303,10.697,87.12,448,1.000,bicubic,-20.113,-10.457,-14 -eva02_base_patch14_448.mim_in22k_ft_in22k_in1k,77.497,22.503,88.490,11.510,87.12,448,1.000,bicubic,-20.113,-11.330,-9 -tf_efficientnet_l2.ns_jft_in1k_475,76.487,23.513,88.647,11.353,480.31,475,0.936,bicubic,-21.263,-11.143,-20 +vit_large_patch14_clip_224.laion2b_ft_in1k,81.700,18.300,92.263,7.737,304.20,224,1.000,bicubic,-15.320,-7.407,+90 +convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_320,81.347,18.653,91.963,8.037,200.13,320,1.000,bicubic,-15.913,-7.747,+48 +regnety_320.swag_lc_in1k,81.317,18.683,93.153,6.847,145.05,224,0.965,bicubic,-15.463,-6.467,+123 +eva_large_patch14_196.in22k_ft_in1k,81.300,18.700,91.533,8.467,304.14,196,1.000,bicubic,-16.220,-8.257,+12 +regnety_320.swag_ft_in1k,81.203,18.797,92.707,7.293,145.05,384,1.000,bicubic,-16.177,-7.013,+23 +convnext_large_mlp.clip_laion2b_augreg_ft_in1k,80.870,19.130,91.917,8.083,200.13,256,1.000,bicubic,-16.260,-7.863,+65 +eva_large_patch14_336.in22k_ft_in22k_in1k,80.087,19.913,89.357,10.643,304.53,336,1.000,bicubic,-17.773,-10.443,-21 +resnext101_32x32d.fb_wsl_ig1b_ft_in1k,79.467,20.533,89.197,10.803,468.53,224,0.875,bilinear,-17.303,-10.423,+124 +resnext101_32x16d.fb_wsl_ig1b_ft_in1k,78.830,21.170,88.473,11.527,194.03,224,0.875,bilinear,-17.600,-11.157,+183 +vit_large_patch14_clip_224.openai_ft_in12k_in1k,78.677,21.323,88.920,11.080,304.20,224,1.000,bicubic,-18.933,-10.810,0 +eva_large_patch14_196.in22k_ft_in22k_in1k,78.500,21.500,88.330,11.670,304.14,196,1.000,bicubic,-19.110,-11.480,-3 +vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,78.433,21.567,88.500,11.500,304.53,336,1.000,bicubic,-19.027,-11.280,+8 +vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,78.267,21.733,88.673,11.327,304.20,224,1.000,bicubic,-19.123,-11.057,+12 +regnety_160.swag_lc_in1k,78.187,21.813,91.663,8.337,83.59,224,0.965,bicubic,-18.263,-7.947,+172 +regnety_160.swag_ft_in1k,77.683,22.317,90.737,9.263,83.59,384,1.000,bicubic,-19.487,-8.903,+50 +eva02_base_patch14_448.mim_in22k_ft_in1k,77.610,22.390,89.307,10.693,87.12,448,1.000,bicubic,-20.110,-10.453,-14 +eva02_base_patch14_448.mim_in22k_ft_in22k_in1k,77.497,22.503,88.490,11.510,87.12,448,1.000,bicubic,-20.113,-11.330,-10 +tf_efficientnet_l2.ns_jft_in1k_475,76.490,23.510,88.640,11.360,480.31,475,0.936,bicubic,-21.260,-11.150,-20 beitv2_large_patch16_224.in1k_ft_in22k_in1k,76.353,23.647,87.090,12.910,304.43,224,0.950,bicubic,-21.397,-12.730,-19 -resnext101_32x16d.fb_swsl_ig1b_ft_in1k,76.300,23.700,87.743,12.257,194.03,224,0.875,bilinear,-19.970,-11.757,+200 -convnextv2_huge.fcmae_ft_in22k_in1k_384,75.950,24.050,86.637,13.363,660.29,384,1.000,bicubic,-21.920,-13.273,-36 -convnextv2_huge.fcmae_ft_in22k_in1k_512,75.827,24.173,86.947,13.053,660.29,512,1.000,bicubic,-21.983,-12.843,-32 -resnext101_32x8d.fb_wsl_ig1b_ft_in1k,75.797,24.203,86.197,13.803,88.79,224,0.875,bilinear,-20.143,-13.183,+266 -resnext101_32x8d.fb_swsl_ig1b_ft_in1k,75.600,24.400,86.943,13.057,88.79,224,0.875,bilinear,-20.650,-12.597,+197 -convnext_base.clip_laiona_augreg_ft_in1k_384,75.210,24.790,88.580,11.420,88.59,384,1.000,bicubic,-21.650,-11.110,+85 -convnext_base.clip_laion2b_augreg_ft_in12k_in1k_384,75.173,24.827,88.460,11.540,88.59,384,1.000,bicubic,-21.867,-11.210,+57 +resnext101_32x16d.fb_swsl_ig1b_ft_in1k,76.300,23.700,87.743,12.257,194.03,224,0.875,bilinear,-19.970,-11.757,+206 +convnextv2_huge.fcmae_ft_in22k_in1k_384,75.953,24.047,86.637,13.363,660.29,384,1.000,bicubic,-21.917,-13.273,-36 +convnextv2_huge.fcmae_ft_in22k_in1k_512,75.823,24.177,86.943,13.057,660.29,512,1.000,bicubic,-21.987,-12.847,-32 +resnext101_32x8d.fb_wsl_ig1b_ft_in1k,75.797,24.203,86.197,13.803,88.79,224,0.875,bilinear,-20.143,-13.183,+277 +resnext101_32x8d.fb_swsl_ig1b_ft_in1k,75.600,24.400,86.943,13.057,88.79,224,0.875,bilinear,-20.650,-12.597,+203 +convnext_base.clip_laiona_augreg_ft_in1k_384,75.210,24.790,88.580,11.420,88.59,384,1.000,bicubic,-21.650,-11.110,+88 +convnext_base.clip_laion2b_augreg_ft_in12k_in1k_384,75.173,24.827,88.460,11.540,88.59,384,1.000,bicubic,-21.867,-11.210,+58 tf_efficientnet_l2.ns_jft_in1k,74.657,25.343,87.557,12.443,480.31,800,0.960,bicubic,-23.123,-12.263,-34 -convnext_base.clip_laion2b_augreg_ft_in12k_in1k,73.733,26.267,87.343,12.657,88.59,256,1.000,bicubic,-23.057,-12.337,+94 -convnext_base.clip_laion2b_augreg_ft_in1k,73.400,26.600,87.147,12.853,88.59,256,1.000,bicubic,-23.160,-12.483,+132 +convnext_base.clip_laion2b_augreg_ft_in12k_in1k,73.733,26.267,87.343,12.657,88.59,256,1.000,bicubic,-23.057,-12.337,+97 +convnext_base.clip_laion2b_augreg_ft_in1k,73.400,26.600,87.147,12.853,88.59,256,1.000,bicubic,-23.160,-12.503,+134 beit_large_patch16_384.in22k_ft_in22k_in1k,73.277,26.723,85.030,14.970,305.00,384,1.000,bicubic,-24.533,-14.810,-38 beit_large_patch16_512.in22k_ft_in22k_in1k,73.160,26.840,85.090,14.910,305.67,512,1.000,bicubic,-24.620,-14.800,-36 -resnext101_32x4d.fb_swsl_ig1b_ft_in1k,72.657,27.343,85.163,14.837,44.18,224,0.875,bilinear,-23.383,-14.247,+235 +resnext101_32x4d.fb_swsl_ig1b_ft_in1k,72.657,27.343,85.160,14.840,44.18,224,0.875,bilinear,-23.383,-14.250,+242 maxvit_xlarge_tf_512.in21k_ft_in1k,71.873,28.127,82.927,17.073,475.77,512,1.000,bicubic,-25.887,-16.893,-36 -maxvit_xlarge_tf_384.in21k_ft_in1k,71.700,28.300,82.713,17.287,475.32,384,1.000,bicubic,-26.040,-17.137,-33 +maxvit_xlarge_tf_384.in21k_ft_in1k,71.703,28.297,82.713,17.287,475.32,384,1.000,bicubic,-26.037,-17.137,-33 beit_large_patch16_224.in22k_ft_in22k_in1k,71.040,28.960,83.430,16.570,304.43,224,0.900,bicubic,-26.440,-16.260,-17 -deit3_huge_patch14_224.fb_in22k_ft_in1k,70.817,29.183,82.200,17.800,632.13,224,1.000,bicubic,-26.433,-17.520,+16 -vit_base_patch16_clip_384.laion2b_ft_in1k,70.773,29.227,83.820,16.180,86.86,384,1.000,bicubic,-26.127,-15.850,+66 -caformer_b36.sail_in22k_ft_in1k_384,70.750,29.250,82.647,17.353,98.75,384,1.000,bicubic,-26.910,-17.213,-34 +deit3_huge_patch14_224.fb_in22k_ft_in1k,70.817,29.183,82.200,17.800,632.13,224,1.000,bicubic,-26.433,-17.520,+17 +vit_base_patch16_clip_384.laion2b_ft_in1k,70.777,29.223,83.820,16.180,86.86,384,1.000,bicubic,-26.123,-15.850,+69 +caformer_b36.sail_in22k_ft_in1k_384,70.750,29.250,82.650,17.350,98.75,384,1.000,bicubic,-26.910,-17.210,-34 deit3_large_patch16_384.fb_in22k_ft_in1k,70.580,29.420,82.437,17.563,304.76,384,1.000,bicubic,-27.000,-17.273,-26 beitv2_large_patch16_224.in1k_ft_in1k,70.403,29.597,83.373,16.627,304.43,224,0.950,bicubic,-26.907,-16.387,0 -maxvit_base_tf_512.in21k_ft_in1k,70.390,29.610,81.600,18.400,119.88,512,1.000,bicubic,-27.370,-18.260,-45 +maxvit_base_tf_512.in21k_ft_in1k,70.383,29.617,81.600,18.400,119.88,512,1.000,bicubic,-27.377,-18.260,-45 maxvit_large_tf_512.in21k_ft_in1k,70.380,29.620,81.650,18.350,212.33,512,1.000,bicubic,-27.290,-18.080,-39 maxvit_large_tf_384.in21k_ft_in1k,70.010,29.990,81.037,18.963,212.03,384,1.000,bicubic,-27.650,-18.783,-38 -deit3_large_patch16_224.fb_in22k_ft_in1k,69.713,30.287,81.197,18.803,304.37,224,1.000,bicubic,-27.597,-18.483,-3 +deit3_large_patch16_224.fb_in22k_ft_in1k,69.710,30.290,81.197,18.803,304.37,224,1.000,bicubic,-27.600,-18.483,-3 maxvit_base_tf_384.in21k_ft_in1k,69.557,30.443,80.730,19.270,119.65,384,1.000,bicubic,-28.003,-19.030,-30 -maxvit_rmlp_base_rw_384.sw_in12k_ft_in1k,69.123,30.877,80.063,19.937,116.14,384,1.000,bicubic,-28.217,-19.627,-11 -resnext50_32x4d.fb_swsl_ig1b_ft_in1k,68.977,31.023,82.800,17.200,25.03,224,0.875,bilinear,-26.653,-16.610,+301 -vit_base_patch16_clip_224.laion2b_ft_in1k,68.770,31.230,82.507,17.493,86.57,224,1.000,bicubic,-27.550,-17.013,+160 +maxvit_rmlp_base_rw_384.sw_in12k_ft_in1k,69.130,30.870,80.060,19.940,116.14,384,1.000,bicubic,-28.210,-19.630,-11 +resnext50_32x4d.fb_swsl_ig1b_ft_in1k,68.970,31.030,82.803,17.197,25.03,224,0.875,bilinear,-26.660,-16.607,+317 +vit_base_patch16_clip_224.laion2b_ft_in1k,68.780,31.220,82.503,17.497,86.57,224,1.000,bicubic,-27.540,-17.017,+165 convnextv2_large.fcmae_ft_in22k_in1k_384,68.653,31.347,81.070,18.930,197.96,384,1.000,bicubic,-28.977,-18.730,-43 -caformer_b36.sail_in22k_ft_in1k,68.600,31.400,80.857,19.143,98.75,224,1.000,bicubic,-28.760,-18.973,-17 -resnet50.fb_swsl_ig1b_ft_in1k,68.287,31.713,83.307,16.693,25.56,224,0.875,bilinear,-26.913,-16.083,+379 +caformer_b36.sail_in22k_ft_in1k,68.603,31.397,80.857,19.143,98.75,224,1.000,bicubic,-28.757,-18.973,-17 +resnet50.fb_swsl_ig1b_ft_in1k,68.287,31.713,83.313,16.687,25.56,224,0.875,bilinear,-26.913,-16.077,+404 convnext_xlarge.fb_in22k_ft_in1k_384,68.157,31.843,80.453,19.547,350.20,384,1.000,bicubic,-29.433,-19.317,-40 maxxvitv2_rmlp_base_rw_384.sw_in12k_ft_in1k,68.077,31.923,80.740,19.260,116.09,384,1.000,bicubic,-29.373,-19.020,-31 -swinv2_large_window12to24_192to384.ms_in22k_ft_in1k,67.667,32.333,80.100,19.900,196.74,384,1.000,bicubic,-29.613,-19.680,-8 -tf_efficientnet_b7.ns_jft_in1k,67.510,32.490,81.380,18.620,66.35,600,0.949,bicubic,-29.680,-18.240,+6 -vit_base_patch16_clip_384.openai_ft_in1k,67.360,32.640,81.687,18.313,86.86,384,1.000,bicubic,-29.450,-18.023,+62 -vit_large_patch16_384.augreg_in21k_ft_in1k,67.060,32.940,78.703,21.297,304.72,384,1.000,bicubic,-30.350,-21.077,-33 +swinv2_large_window12to24_192to384.ms_in22k_ft_in1k,67.667,32.333,80.100,19.900,196.74,384,1.000,bicubic,-29.613,-19.680,-7 +tf_efficientnet_b7.ns_jft_in1k,67.507,32.493,81.383,18.617,66.35,600,0.949,bicubic,-29.683,-18.317,+8 +vit_base_patch16_clip_384.openai_ft_in1k,67.350,32.650,81.687,18.313,86.86,384,1.000,bicubic,-29.460,-18.023,+65 +vit_large_patch16_384.augreg_in21k_ft_in1k,67.057,32.943,78.697,21.303,304.72,384,1.000,bicubic,-30.353,-21.083,-33 convnextv2_base.fcmae_ft_in22k_in1k_384,67.030,32.970,79.800,20.200,88.72,384,1.000,bicubic,-30.350,-19.960,-29 convformer_b36.sail_in22k_ft_in1k_384,66.823,33.177,79.443,20.557,99.88,384,1.000,bicubic,-30.667,-20.317,-42 convnext_large.fb_in22k_ft_in1k_384,66.673,33.327,79.797,20.203,197.77,384,1.000,bicubic,-30.627,-19.963,-18 coatnet_rmlp_2_rw_384.sw_in12k_ft_in1k,66.580,33.420,78.413,21.587,73.88,384,1.000,bicubic,-30.790,-21.287,-30 -maxvit_rmlp_base_rw_224.sw_in12k_ft_in1k,66.530,33.470,78.027,21.973,116.14,224,0.950,bicubic,-30.580,-21.573,+12 -swin_large_patch4_window12_384.ms_in22k_ft_in1k,66.287,33.713,79.747,20.253,196.74,384,1.000,bicubic,-30.883,-19.993,+3 -vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,66.150,33.850,78.880,21.120,86.86,384,1.000,bicubic,-31.070,-20.820,-6 -vit_base_patch16_clip_224.openai_ft_in1k,66.030,33.970,80.983,19.017,86.57,224,0.900,bicubic,-30.280,-18.517,+146 -beitv2_base_patch16_224.in1k_ft_in22k_in1k,65.757,34.243,78.893,21.107,86.53,224,0.900,bicubic,-31.153,-20.837,+36 -swinv2_base_window12to24_192to384.ms_in22k_ft_in1k,65.733,34.267,79.317,20.683,87.92,384,1.000,bicubic,-31.537,-20.473,-20 -swinv2_large_window12to16_192to256.ms_in22k_ft_in1k,65.640,34.360,78.480,21.520,196.74,256,0.900,bicubic,-31.600,-21.230,-14 -tf_efficientnet_b6.ns_jft_in1k,65.590,34.410,79.563,20.437,43.04,528,0.942,bicubic,-31.430,-20.147,+19 -caformer_m36.sail_in22k_ft_in1k_384,65.570,34.430,78.713,21.287,56.20,384,1.000,bicubic,-31.800,-21.077,-40 -convformer_b36.sail_in22k_ft_in1k,65.513,34.487,78.140,21.860,99.88,224,1.000,bicubic,-31.747,-21.610,-23 +maxvit_rmlp_base_rw_224.sw_in12k_ft_in1k,66.530,33.470,78.027,21.973,116.14,224,0.950,bicubic,-30.580,-21.573,+13 +swin_large_patch4_window12_384.ms_in22k_ft_in1k,66.287,33.713,79.747,20.253,196.74,384,1.000,bicubic,-30.883,-19.993,+4 +vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,66.147,33.853,78.883,21.117,86.86,384,1.000,bicubic,-31.073,-20.817,-5 +vit_base_patch16_clip_224.openai_ft_in1k,66.027,33.973,80.980,19.020,86.57,224,0.900,bicubic,-30.283,-18.520,+151 +beitv2_base_patch16_224.in1k_ft_in22k_in1k,65.757,34.243,78.893,21.107,86.53,224,0.900,bicubic,-31.153,-20.837,+38 +swinv2_base_window12to24_192to384.ms_in22k_ft_in1k,65.733,34.267,79.317,20.683,87.92,384,1.000,bicubic,-31.537,-20.473,-19 +swinv2_large_window12to16_192to256.ms_in22k_ft_in1k,65.640,34.360,78.480,21.520,196.74,256,0.900,bicubic,-31.600,-21.230,-13 +tf_efficientnet_b6.ns_jft_in1k,65.583,34.417,79.557,20.443,43.04,528,0.942,bicubic,-31.437,-20.153,+20 +caformer_m36.sail_in22k_ft_in1k_384,65.580,34.420,78.703,21.297,56.20,384,1.000,bicubic,-31.790,-21.087,-40 +convformer_b36.sail_in22k_ft_in1k,65.513,34.487,78.140,21.860,99.88,224,1.000,bicubic,-31.747,-21.610,-22 convnext_xlarge.fb_in22k_ft_in1k,65.373,34.627,78.350,21.650,350.20,288,1.000,bicubic,-32.077,-21.470,-51 -vit_base_patch16_clip_384.openai_ft_in12k_in1k,65.353,34.647,78.957,21.043,86.86,384,0.950,bicubic,-31.767,-20.613,-2 -convnext_base.fb_in22k_ft_in1k_384,64.903,35.097,78.387,21.613,88.59,384,1.000,bicubic,-32.357,-21.353,-24 -vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,64.763,35.237,77.767,22.233,86.57,224,0.950,bicubic,-31.857,-21.793,+75 +vit_base_patch16_clip_384.openai_ft_in12k_in1k,65.353,34.647,78.957,21.043,86.86,384,0.950,bicubic,-31.767,-20.613,-1 +convnext_base.fb_in22k_ft_in1k_384,64.903,35.097,78.387,21.613,88.59,384,1.000,bicubic,-32.357,-21.353,-23 +vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,64.767,35.233,77.770,22.230,86.57,224,0.950,bicubic,-31.853,-21.790,+79 convnextv2_large.fcmae_ft_in22k_in1k,64.710,35.290,78.157,21.843,197.96,288,1.000,bicubic,-32.600,-21.583,-37 -vit_large_patch16_224.augreg_in21k_ft_in1k,64.360,35.640,76.187,23.813,304.33,224,0.900,bicubic,-32.340,-23.383,+60 -convnext_large.fb_in22k_ft_in1k,64.263,35.737,77.773,22.227,197.77,288,1.000,bicubic,-32.957,-21.957,-21 -vit_large_r50_s32_384.augreg_in21k_ft_in1k,64.107,35.893,75.847,24.153,329.09,384,1.000,bicubic,-32.843,-23.783,+17 -maxxvitv2_rmlp_base_rw_224.sw_in12k_ft_in1k,64.010,35.990,77.513,22.487,116.09,224,0.950,bicubic,-33.080,-22.167,-4 -swin_large_patch4_window7_224.ms_in22k_ft_in1k,63.887,36.113,78.187,21.813,196.53,224,0.900,bicubic,-33.053,-21.483,+18 -beit_base_patch16_384.in22k_ft_in22k_in1k,63.623,36.377,78.103,21.897,86.74,384,1.000,bicubic,-33.697,-21.617,-45 -caformer_m36.sail_in22k_ft_in1k,63.490,36.510,76.917,23.083,56.20,224,1.000,bicubic,-33.530,-22.813,+4 +vit_large_patch16_224.augreg_in21k_ft_in1k,64.360,35.640,76.180,23.820,304.33,224,0.900,bicubic,-32.340,-23.390,+64 +convnext_large.fb_in22k_ft_in1k,64.263,35.737,77.773,22.227,197.77,288,1.000,bicubic,-32.957,-21.957,-20 +vit_large_r50_s32_384.augreg_in21k_ft_in1k,64.103,35.897,75.847,24.153,329.09,384,1.000,bicubic,-32.847,-23.783,+18 +maxxvitv2_rmlp_base_rw_224.sw_in12k_ft_in1k,64.010,35.990,77.513,22.487,116.09,224,0.950,bicubic,-33.080,-22.167,-3 +swin_large_patch4_window7_224.ms_in22k_ft_in1k,63.887,36.113,78.187,21.813,196.53,224,0.900,bicubic,-33.053,-21.483,+20 +seresnextaa201d_32x8d.sw_in12k_ft_in1k_384,63.653,36.347,76.623,23.377,149.39,384,1.000,bicubic,-33.637,-23.157,-37 +beit_base_patch16_384.in22k_ft_in22k_in1k,63.623,36.377,78.103,21.897,86.74,384,1.000,bicubic,-33.697,-21.617,-46 +caformer_m36.sail_in22k_ft_in1k,63.493,36.507,76.920,23.080,56.20,224,1.000,bicubic,-33.527,-22.810,+4 swin_base_patch4_window12_384.ms_in22k_ft_in1k,63.483,36.517,78.050,21.950,87.90,384,1.000,bicubic,-33.647,-21.670,-15 convnextv2_base.fcmae_ft_in22k_in1k,63.307,36.693,77.163,22.837,88.72,288,1.000,bicubic,-33.893,-22.597,-25 -caformer_s36.sail_in22k_ft_in1k_384,63.263,36.737,77.460,22.540,39.30,384,1.000,bicubic,-34.027,-22.320,-41 +caformer_s36.sail_in22k_ft_in1k_384,63.263,36.737,77.460,22.540,39.30,384,1.000,bicubic,-34.027,-22.290,-41 swinv2_base_window12to16_192to256.ms_in22k_ft_in1k,63.183,36.817,77.093,22.907,87.92,256,0.900,bicubic,-33.867,-22.497,-6 -tf_efficientnet_b5.ns_jft_in1k,63.053,36.947,77.790,22.210,30.39,456,0.934,bicubic,-33.817,-21.850,+21 -vit_base_patch16_clip_224.openai_ft_in12k_in1k,62.940,37.060,76.590,23.410,86.57,224,0.950,bicubic,-33.570,-22.960,+84 +tf_efficientnet_b5.ns_jft_in1k,63.053,36.947,77.787,22.213,30.39,456,0.934,bicubic,-33.817,-21.853,+23 +vit_base_patch16_clip_224.openai_ft_in12k_in1k,62.943,37.057,76.597,23.403,86.57,224,0.950,bicubic,-33.567,-22.953,+87 deit3_base_patch16_384.fb_in22k_ft_in1k,62.637,37.363,75.550,24.450,86.88,384,1.000,bicubic,-34.603,-24.190,-35 convnext_base.fb_in22k_ft_in1k,62.537,37.463,76.550,23.450,88.59,288,1.000,bicubic,-34.663,-23.210,-32 coatnet_rmlp_2_rw_224.sw_in12k_ft_in1k,62.417,37.583,75.130,24.870,73.88,224,0.950,bicubic,-34.763,-24.520,-29 -vit_base_patch8_224.augreg2_in21k_ft_in1k,62.400,37.600,76.600,23.400,86.58,224,0.900,bicubic,-34.550,-23.040,+4 -tf_efficientnetv2_l.in21k_ft_in1k,62.370,37.630,76.757,23.243,118.52,480,1.000,bicubic,-34.950,-22.883,-56 -vit_base_patch8_224.augreg_in21k_ft_in1k,62.177,37.823,75.630,24.370,86.58,224,0.900,bicubic,-34.913,-23.980,-18 -convformer_m36.sail_in22k_ft_in1k_384,62.107,37.893,75.547,24.453,57.05,384,1.000,bicubic,-35.263,-24.133,-64 -tf_efficientnetv2_xl.in21k_ft_in1k,62.083,37.917,75.663,24.337,208.12,512,1.000,bicubic,-35.247,-23.937,-61 -hrnet_w48_ssld.paddle_in1k,61.927,38.073,75.163,24.837,77.47,288,1.000,bilinear,-34.613,-24.477,+67 -deit3_base_patch16_224.fb_in22k_ft_in1k,61.803,38.197,74.710,25.290,86.59,224,1.000,bicubic,-35.057,-24.910,+12 -beitv2_base_patch16_224.in1k_ft_in1k,61.427,38.573,75.930,24.070,86.53,224,0.900,bicubic,-35.323,-23.670,+32 +vit_base_patch8_224.augreg2_in21k_ft_in1k,62.400,37.600,76.600,23.400,86.58,224,0.900,bicubic,-34.550,-23.010,+4 +tf_efficientnetv2_l.in21k_ft_in1k,62.363,37.637,76.757,23.243,118.52,480,1.000,bicubic,-34.957,-22.883,-57 +vit_base_patch8_224.augreg_in21k_ft_in1k,62.177,37.823,75.627,24.373,86.58,224,0.900,bicubic,-34.913,-23.983,-18 +convformer_m36.sail_in22k_ft_in1k_384,62.103,37.897,75.540,24.460,57.05,384,1.000,bicubic,-35.267,-24.140,-65 +tf_efficientnetv2_xl.in21k_ft_in1k,62.083,37.917,75.653,24.347,208.12,512,1.000,bicubic,-35.247,-23.947,-62 +hrnet_w48_ssld.paddle_in1k,61.923,38.077,75.163,24.837,77.47,288,1.000,bilinear,-34.617,-24.477,+70 +deit3_base_patch16_224.fb_in22k_ft_in1k,61.803,38.197,74.717,25.283,86.59,224,1.000,bicubic,-35.057,-24.903,+14 +beitv2_base_patch16_224.in1k_ft_in1k,61.427,38.573,75.930,24.070,86.53,224,0.900,bicubic,-35.323,-23.670,+34 coatnet_2_rw_224.sw_in12k_ft_in1k,61.277,38.723,73.967,26.033,73.87,224,0.950,bicubic,-35.713,-25.693,-8 -convformer_m36.sail_in22k_ft_in1k,61.263,38.737,74.617,25.383,57.05,224,1.000,bicubic,-35.807,-25.133,-23 -tf_efficientnet_b4.ns_jft_in1k,61.233,38.767,76.167,23.833,19.34,380,0.922,bicubic,-35.477,-23.473,+32 +convformer_m36.sail_in22k_ft_in1k,61.257,38.743,74.620,25.380,57.05,224,1.000,bicubic,-35.813,-25.130,-23 +tf_efficientnet_b4.ns_jft_in1k,61.233,38.767,76.160,23.840,19.34,380,0.922,bicubic,-35.477,-23.480,+35 convnextv2_huge.fcmae_ft_in1k,61.197,38.803,74.500,25.500,660.29,288,1.000,bicubic,-36.053,-25.220,-53 -maxvit_base_tf_512.in1k,61.103,38.897,74.053,25.947,119.88,512,1.000,bicubic,-36.067,-25.627,-38 -caformer_s36.sail_in22k_ft_in1k,60.763,39.237,75.170,24.830,39.30,224,1.000,bicubic,-36.057,-24.520,+10 -vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,60.353,39.647,73.800,26.200,88.30,384,1.000,bicubic,-36.257,-25.680,+44 -beit_base_patch16_224.in22k_ft_in22k_in1k,60.317,39.683,75.593,24.407,86.53,224,0.900,bicubic,-36.343,-24.067,+37 -tf_efficientnetv2_m.in21k_ft_in1k,60.263,39.737,75.063,24.937,54.14,480,1.000,bicubic,-36.737,-24.567,-18 -vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,60.240,39.760,73.547,26.453,88.34,448,1.000,bicubic,-36.330,-25.973,+48 -vit_base_patch16_384.augreg_in21k_ft_in1k,60.183,39.817,73.850,26.150,86.86,384,1.000,bicubic,-36.837,-25.860,-22 -convformer_s36.sail_in22k_ft_in1k_384,60.067,39.933,74.130,25.870,40.01,384,1.000,bicubic,-36.993,-25.580,-32 +maxvit_base_tf_512.in1k,61.103,38.897,74.050,25.950,119.88,512,1.000,bicubic,-36.067,-25.630,-38 +caformer_s36.sail_in22k_ft_in1k,60.767,39.233,75.167,24.833,39.30,224,1.000,bicubic,-36.053,-24.523,+12 +vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,60.357,39.643,73.797,26.203,88.30,384,1.000,bicubic,-36.253,-25.683,+47 +beit_base_patch16_224.in22k_ft_in22k_in1k,60.317,39.683,75.593,24.407,86.53,224,0.900,bicubic,-36.343,-24.067,+40 +tf_efficientnetv2_m.in21k_ft_in1k,60.267,39.733,75.070,24.930,54.14,480,1.000,bicubic,-36.733,-24.560,-18 +vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,60.230,39.770,73.550,26.450,88.34,448,1.000,bicubic,-36.330,-25.970,+54 +vit_base_patch16_384.augreg_in21k_ft_in1k,60.183,39.817,73.843,26.157,86.86,384,1.000,bicubic,-36.837,-25.867,-22 +convformer_s36.sail_in22k_ft_in1k_384,60.070,39.930,74.127,25.873,40.01,384,1.000,bicubic,-36.990,-25.583,-32 convnext_small.fb_in22k_ft_in1k_384,59.923,40.077,74.487,25.513,50.22,384,1.000,bicubic,-37.187,-25.153,-40 maxvit_large_tf_512.in1k,59.887,40.113,72.847,27.153,212.33,512,1.000,bicubic,-37.163,-26.813,-32 -swin_base_patch4_window7_224.ms_in22k_ft_in1k,59.527,40.473,74.247,25.753,87.77,224,0.900,bicubic,-37.153,-25.423,+28 -vit_base_patch32_clip_224.laion2b_ft_in1k,59.163,40.837,73.883,26.117,88.22,224,0.900,bicubic,-35.587,-25.187,+410 -maxvit_base_tf_384.in1k,59.073,40.927,71.687,28.313,119.65,384,1.000,bicubic,-38.047,-27.953,-45 -vit_base_patch16_224.augreg2_in21k_ft_in1k,59.053,40.947,73.603,26.397,86.57,224,0.900,bicubic,-37.457,-25.957,+54 -seresnextaa101d_32x8d.sw_in12k_ft_in1k_288,59.030,40.970,72.837,27.163,93.59,320,1.000,bicubic,-38.260,-26.883,-75 -volo_d5_512.sail_in1k,58.927,41.073,73.207,26.793,296.09,512,1.150,bicubic,-38.373,-26.553,-77 -convformer_s36.sail_in22k_ft_in1k,58.917,41.083,72.940,27.060,40.01,224,1.000,bicubic,-37.583,-26.520,+53 -convnext_small.in12k_ft_in1k_384,58.807,41.193,72.797,27.203,50.22,384,1.000,bicubic,-38.183,-26.853,-30 -volo_d5_448.sail_in1k,58.800,41.200,73.063,26.937,295.91,448,1.150,bicubic,-38.440,-26.607,-70 -vit_large_r50_s32_224.augreg_in21k_ft_in1k,58.663,41.337,71.737,28.263,328.99,224,0.900,bicubic,-37.517,-27.773,+114 -vit_base_patch32_clip_384.openai_ft_in12k_in1k,58.580,41.420,73.153,26.847,88.30,384,0.950,bicubic,-37.840,-26.347,+65 -maxvit_large_tf_384.in1k,58.427,41.573,71.177,28.823,212.03,384,1.000,bicubic,-38.503,-28.393,-25 -deit3_large_patch16_384.fb_in1k,58.360,41.640,72.957,27.043,304.76,384,1.000,bicubic,-38.490,-26.663,-15 -eva02_small_patch14_336.mim_in22k_ft_in1k,58.357,41.643,72.880,27.120,22.13,336,1.000,bicubic,-38.333,-26.730,+13 -deit3_huge_patch14_224.fb_in1k,58.137,41.863,72.143,27.857,632.13,224,0.900,bicubic,-38.443,-27.377,+26 +tiny_vit_21m_512.dist_in22k_ft_in1k,59.580,40.420,74.757,25.243,21.27,512,1.000,bicubic,-37.320,-24.933,-11 +swin_base_patch4_window7_224.ms_in22k_ft_in1k,59.527,40.473,74.247,25.753,87.77,224,0.900,bicubic,-37.153,-25.423,+30 +vit_base_patch32_clip_224.laion2b_ft_in1k,59.163,40.837,73.883,26.117,88.22,224,0.900,bicubic,-35.587,-25.187,+436 +maxvit_base_tf_384.in1k,59.073,40.927,71.687,28.313,119.65,384,1.000,bicubic,-38.047,-27.953,-46 +vit_base_patch16_224.augreg2_in21k_ft_in1k,59.060,40.940,73.603,26.397,86.57,224,0.900,bicubic,-37.450,-25.957,+56 +seresnextaa101d_32x8d.sw_in12k_ft_in1k_288,59.030,40.970,72.837,27.163,93.59,320,1.000,bicubic,-38.260,-26.883,-77 +tiny_vit_21m_384.dist_in22k_ft_in1k,59.017,40.983,74.100,25.900,21.23,384,1.000,bicubic,-37.933,-25.610,-22 +volo_d5_512.sail_in1k,58.927,41.073,73.210,26.790,296.09,512,1.150,bicubic,-38.373,-26.550,-80 +convformer_s36.sail_in22k_ft_in1k,58.913,41.087,72.943,27.057,40.01,224,1.000,bicubic,-37.587,-26.517,+54 +convnext_small.in12k_ft_in1k_384,58.807,41.193,72.797,27.203,50.22,384,1.000,bicubic,-38.183,-26.853,-32 +volo_d5_448.sail_in1k,58.800,41.200,73.063,26.937,295.91,448,1.150,bicubic,-38.440,-26.607,-72 +vit_large_r50_s32_224.augreg_in21k_ft_in1k,58.667,41.333,71.733,28.267,328.99,224,0.900,bicubic,-37.513,-27.777,+117 +vit_base_patch32_clip_384.openai_ft_in12k_in1k,58.587,41.413,73.150,26.850,88.30,384,0.950,bicubic,-37.833,-26.350,+66 +maxvit_large_tf_384.in1k,58.427,41.573,71.177,28.823,212.03,384,1.000,bicubic,-38.503,-28.393,-26 +eva02_small_patch14_336.mim_in22k_ft_in1k,58.363,41.637,72.877,27.123,22.13,336,1.000,bicubic,-38.327,-26.733,+15 +deit3_large_patch16_384.fb_in1k,58.357,41.643,72.950,27.050,304.76,384,1.000,bicubic,-38.493,-26.670,-16 +deit3_huge_patch14_224.fb_in1k,58.137,41.863,72.143,27.857,632.13,224,0.900,bicubic,-38.443,-27.377,+27 convnextv2_large.fcmae_ft_in1k,58.103,41.897,72.627,27.373,197.96,288,1.000,bicubic,-38.727,-27.133,-16 -tf_efficientnet_b8.ap_in1k,57.837,42.163,72.957,27.043,87.41,672,0.954,bicubic,-38.713,-26.603,+33 +tf_efficientnet_b8.ap_in1k,57.837,42.163,72.960,27.040,87.41,672,0.954,bicubic,-38.713,-26.600,+34 convnext_small.fb_in22k_ft_in1k,57.743,42.257,72.773,27.227,50.22,288,1.000,bicubic,-39.067,-26.857,-12 -seresnextaa101d_32x8d.sw_in12k_ft_in1k,57.643,42.357,71.357,28.643,93.59,288,1.000,bicubic,-39.527,-28.423,-68 -mvitv2_large.fb_in1k,57.497,42.503,70.750,29.250,217.99,224,0.900,bicubic,-38.903,-28.790,+61 +seresnextaa101d_32x8d.sw_in12k_ft_in1k,57.643,42.357,71.357,28.643,93.59,288,1.000,bicubic,-39.527,-28.423,-70 +mvitv2_large.fb_in1k,57.497,42.503,70.750,29.250,217.99,224,0.900,bicubic,-38.903,-28.790,+62 cait_m48_448.fb_dist_in1k,57.477,42.523,71.857,28.143,356.46,448,1.000,bicubic,-39.403,-27.813,-28 -cait_m36_384.fb_dist_in1k,57.473,42.527,72.310,27.690,271.22,384,1.000,bicubic,-39.367,-27.350,-23 -tf_efficientnet_b3.ns_jft_in1k,57.413,42.587,72.377,27.623,12.23,300,0.904,bicubic,-38.687,-27.103,+115 -volo_d4_448.sail_in1k,57.283,42.717,71.540,28.460,193.41,448,1.150,bicubic,-39.787,-28.090,-60 -maxvit_small_tf_512.in1k,57.077,42.923,70.960,29.040,69.13,512,1.000,bicubic,-40.113,-28.740,-77 -vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,57.070,42.930,71.267,28.733,88.22,224,0.900,bicubic,-38.160,-27.973,+282 -vit_base_patch16_224.augreg_in21k_ft_in1k,56.840,43.160,70.633,29.367,86.57,224,0.900,bicubic,-39.460,-28.897,+74 -deit3_medium_patch16_224.fb_in22k_ft_in1k,56.653,43.347,69.743,30.257,38.85,224,1.000,bicubic,-39.487,-29.747,+102 -volo_d5_224.sail_in1k,56.503,43.497,70.660,29.340,295.46,224,0.960,bicubic,-40.377,-28.960,-38 -deit3_large_patch16_224.fb_in1k,56.450,43.550,70.470,29.530,304.37,224,0.900,bicubic,-39.740,-29.030,+93 -xcit_large_24_p8_384.fb_dist_in1k,56.360,43.640,71.307,28.693,188.93,384,1.000,bicubic,-40.400,-28.253,-15 -flexivit_large.1200ep_in1k,56.290,43.710,71.557,28.443,304.36,240,0.950,bicubic,-40.490,-28.113,-20 -convnextv2_tiny.fcmae_ft_in22k_in1k_384,56.100,43.900,71.900,28.100,28.64,384,1.000,bicubic,-40.520,-27.730,+2 -flexivit_large.600ep_in1k,56.077,43.923,71.167,28.833,304.36,240,0.950,bicubic,-40.653,-28.393,-14 +cait_m36_384.fb_dist_in1k,57.473,42.527,72.307,27.693,271.22,384,1.000,bicubic,-39.367,-27.353,-23 +tf_efficientnet_b3.ns_jft_in1k,57.417,42.583,72.370,27.630,12.23,300,0.904,bicubic,-38.683,-27.110,+119 +volo_d4_448.sail_in1k,57.287,42.713,71.540,28.460,193.41,448,1.150,bicubic,-39.783,-28.090,-62 +tiny_vit_21m_224.dist_in22k_ft_in1k,57.143,42.857,72.573,27.427,21.20,224,0.950,bicubic,-39.237,-26.847,+58 +maxvit_small_tf_512.in1k,57.077,42.923,70.957,29.043,69.13,512,1.000,bicubic,-40.123,-28.663,-81 +vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,57.070,42.930,71.267,28.733,88.22,224,0.900,bicubic,-38.160,-27.973,+302 +vit_base_patch16_224.augreg_in21k_ft_in1k,56.833,43.167,70.633,29.367,86.57,224,0.900,bicubic,-39.467,-28.897,+75 +deit3_medium_patch16_224.fb_in22k_ft_in1k,56.653,43.347,69.740,30.260,38.85,224,1.000,bicubic,-39.487,-29.550,+104 +volo_d5_224.sail_in1k,56.507,43.493,70.660,29.340,295.46,224,0.960,bicubic,-40.373,-28.960,-39 +deit3_large_patch16_224.fb_in1k,56.453,43.547,70.473,29.527,304.37,224,0.900,bicubic,-39.737,-29.027,+95 +xcit_large_24_p8_384.fb_dist_in1k,56.360,43.640,71.307,28.693,188.93,384,1.000,bicubic,-40.400,-28.253,-16 +flexivit_large.1200ep_in1k,56.290,43.710,71.560,28.440,304.36,240,0.950,bicubic,-40.490,-28.110,-21 +convnextv2_tiny.fcmae_ft_in22k_in1k_384,56.100,43.900,71.897,28.103,28.64,384,1.000,bicubic,-40.520,-27.733,+2 +flexivit_large.600ep_in1k,56.077,43.923,71.170,28.830,304.36,240,0.950,bicubic,-40.653,-28.390,-15 xcit_large_24_p8_224.fb_dist_in1k,56.020,43.980,70.670,29.330,188.93,224,1.000,bicubic,-40.610,-28.790,-2 -caformer_s18.sail_in22k_ft_in1k_384,56.007,43.993,71.383,28.617,26.34,384,1.000,bicubic,-40.523,-28.197,+16 -vit_base_patch32_clip_224.openai_ft_in1k,55.913,44.087,72.157,27.843,88.22,224,0.900,bicubic,-38.527,-26.953,+440 -vit_medium_patch16_gap_384.sw_in12k_ft_in1k,55.783,44.217,70.993,29.007,39.03,384,0.950,bicubic,-40.707,-28.627,+24 -convnext_small.in12k_ft_in1k,55.700,44.300,70.727,29.273,50.22,288,1.000,bicubic,-40.900,-28.893,0 -flexivit_large.300ep_in1k,55.700,44.300,70.703,29.297,304.36,240,0.950,bicubic,-41.000,-28.877,-16 -caformer_b36.sail_in1k_384,55.193,44.807,68.070,31.930,98.75,384,1.000,bicubic,-41.967,-31.540,-87 -convformer_s18.sail_in22k_ft_in1k_384,55.123,44.877,70.127,29.873,26.77,384,1.000,bicubic,-41.667,-29.583,-35 -caformer_m36.sail_in1k_384,55.083,44.917,68.463,31.537,56.20,384,1.000,bicubic,-41.947,-31.247,-73 -swin_small_patch4_window7_224.ms_in22k_ft_in1k,54.977,45.023,71.023,28.977,49.61,224,0.900,bicubic,-41.083,-28.457,+106 -xcit_large_24_p16_384.fb_dist_in1k,54.910,45.090,69.853,30.147,189.10,384,1.000,bicubic,-42.030,-29.657,-59 -volo_d4_224.sail_in1k,54.757,45.243,68.847,31.153,192.96,224,0.960,bicubic,-42.023,-30.763,-36 -maxvit_tiny_tf_512.in1k,54.747,45.253,68.940,31.060,31.05,512,1.000,bicubic,-42.223,-30.730,-66 -dm_nfnet_f5.dm_in1k,54.610,45.390,68.670,31.330,377.21,544,0.954,bicubic,-42.420,-31.010,-76 -caformer_s36.sail_in1k_384,54.573,45.427,68.740,31.260,39.30,384,1.000,bicubic,-42.307,-30.930,-59 -deit3_small_patch16_384.fb_in22k_ft_in1k,54.480,45.520,68.313,31.687,22.21,384,1.000,bicubic,-42.190,-31.327,-20 -efficientnet_b5.sw_in12k_ft_in1k,54.417,45.583,69.877,30.123,30.39,448,1.000,bicubic,-42.353,-29.653,-37 -vit_base_r50_s16_384.orig_in21k_ft_in1k,54.407,45.593,69.557,30.443,98.95,384,1.000,bicubic,-42.043,-30.053,+17 -maxvit_small_tf_384.in1k,54.337,45.663,68.190,31.810,69.02,384,1.000,bicubic,-42.413,-31.350,-36 -regnety_160.sw_in12k_ft_in1k,54.330,45.670,69.057,30.943,83.59,288,1.000,bicubic,-42.490,-30.563,-53 -resnetv2_152x4_bit.goog_in21k_ft_in1k,54.320,45.680,70.173,29.827,936.53,480,1.000,bilinear,-42.560,-29.487,-63 +caformer_s18.sail_in22k_ft_in1k_384,56.010,43.990,71.380,28.620,26.34,384,1.000,bicubic,-40.520,-28.200,+16 +vit_base_patch32_clip_224.openai_ft_in1k,55.913,44.087,72.157,27.843,88.22,224,0.900,bicubic,-38.527,-26.953,+468 +vit_medium_patch16_gap_384.sw_in12k_ft_in1k,55.783,44.217,70.997,29.003,39.03,384,0.950,bicubic,-40.707,-28.623,+24 +flexivit_large.300ep_in1k,55.703,44.297,70.703,29.297,304.36,240,0.950,bicubic,-40.997,-28.877,-15 +convnext_small.in12k_ft_in1k,55.700,44.300,70.727,29.273,50.22,288,1.000,bicubic,-40.900,-28.833,-1 +caformer_b36.sail_in1k_384,55.193,44.807,68.070,31.930,98.75,384,1.000,bicubic,-41.967,-31.540,-90 +convformer_s18.sail_in22k_ft_in1k_384,55.123,44.877,70.127,29.873,26.77,384,1.000,bicubic,-41.667,-29.583,-36 +caformer_m36.sail_in1k_384,55.083,44.917,68.470,31.530,56.20,384,1.000,bicubic,-41.947,-31.240,-76 +swin_small_patch4_window7_224.ms_in22k_ft_in1k,54.977,45.023,71.023,28.977,49.61,224,0.900,bicubic,-41.083,-28.387,+110 +xcit_large_24_p16_384.fb_dist_in1k,54.907,45.093,69.850,30.150,189.10,384,1.000,bicubic,-42.033,-29.660,-61 +volo_d4_224.sail_in1k,54.757,45.243,68.847,31.153,192.96,224,0.960,bicubic,-42.023,-30.763,-37 +maxvit_tiny_tf_512.in1k,54.747,45.253,68.937,31.063,31.05,512,1.000,bicubic,-42.223,-30.733,-69 +dm_nfnet_f5.dm_in1k,54.610,45.390,68.673,31.327,377.21,544,0.954,bicubic,-42.420,-31.007,-79 +caformer_s36.sail_in1k_384,54.573,45.427,68.740,31.260,39.30,384,1.000,bicubic,-42.307,-30.930,-60 +deit3_small_patch16_384.fb_in22k_ft_in1k,54.480,45.520,68.317,31.683,22.21,384,1.000,bicubic,-42.190,-31.323,-20 +efficientnet_b5.sw_in12k_ft_in1k,54.413,45.587,69.873,30.127,30.39,448,1.000,bicubic,-42.357,-29.657,-38 +vit_base_r50_s16_384.orig_in21k_ft_in1k,54.407,45.593,69.563,30.437,98.95,384,1.000,bicubic,-42.043,-30.047,+17 +inception_next_base.sail_in1k_384,54.360,45.640,68.570,31.430,86.67,384,1.000,bicubic,-42.360,-31.040,-33 +maxvit_small_tf_384.in1k,54.337,45.663,68.190,31.810,69.02,384,1.000,bicubic,-42.413,-31.350,-38 +regnety_160.sw_in12k_ft_in1k,54.330,45.670,69.047,30.953,83.59,288,1.000,bicubic,-42.490,-30.573,-55 +resnetv2_152x4_bit.goog_in21k_ft_in1k,54.317,45.683,70.170,29.830,936.53,480,1.000,bilinear,-42.563,-29.490,-65 xcit_large_24_p16_224.fb_dist_in1k,54.250,45.750,68.967,31.033,189.10,224,1.000,bicubic,-42.070,-30.533,+40 -regnety_160.lion_in12k_ft_in1k,54.203,45.797,68.990,31.010,83.59,288,1.000,bicubic,-42.607,-30.520,-54 -vit_small_r26_s32_384.augreg_in21k_ft_in1k,54.187,45.813,68.767,31.233,36.47,384,1.000,bicubic,-41.863,-30.783,+94 -caformer_s18.sail_in22k_ft_in1k,54.110,45.890,69.713,30.287,26.34,224,1.000,bicubic,-41.900,-29.837,+100 -volo_d3_448.sail_in1k,53.977,46.023,68.037,31.963,86.63,448,1.000,bicubic,-43.053,-31.633,-90 -caformer_b36.sail_in1k,53.977,46.023,66.683,33.317,98.75,224,1.000,bicubic,-42.523,-32.947,+1 -tf_efficientnet_b5.ap_in1k,53.880,46.120,69.170,30.830,30.39,456,0.934,bicubic,-42.210,-30.370,+78 -dm_nfnet_f6.dm_in1k,53.843,46.157,68.413,31.587,438.36,576,0.956,bicubic,-43.127,-31.347,-83 -xcit_medium_24_p8_224.fb_dist_in1k,53.650,46.350,68.403,31.597,84.32,224,1.000,bicubic,-42.880,-31.107,-10 -tf_efficientnet_b2.ns_jft_in1k,53.600,46.400,70.270,29.730,9.11,260,0.890,bicubic,-41.920,-29.070,+188 -cait_s36_384.fb_dist_in1k,53.560,46.440,68.003,31.997,68.37,384,1.000,bicubic,-43.070,-31.607,-34 -tf_efficientnet_b6.ap_in1k,53.557,46.443,68.557,31.443,43.04,528,0.942,bicubic,-42.813,-30.993,+16 -vit_medium_patch16_gap_256.sw_in12k_ft_in1k,53.543,46.457,69.087,30.913,38.86,256,0.950,bicubic,-42.457,-30.333,+93 -dm_nfnet_f3.dm_in1k,53.523,46.477,67.743,32.257,254.92,416,0.940,bicubic,-43.097,-31.837,-35 -deit3_base_patch16_384.fb_in1k,53.483,46.517,67.623,32.377,86.88,384,1.000,bicubic,-42.747,-31.817,+46 -deit3_base_patch16_224.fb_in1k,53.473,46.527,67.597,32.403,86.59,224,0.900,bicubic,-42.297,-31.673,+137 -convformer_s18.sail_in22k_ft_in1k,53.437,46.563,68.680,31.320,26.77,224,1.000,bicubic,-42.663,-30.810,+65 -tf_efficientnet_b8.ra_in1k,53.420,46.580,69.093,30.907,87.41,672,0.954,bicubic,-43.280,-30.557,-47 +regnety_160.lion_in12k_ft_in1k,54.203,45.797,68.990,31.010,83.59,288,1.000,bicubic,-42.607,-30.520,-56 +vit_small_r26_s32_384.augreg_in21k_ft_in1k,54.187,45.813,68.760,31.240,36.47,384,1.000,bicubic,-41.873,-30.740,+92 +caformer_s18.sail_in22k_ft_in1k,54.113,45.887,69.713,30.287,26.34,224,1.000,bicubic,-41.897,-29.837,+102 +volo_d3_448.sail_in1k,53.977,46.023,68.040,31.960,86.63,448,1.000,bicubic,-43.053,-31.630,-94 +caformer_b36.sail_in1k,53.977,46.023,66.687,33.313,98.75,224,1.000,bicubic,-42.523,-32.943,0 +tf_efficientnet_b5.ap_in1k,53.887,46.113,69.170,30.830,30.39,456,0.934,bicubic,-42.203,-30.370,+80 +dm_nfnet_f6.dm_in1k,53.843,46.157,68.413,31.587,438.36,576,0.956,bicubic,-43.127,-31.347,-87 +xcit_medium_24_p8_224.fb_dist_in1k,53.650,46.350,68.403,31.597,84.32,224,1.000,bicubic,-42.880,-31.107,-11 +tf_efficientnet_b2.ns_jft_in1k,53.600,46.400,70.270,29.730,9.11,260,0.890,bicubic,-41.920,-29.070,+204 +cait_s36_384.fb_dist_in1k,53.560,46.440,68.003,31.997,68.37,384,1.000,bicubic,-43.070,-31.607,-35 +tf_efficientnet_b6.ap_in1k,53.553,46.447,68.563,31.437,43.04,528,0.942,bicubic,-42.817,-30.987,+16 +vit_medium_patch16_gap_256.sw_in12k_ft_in1k,53.537,46.463,69.093,30.907,38.86,256,0.950,bicubic,-42.463,-30.327,+95 +dm_nfnet_f3.dm_in1k,53.523,46.477,67.743,32.257,254.92,416,0.940,bicubic,-43.097,-31.837,-36 +deit3_base_patch16_384.fb_in1k,53.483,46.517,67.623,32.377,86.88,384,1.000,bicubic,-42.747,-31.817,+47 +deit3_base_patch16_224.fb_in1k,53.470,46.530,67.597,32.403,86.59,224,0.900,bicubic,-42.300,-31.673,+145 +convformer_s18.sail_in22k_ft_in1k,53.437,46.563,68.680,31.320,26.77,224,1.000,bicubic,-42.663,-30.810,+67 +tf_efficientnet_b8.ra_in1k,53.417,46.583,69.093,30.907,87.41,672,0.954,bicubic,-43.283,-30.557,-49 convnextv2_base.fcmae_ft_in1k,53.417,46.583,67.750,32.250,88.72,288,1.000,bicubic,-43.063,-31.800,-9 -xcit_medium_24_p8_384.fb_dist_in1k,53.397,46.603,68.130,31.870,84.32,384,1.000,bicubic,-43.373,-31.470,-62 -vit_base_patch32_384.augreg_in21k_ft_in1k,53.303,46.697,68.057,31.943,88.30,384,1.000,bicubic,-42.597,-31.283,+103 -tf_efficientnet_b7.ap_in1k,53.260,46.740,68.877,31.123,66.35,600,0.949,bicubic,-43.090,-30.643,+9 -convnext_large.fb_in1k,53.247,46.753,67.887,32.113,197.77,288,1.000,bicubic,-43.153,-31.563,+2 +xcit_medium_24_p8_384.fb_dist_in1k,53.397,46.603,68.130,31.870,84.32,384,1.000,bicubic,-43.373,-31.470,-64 +vit_base_patch32_384.augreg_in21k_ft_in1k,53.300,46.700,68.057,31.943,88.30,384,1.000,bicubic,-42.600,-31.283,+110 +tf_efficientnet_b7.ap_in1k,53.257,46.743,68.870,31.130,66.35,600,0.949,bicubic,-43.093,-30.650,+9 +convnext_large.fb_in1k,53.247,46.753,67.887,32.113,197.77,288,1.000,bicubic,-43.153,-31.563,+1 xcit_medium_24_p16_384.fb_dist_in1k,53.237,46.763,68.043,31.957,84.40,384,1.000,bicubic,-43.453,-31.557,-52 -maxvit_base_tf_224.in1k,53.237,46.763,66.137,33.863,119.47,224,0.950,bicubic,-43.103,-33.443,+13 -hrnet_w18_ssld.paddle_in1k,53.233,46.767,68.183,31.817,21.30,288,1.000,bilinear,-42.477,-31.107,+141 -tf_efficientnetv2_l.in1k,53.163,46.837,67.833,32.167,118.52,480,1.000,bicubic,-43.577,-31.717,-63 -tf_efficientnetv2_s.in21k_ft_in1k,53.127,46.873,68.997,31.003,21.46,384,1.000,bicubic,-43.343,-30.573,-17 -tf_efficientnet_b4.ap_in1k,53.087,46.913,68.230,31.770,19.34,380,0.922,bicubic,-42.403,-31.160,+173 -convnext_tiny.in12k_ft_in1k_384,53.063,46.937,68.503,31.497,28.59,384,1.000,bicubic,-43.497,-31.177,-37 -regnetz_e8.ra3_in1k,53.003,46.997,67.147,32.853,57.70,320,1.000,bicubic,-43.597,-32.433,-49 -maxvit_large_tf_224.in1k,53.003,46.997,65.340,34.660,211.79,224,0.950,bicubic,-43.327,-34.070,+7 -coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k,52.873,47.127,66.460,33.540,41.72,224,0.950,bicubic,-43.257,-32.880,+44 -volo_d3_224.sail_in1k,52.703,47.297,66.307,33.693,86.33,224,0.960,bicubic,-43.727,-33.233,-16 -deit3_small_patch16_224.fb_in22k_ft_in1k,52.693,47.307,66.867,33.133,22.06,224,1.000,bicubic,-43.137,-32.473,+103 -regnety_120.sw_in12k_ft_in1k,52.637,47.363,67.630,32.370,51.82,288,1.000,bicubic,-43.923,-32.020,-45 -dm_nfnet_f4.dm_in1k,52.457,47.543,67.117,32.883,316.07,512,0.951,bicubic,-44.493,-32.593,-108 -maxvit_tiny_tf_384.in1k,52.457,47.543,66.777,33.223,30.98,384,1.000,bicubic,-44.133,-32.783,-53 -tf_efficientnet_b7.ra_in1k,52.407,47.593,68.227,31.773,66.35,600,0.949,bicubic,-44.163,-31.243,-51 -xcit_small_24_p8_384.fb_dist_in1k,52.377,47.623,66.847,33.153,47.63,384,1.000,bicubic,-44.433,-32.813,-90 -efficientnetv2_rw_m.agc_in1k,52.333,47.667,67.223,32.777,53.24,416,1.000,bicubic,-43.937,-32.407,+9 -resnet18.fb_swsl_ig1b_ft_in1k,52.320,47.680,70.477,29.523,11.69,224,0.875,bilinear,-38.760,-27.723,+706 -convformer_b36.sail_in1k_384,52.300,47.700,66.543,33.457,99.88,384,1.000,bicubic,-44.570,-33.107,-104 -convformer_m36.sail_in1k_384,52.287,47.713,66.147,33.853,57.05,384,1.000,bicubic,-44.493,-33.583,-88 -deit_base_distilled_patch16_384.fb_in1k,52.263,47.737,67.740,32.260,87.63,384,1.000,bicubic,-44.247,-31.850,-43 +hrnet_w18_ssld.paddle_in1k,53.233,46.767,68.183,31.817,21.30,288,1.000,bilinear,-42.477,-31.107,+150 +maxvit_base_tf_224.in1k,53.233,46.767,66.133,33.867,119.47,224,0.950,bicubic,-43.107,-33.447,+11 +tf_efficientnetv2_l.in1k,53.160,46.840,67.827,32.173,118.52,480,1.000,bicubic,-43.580,-31.723,-65 +tf_efficientnetv2_s.in21k_ft_in1k,53.127,46.873,69.000,31.000,21.46,384,1.000,bicubic,-43.343,-30.570,-18 +tf_efficientnet_b4.ap_in1k,53.087,46.913,68.223,31.777,19.34,380,0.922,bicubic,-42.403,-31.197,+188 +convnext_tiny.in12k_ft_in1k_384,53.063,46.937,68.503,31.497,28.59,384,1.000,bicubic,-43.497,-31.127,-40 +regnetz_e8.ra3_in1k,53.003,46.997,67.147,32.853,57.70,320,1.000,bicubic,-43.597,-32.433,-50 +maxvit_large_tf_224.in1k,53.003,46.997,65.337,34.663,211.79,224,0.950,bicubic,-43.327,-34.073,+7 +coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k,52.873,47.127,66.460,33.540,41.72,224,0.950,bicubic,-43.257,-32.880,+46 +volo_d3_224.sail_in1k,52.697,47.303,66.307,33.693,86.33,224,0.960,bicubic,-43.733,-33.233,-17 +deit3_small_patch16_224.fb_in22k_ft_in1k,52.690,47.310,66.867,33.133,22.06,224,1.000,bicubic,-43.140,-32.473,+110 +regnety_120.sw_in12k_ft_in1k,52.637,47.363,67.637,32.363,51.82,288,1.000,bicubic,-43.913,-32.043,-44 +dm_nfnet_f4.dm_in1k,52.460,47.540,67.117,32.883,316.07,512,0.951,bicubic,-44.490,-32.523,-112 +maxvit_tiny_tf_384.in1k,52.457,47.543,66.777,33.223,30.98,384,1.000,bicubic,-44.143,-32.843,-54 +tf_efficientnet_b7.ra_in1k,52.410,47.590,68.220,31.780,66.35,600,0.949,bicubic,-44.160,-31.250,-52 +xcit_small_24_p8_384.fb_dist_in1k,52.377,47.623,66.847,33.153,47.63,384,1.000,bicubic,-44.433,-32.813,-92 +efficientnetv2_rw_m.agc_in1k,52.343,47.657,67.223,32.777,53.24,416,1.000,bicubic,-43.927,-32.407,+10 +resnet18.fb_swsl_ig1b_ft_in1k,52.323,47.677,70.483,29.517,11.69,224,0.875,bilinear,-38.777,-27.717,+762 +convformer_b36.sail_in1k_384,52.300,47.700,66.543,33.457,99.88,384,1.000,bicubic,-44.570,-33.107,-106 +convformer_m36.sail_in1k_384,52.283,47.717,66.150,33.850,57.05,384,1.000,bicubic,-44.497,-33.580,-90 +inception_next_base.sail_in1k,52.273,47.727,65.930,34.070,86.67,224,0.950,bicubic,-43.647,-33.430,+84 +deit_base_distilled_patch16_384.fb_in1k,52.260,47.740,67.747,32.253,87.63,384,1.000,bicubic,-44.250,-31.843,-45 xcit_medium_24_p16_224.fb_dist_in1k,52.197,47.803,66.917,33.083,84.40,224,1.000,bicubic,-44.053,-32.493,+10 -xcit_small_24_p8_224.fb_dist_in1k,52.183,47.817,66.767,33.233,47.63,224,1.000,bicubic,-44.367,-32.773,-53 +xcit_small_24_p8_224.fb_dist_in1k,52.183,47.817,66.767,33.233,47.63,224,1.000,bicubic,-44.367,-32.773,-55 convnext_tiny.fb_in22k_ft_in1k_384,52.180,47.820,66.923,33.077,28.59,384,1.000,bicubic,-43.990,-32.577,+23 -convformer_s36.sail_in1k_384,51.990,48.010,66.200,33.800,40.01,384,1.000,bicubic,-44.710,-33.330,-79 -resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k_384,51.937,48.063,68.663,31.337,236.34,384,1.000,bicubic,-44.253,-30.637,+17 -convnextv2_tiny.fcmae_ft_in22k_in1k,51.903,48.097,67.800,32.200,28.64,288,1.000,bicubic,-44.437,-31.570,-16 -resmlp_big_24_224.fb_in22k_ft_in1k,51.893,48.107,68.463,31.537,129.14,224,0.875,bicubic,-44.457,-31.127,-19 -xcit_small_24_p16_384.fb_dist_in1k,51.880,48.120,66.367,33.633,47.67,384,1.000,bicubic,-44.460,-33.183,-19 -cait_s24_384.fb_dist_in1k,51.787,48.213,66.307,33.693,47.06,384,1.000,bicubic,-44.783,-33.243,-67 -resnetv2_152x2_bit.goog_in21k_ft_in1k,51.763,48.237,69.263,30.737,236.34,448,1.000,bilinear,-44.757,-30.307,-55 -caformer_m36.sail_in1k,51.693,48.307,64.490,35.510,56.20,224,1.000,bicubic,-44.717,-35.070,-33 -ecaresnet269d.ra2_in1k,51.673,48.327,66.040,33.960,102.09,352,1.000,bicubic,-44.777,-33.620,-41 -regnety_2560.seer_ft_in1k,51.650,48.350,68.193,31.807,"1,282.60",384,1.000,bicubic,-44.880,-31.327,-60 -rexnetr_300.sw_in12k_ft_in1k,51.630,48.370,68.033,31.967,34.81,288,1.000,bicubic,-44.460,-31.507,+25 -caformer_s36.sail_in1k,51.593,48.407,64.910,35.090,39.30,224,1.000,bicubic,-44.487,-34.600,+27 -coat_lite_medium_384.in1k,51.570,48.430,65.740,34.260,44.57,384,1.000,bicubic,-45.000,-33.780,-71 -mvitv2_base.fb_in1k,51.550,48.450,65.633,34.367,51.47,224,0.900,bicubic,-44.430,-33.957,+49 -vit_base_patch16_224_miil.in21k_ft_in1k,51.543,48.457,65.210,34.790,86.54,224,0.875,bilinear,-44.497,-34.140,+38 +convformer_s36.sail_in1k_384,51.987,48.013,66.197,33.803,40.01,384,1.000,bicubic,-44.713,-33.333,-81 +resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k_384,51.937,48.063,68.660,31.340,236.34,384,1.000,bicubic,-44.253,-30.640,+17 +fastvit_ma36.apple_dist_in1k,51.923,48.077,67.013,32.987,44.07,256,0.950,bicubic,-44.377,-32.547,-3 +convnextv2_tiny.fcmae_ft_in22k_in1k,51.903,48.097,67.800,32.200,28.64,288,1.000,bicubic,-44.437,-31.570,-18 +resmlp_big_24_224.fb_in22k_ft_in1k,51.893,48.107,68.463,31.537,129.14,224,0.875,bicubic,-44.457,-31.127,-21 +xcit_small_24_p16_384.fb_dist_in1k,51.883,48.117,66.367,33.633,47.67,384,1.000,bicubic,-44.457,-33.183,-21 +cait_s24_384.fb_dist_in1k,51.787,48.213,66.307,33.693,47.06,384,1.000,bicubic,-44.783,-33.243,-70 +resnetv2_152x2_bit.goog_in21k_ft_in1k,51.763,48.237,69.263,30.737,236.34,448,1.000,bilinear,-44.757,-30.307,-58 +caformer_m36.sail_in1k,51.693,48.307,64.497,35.503,56.20,224,1.000,bicubic,-44.717,-35.063,-36 +ecaresnet269d.ra2_in1k,51.677,48.323,66.040,33.960,102.09,352,1.000,bicubic,-44.773,-33.620,-44 +regnety_2560.seer_ft_in1k,51.650,48.350,68.193,31.807,"1,282.60",384,1.000,bicubic,-44.880,-31.327,-63 +rexnetr_300.sw_in12k_ft_in1k,51.627,48.373,68.020,31.980,34.81,288,1.000,bicubic,-44.463,-31.520,+25 +caformer_s36.sail_in1k,51.593,48.407,64.907,35.093,39.30,224,1.000,bicubic,-44.487,-34.603,+27 +coat_lite_medium_384.in1k,51.570,48.430,65.740,34.260,44.57,384,1.000,bicubic,-45.000,-33.780,-75 +mvitv2_base.fb_in1k,51.550,48.450,65.633,34.367,51.47,224,0.900,bicubic,-44.430,-33.957,+50 +vit_base_patch16_224_miil.in21k_ft_in1k,51.543,48.457,65.207,34.793,86.54,224,0.875,bilinear,-44.497,-34.143,+38 davit_small.msft_in1k,51.523,48.477,66.440,33.560,49.75,224,0.950,bicubic,-44.507,-32.960,+38 -convnext_tiny.in12k_ft_in1k,51.440,48.560,67.063,32.937,28.59,288,1.000,bicubic,-44.800,-32.227,-8 -maxvit_rmlp_small_rw_224.sw_in1k,51.430,48.570,65.190,34.810,64.90,224,0.900,bicubic,-44.530,-34.240,+52 -tf_efficientnetv2_m.in1k,51.427,48.573,66.620,33.380,54.14,480,1.000,bicubic,-45.053,-32.900,-59 -caformer_s18.sail_in1k_384,51.353,48.647,65.657,34.343,26.34,384,1.000,bicubic,-45.057,-33.873,-46 -edgenext_base.in21k_ft_in1k,51.283,48.717,65.657,34.343,18.51,320,1.000,bicubic,-44.917,-33.803,-4 -davit_base.msft_in1k,51.267,48.733,65.223,34.777,87.95,224,0.950,bicubic,-44.973,-34.417,-12 -convformer_b36.sail_in1k,51.203,48.797,64.280,35.720,99.88,224,1.000,bicubic,-45.037,-35.130,-12 -maxvit_small_tf_224.in1k,51.193,48.807,65.263,34.737,68.93,224,0.950,bicubic,-45.007,-34.267,-6 -xcit_small_12_p8_384.fb_dist_in1k,51.107,48.893,65.840,34.160,26.21,384,1.000,bicubic,-45.363,-33.650,-61 -convnext_base.fb_in1k,51.057,48.943,65.880,34.120,88.59,288,1.000,bicubic,-45.253,-33.630,-30 -convformer_m36.sail_in1k,51.020,48.980,63.650,36.350,57.05,224,1.000,bicubic,-45.060,-35.740,+14 -volo_d2_384.sail_in1k,50.897,49.103,65.620,34.380,58.87,384,1.000,bicubic,-45.813,-33.980,-109 -tf_efficientnet_b1.ns_jft_in1k,50.887,49.113,67.907,32.093,7.79,240,0.882,bicubic,-43.973,-31.343,+262 -vit_base_patch16_384.orig_in21k_ft_in1k,50.880,49.120,65.273,34.727,86.86,384,1.000,bicubic,-45.320,-34.197,-14 -convformer_s36.sail_in1k,50.863,49.137,64.083,35.917,40.01,224,1.000,bicubic,-45.247,-35.377,+2 -xcit_small_24_p16_224.fb_dist_in1k,50.743,49.257,65.047,34.953,47.67,224,1.000,bicubic,-45.047,-34.523,+69 -flexivit_base.1200ep_in1k,50.693,49.307,65.140,34.860,86.59,240,0.950,bicubic,-45.417,-34.380,-1 -convformer_s18.sail_in1k_384,50.687,49.313,65.637,34.363,26.77,384,1.000,bicubic,-45.563,-33.943,-28 -coatnet_rmlp_2_rw_224.sw_in1k,50.603,49.397,63.363,36.637,73.88,224,0.950,bicubic,-45.607,-36.117,-20 -xcit_small_12_p16_384.fb_dist_in1k,50.527,49.473,65.300,34.700,26.25,384,1.000,bicubic,-45.813,-34.190,-48 -efficientnet_b4.ra2_in1k,50.500,49.500,65.727,34.273,19.34,384,1.000,bicubic,-45.030,-33.673,+111 -volo_d1_384.sail_in1k,50.477,49.523,64.913,35.087,26.78,384,1.000,bicubic,-46.003,-34.697,-77 -xcit_small_12_p8_224.fb_dist_in1k,50.437,49.563,65.417,34.583,26.21,224,1.000,bicubic,-45.523,-33.953,+27 -resnetv2_101x3_bit.goog_in21k_ft_in1k,50.393,49.607,67.783,32.217,387.93,448,1.000,bilinear,-45.857,-31.687,-35 -flexivit_base.600ep_in1k,50.353,49.647,64.620,35.380,86.59,240,0.950,bicubic,-45.607,-34.800,+26 -regnetz_040_h.ra3_in1k,50.317,49.683,65.623,34.377,28.94,320,1.000,bicubic,-46.003,-33.917,-50 -mvitv2_small.fb_in1k,50.260,49.740,64.893,35.107,34.87,224,0.900,bicubic,-45.630,-34.467,+37 -cait_s24_224.fb_dist_in1k,50.250,49.750,65.020,34.980,46.92,224,1.000,bicubic,-45.410,-34.370,+82 -resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k,50.230,49.770,66.033,33.967,194.03,224,0.875,bilinear,-45.170,-33.127,+127 -pit_b_distilled_224.in1k,50.227,49.773,65.000,35.000,74.79,224,0.900,bicubic,-45.593,-34.290,+51 -eca_nfnet_l2.ra3_in1k,50.207,49.793,65.437,34.563,56.72,384,1.000,bicubic,-46.243,-34.313,-80 -vit_small_patch16_384.augreg_in21k_ft_in1k,50.183,49.817,65.797,34.203,22.20,384,1.000,bicubic,-45.797,-33.533,+13 -resnest269e.in1k,50.183,49.817,64.683,35.317,110.93,416,0.928,bicubic,-45.927,-34.627,-18 -tresnet_v2_l.miil_in21k_ft_in1k,50.163,49.837,65.120,34.880,46.17,224,0.875,bilinear,-45.657,-34.200,+46 -pvt_v2_b5.in1k,50.143,49.857,65.023,34.977,81.96,224,0.900,bicubic,-45.797,-34.367,+19 -deit3_medium_patch16_224.fb_in1k,50.143,49.857,64.697,35.303,38.85,224,0.900,bicubic,-45.237,-34.653,+127 -deit_base_distilled_patch16_224.fb_in1k,50.077,49.923,66.233,33.767,87.34,224,0.900,bicubic,-45.673,-33.197,+56 -tf_efficientnet_b3.ap_in1k,50.047,49.953,65.210,34.790,12.23,300,0.904,bicubic,-44.923,-33.900,+215 -pvt_v2_b4.in1k,50.027,49.973,65.127,34.873,62.56,224,0.900,bicubic,-45.893,-34.233,+19 -flexivit_base.300ep_in1k,50.007,49.993,64.103,35.897,86.59,240,0.950,bicubic,-45.953,-35.277,+13 -coat_lite_medium.in1k,49.977,50.023,64.857,35.143,44.57,224,0.900,bicubic,-46.023,-34.643,+4 -resnest200e.in1k,49.870,50.130,64.727,35.273,70.20,320,0.909,bicubic,-46.200,-34.753,-16 -efficientformer_l7.snap_dist_in1k,49.837,50.163,66.033,33.967,82.23,224,0.950,bicubic,-45.763,-33.357,+76 -volo_d2_224.sail_in1k,49.817,50.183,64.583,35.417,58.68,224,0.960,bicubic,-46.603,-34.877,-88 -xception65.ra3_in1k,49.777,50.223,63.527,36.473,39.92,299,0.940,bicubic,-45.913,-35.793,+63 -seresnextaa101d_32x8d.ah_in1k,49.747,50.253,64.443,35.557,93.59,288,1.000,bicubic,-46.693,-35.067,-93 -swinv2_base_window16_256.ms_in1k,49.667,50.333,63.800,36.200,87.92,256,0.900,bicubic,-46.503,-35.590,-39 -pvt_v2_b3.in1k,49.613,50.387,64.790,35.210,45.24,224,0.900,bicubic,-45.857,-34.520,+94 -convnextv2_nano.fcmae_ft_in22k_in1k_384,49.603,50.397,65.657,34.343,15.62,384,1.000,bicubic,-46.187,-33.633,+37 -cait_xs24_384.fb_dist_in1k,49.537,50.463,64.900,35.100,26.67,384,1.000,bicubic,-46.463,-34.530,-6 -maxvit_rmlp_tiny_rw_256.sw_in1k,49.530,50.470,63.823,36.177,29.15,256,0.950,bicubic,-46.510,-35.717,-16 -tf_efficientnet_b5.ra_in1k,49.527,50.473,65.657,34.343,30.39,456,0.934,bicubic,-46.443,-33.773,-4 -resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k,49.477,50.523,65.627,34.373,236.34,224,0.875,bicubic,-46.273,-33.803,+39 -resnet200d.ra2_in1k,49.463,50.537,64.330,35.670,64.69,320,1.000,bicubic,-46.647,-35.080,-39 -efficientformerv2_l.snap_dist_in1k,49.460,50.540,64.920,35.080,26.32,224,0.950,bicubic,-46.300,-34.450,+35 -xcit_small_12_p16_224.fb_dist_in1k,49.413,50.587,63.847,36.153,26.25,224,1.000,bicubic,-46.317,-35.453,+43 -resnest101e.in1k,49.367,50.633,65.583,34.417,48.28,256,0.875,bilinear,-46.203,-33.787,+69 -dm_nfnet_f2.dm_in1k,49.350,50.650,63.950,36.050,193.78,352,0.920,bicubic,-47.170,-35.640,-121 -regnetz_040.ra3_in1k,49.297,50.703,64.060,35.940,27.12,320,1.000,bicubic,-46.883,-35.470,-53 -vit_base_patch32_224.augreg_in21k_ft_in1k,49.267,50.733,64.340,35.660,88.22,224,0.900,bicubic,-45.133,-34.450,+307 -resnet152d.ra2_in1k,49.260,50.740,64.413,35.587,60.21,320,1.000,bicubic,-46.610,-35.057,+10 -seresnet152d.ra2_in1k,49.237,50.763,64.167,35.833,66.84,320,1.000,bicubic,-47.073,-35.243,-83 -xcit_large_24_p8_224.fb_in1k,49.237,50.763,62.840,37.160,188.93,224,1.000,bicubic,-46.853,-36.300,-41 -gcvit_base.in1k,49.153,50.847,63.950,36.050,90.32,224,0.875,bicubic,-46.927,-35.300,-40 -maxxvit_rmlp_small_rw_256.sw_in1k,49.150,50.850,63.343,36.657,66.01,256,0.950,bicubic,-47.060,-35.937,-67 -resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k,49.093,50.907,65.490,34.510,88.79,224,0.875,bilinear,-46.227,-33.830,+105 -resmlp_big_24_224.fb_distilled_in1k,49.093,50.907,65.473,34.527,129.14,224,0.875,bicubic,-46.777,-33.967,+3 -convnext_small.fb_in1k,49.067,50.933,64.830,35.170,50.22,288,1.000,bicubic,-46.903,-34.620,-19 -resnetaa101d.sw_in12k_ft_in1k,49.013,50.987,64.237,35.763,44.57,288,1.000,bicubic,-47.347,-35.233,-103 -resnext101_64x4d.tv_in1k,48.990,51.010,63.510,36.490,83.46,224,0.875,bilinear,-46.830,-35.700,+9 -volo_d1_224.sail_in1k,48.977,51.023,63.187,36.813,26.63,224,0.960,bicubic,-47.053,-36.203,-32 -repvgg_b3.rvgg_in1k,48.913,51.087,64.890,35.110,123.09,224,0.875,bilinear,-45.657,-33.760,+260 -resnetrs420.tf_in1k,48.860,51.140,63.437,36.563,191.89,416,1.000,bicubic,-47.540,-36.093,-113 -maxvit_tiny_tf_224.in1k,48.807,51.193,62.933,37.067,30.92,224,0.950,bicubic,-47.003,-36.327,+8 -convformer_s18.sail_in1k,48.787,51.213,62.930,37.070,26.77,224,1.000,bicubic,-46.543,-36.370,+95 -caformer_s18.sail_in1k,48.750,51.250,62.867,37.133,26.34,224,1.000,bicubic,-46.930,-36.423,+33 -deit3_small_patch16_384.fb_in1k,48.670,51.330,62.797,37.203,22.21,384,1.000,bicubic,-46.930,-36.643,+43 -seresnext101d_32x8d.ah_in1k,48.603,51.397,62.960,37.040,93.59,288,1.000,bicubic,-47.757,-36.480,-113 -swinv2_small_window16_256.ms_in1k,48.593,51.407,62.747,37.253,49.73,256,0.900,bicubic,-47.477,-36.703,-51 -regnetz_d32.ra3_in1k,48.583,51.417,65.167,34.833,27.58,320,0.950,bicubic,-47.287,-34.263,-10 -efficientnetv2_rw_s.ra2_in1k,48.573,51.427,63.833,36.167,23.94,384,1.000,bicubic,-47.137,-35.507,+21 -efficientnet_b3.ra2_in1k,48.560,51.440,64.243,35.757,12.23,320,1.000,bicubic,-46.590,-34.967,+125 -edgenext_base.usi_in1k,48.457,51.543,64.317,35.683,18.51,320,1.000,bicubic,-47.333,-34.983,+1 -focalnet_base_lrf.ms_in1k,48.443,51.557,63.120,36.880,88.75,224,0.900,bicubic,-47.387,-36.080,-6 -focalnet_base_srf.ms_in1k,48.423,51.577,63.103,36.897,88.15,224,0.900,bicubic,-47.477,-36.207,-24 -vit_small_r26_s32_224.augreg_in21k_ft_in1k,48.377,51.623,63.800,36.200,36.43,224,0.900,bicubic,-46.753,-35.420,+128 -swinv2_base_window8_256.ms_in1k,48.333,51.667,63.610,36.390,87.92,256,0.900,bicubic,-47.727,-35.800,-55 -repvgg_b3g4.rvgg_in1k,48.310,51.690,64.780,35.220,83.83,224,0.875,bilinear,-46.190,-34.240,+261 -vit_large_patch32_384.orig_in21k_ft_in1k,48.240,51.760,61.827,38.173,306.63,384,1.000,bicubic,-47.000,-37.493,+98 -convit_base.fb_in1k,48.210,51.790,63.000,37.000,86.54,224,0.875,bicubic,-46.890,-36.150,+131 -swin_s3_base_224.ms_in1k,48.153,51.847,62.243,37.757,71.13,224,0.900,bicubic,-47.887,-37.107,-55 -sequencer2d_l.in1k,48.107,51.893,62.357,37.643,54.30,224,0.875,bicubic,-47.763,-37.203,-25 -resnext101_32x8d.tv2_in1k,48.093,51.907,62.723,37.277,88.79,224,0.965,bilinear,-47.207,-36.507,+81 -resnetrs350.tf_in1k,48.057,51.943,62.667,37.333,163.96,384,1.000,bicubic,-48.193,-36.923,-103 -tf_efficientnetv2_b3.in21k_ft_in1k,48.030,51.970,64.750,35.250,14.36,300,0.900,bicubic,-47.570,-34.530,+26 -focalnet_small_lrf.ms_in1k,48.027,51.973,63.130,36.870,50.34,224,0.900,bicubic,-47.713,-36.030,-1 -gcvit_small.in1k,48.023,51.977,62.713,37.287,51.09,224,0.875,bicubic,-47.887,-36.567,-38 -regnetz_d8.ra3_in1k,48.010,51.990,64.423,35.577,23.37,320,1.000,bicubic,-48.000,-35.097,-57 -regnety_1280.seer_ft_in1k,47.990,52.010,64.230,35.770,644.81,384,1.000,bicubic,-48.320,-35.330,-118 -twins_svt_large.in1k,47.963,52.037,62.907,37.093,99.27,224,0.900,bicubic,-47.737,-36.463,+6 -vit_relpos_base_patch16_224.sw_in1k,47.923,52.077,62.840,37.160,86.43,224,0.900,bicubic,-47.207,-36.240,+111 -repvgg_b2g4.rvgg_in1k,47.810,52.190,64.397,35.603,61.76,224,0.875,bilinear,-46.020,-34.533,+358 -mixer_b16_224.miil_in21k_ft_in1k,47.793,52.207,63.403,36.597,59.88,224,0.875,bilinear,-47.087,-35.677,+168 -vit_relpos_base_patch16_clsgap_224.sw_in1k,47.760,52.240,62.410,37.590,86.43,224,0.900,bicubic,-47.490,-36.800,+80 -tf_efficientnet_b5.aa_in1k,47.730,52.270,63.907,36.093,30.39,456,0.934,bicubic,-48.150,-35.443,-40 -mvitv2_tiny.fb_in1k,47.667,52.333,62.830,37.170,24.17,224,0.900,bicubic,-47.733,-36.470,+52 -eca_nfnet_l1.ra2_in1k,47.653,52.347,62.767,37.233,41.41,320,1.000,bicubic,-48.277,-36.723,-50 +convnext_tiny.in12k_ft_in1k,51.440,48.560,67.063,32.937,28.59,288,1.000,bicubic,-44.800,-32.227,-9 +maxvit_rmlp_small_rw_224.sw_in1k,51.430,48.570,65.190,34.810,64.90,224,0.900,bicubic,-44.530,-34.240,+54 +tf_efficientnetv2_m.in1k,51.423,48.577,66.623,33.377,54.14,480,1.000,bicubic,-45.057,-32.897,-62 +repvit_m2_3.dist_450e_in1k,51.383,48.617,66.737,33.263,23.69,224,0.950,bicubic,-44.607,-32.663,+42 +caformer_s18.sail_in1k_384,51.353,48.647,65.657,34.343,26.34,384,1.000,bicubic,-45.057,-33.873,-50 +edgenext_base.in21k_ft_in1k,51.283,48.717,65.657,34.343,18.51,320,1.000,bicubic,-44.917,-33.803,-6 +davit_base.msft_in1k,51.267,48.733,65.223,34.777,87.95,224,0.950,bicubic,-44.973,-34.417,-14 +convformer_b36.sail_in1k,51.203,48.797,64.280,35.720,99.88,224,1.000,bicubic,-45.037,-35.130,-14 +maxvit_small_tf_224.in1k,51.190,48.810,65.260,34.740,68.93,224,0.950,bicubic,-45.010,-34.270,-8 +xcit_small_12_p8_384.fb_dist_in1k,51.107,48.893,65.840,34.160,26.21,384,1.000,bicubic,-45.363,-33.650,-65 +convnext_base.fb_in1k,51.057,48.943,65.880,34.120,88.59,288,1.000,bicubic,-45.253,-33.630,-33 +convformer_m36.sail_in1k,51.020,48.980,63.653,36.347,57.05,224,1.000,bicubic,-45.060,-35.737,+13 +volo_d2_384.sail_in1k,50.900,49.100,65.623,34.377,58.87,384,1.000,bicubic,-45.810,-33.977,-113 +tf_efficientnet_b1.ns_jft_in1k,50.887,49.113,67.910,32.090,7.79,240,0.882,bicubic,-43.973,-31.340,+281 +vit_base_patch16_384.orig_in21k_ft_in1k,50.880,49.120,65.277,34.723,86.86,384,1.000,bicubic,-45.320,-34.193,-16 +convformer_s36.sail_in1k,50.863,49.137,64.083,35.917,40.01,224,1.000,bicubic,-45.247,-35.377,+1 +tiny_vit_11m_224.dist_in22k_ft_in1k,50.830,49.170,66.870,33.130,11.00,224,0.950,bicubic,-44.880,-32.390,+95 +xcit_small_24_p16_224.fb_dist_in1k,50.743,49.257,65.047,34.953,47.67,224,1.000,bicubic,-45.047,-34.243,+73 +repvit_m2_3.dist_300e_in1k,50.737,49.263,66.743,33.257,23.69,224,0.950,bicubic,-44.853,-32.647,+113 +convformer_s18.sail_in1k_384,50.687,49.313,65.637,34.363,26.77,384,1.000,bicubic,-45.563,-33.943,-31 +flexivit_base.1200ep_in1k,50.687,49.313,65.133,34.867,86.59,240,0.950,bicubic,-45.433,-34.277,-7 +coatnet_rmlp_2_rw_224.sw_in1k,50.603,49.397,63.363,36.637,73.88,224,0.950,bicubic,-45.607,-36.117,-24 +xcit_small_12_p16_384.fb_dist_in1k,50.527,49.473,65.300,34.700,26.25,384,1.000,bicubic,-45.813,-34.190,-53 +efficientnet_b4.ra2_in1k,50.500,49.500,65.730,34.270,19.34,384,1.000,bicubic,-45.030,-33.670,+122 +volo_d1_384.sail_in1k,50.477,49.523,64.913,35.087,26.78,384,1.000,bicubic,-46.003,-34.697,-84 +efficientvit_b3.r256_in1k,50.477,49.523,64.180,35.820,48.65,256,1.000,bicubic,-45.353,-35.040,+56 +xcit_small_12_p8_224.fb_dist_in1k,50.437,49.563,65.420,34.580,26.21,224,1.000,bicubic,-45.523,-33.950,+25 +fastvit_sa36.apple_dist_in1k,50.427,49.573,65.803,34.197,31.53,256,0.900,bicubic,-45.533,-33.577,+27 +resnetv2_101x3_bit.goog_in21k_ft_in1k,50.393,49.607,67.783,32.217,387.93,448,1.000,bilinear,-45.857,-31.687,-41 +flexivit_base.600ep_in1k,50.353,49.647,64.627,35.373,86.59,240,0.950,bicubic,-45.607,-34.793,+23 +efficientvit_b3.r288_in1k,50.340,49.660,64.063,35.937,48.65,288,1.000,bicubic,-45.800,-35.297,-19 +regnetz_040_h.ra3_in1k,50.317,49.683,65.623,34.377,28.94,320,1.000,bicubic,-46.003,-33.917,-58 +inception_next_small.sail_in1k,50.273,49.727,65.097,34.903,49.37,224,0.875,bicubic,-45.407,-34.153,+84 +mvitv2_small.fb_in1k,50.260,49.740,64.893,35.107,34.87,224,0.900,bicubic,-45.630,-34.467,+35 +cait_s24_224.fb_dist_in1k,50.250,49.750,65.020,34.980,46.92,224,1.000,bicubic,-45.410,-34.370,+83 +resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k,50.230,49.770,66.033,33.967,194.03,224,0.875,bilinear,-45.170,-33.127,+134 +pit_b_distilled_224.in1k,50.220,49.780,64.997,35.003,74.79,224,0.900,bicubic,-45.600,-34.293,+50 +eca_nfnet_l2.ra3_in1k,50.203,49.797,65.440,34.560,56.72,384,1.000,bicubic,-46.247,-34.310,-90 +resnest269e.in1k,50.187,49.813,64.680,35.320,110.93,416,0.928,bicubic,-45.923,-34.630,-24 +vit_small_patch16_384.augreg_in21k_ft_in1k,50.173,49.827,65.790,34.210,22.20,384,1.000,bicubic,-45.807,-33.540,+7 +tresnet_v2_l.miil_in21k_ft_in1k,50.163,49.837,65.123,34.877,46.17,224,0.875,bilinear,-45.657,-34.197,+45 +pvt_v2_b5.in1k,50.147,49.853,65.027,34.973,81.96,224,0.900,bicubic,-45.793,-34.363,+17 +deit3_medium_patch16_224.fb_in1k,50.140,49.860,64.710,35.290,38.85,224,0.900,bicubic,-45.240,-34.640,+133 +deit_base_distilled_patch16_224.fb_in1k,50.077,49.923,66.230,33.770,87.34,224,0.900,bicubic,-45.673,-33.200,+55 +tf_efficientnet_b3.ap_in1k,50.047,49.953,65.210,34.790,12.23,300,0.904,bicubic,-44.923,-33.900,+228 +pvt_v2_b4.in1k,50.023,49.977,65.127,34.873,62.56,224,0.900,bicubic,-45.897,-34.093,+16 +flexivit_base.300ep_in1k,50.003,49.997,64.103,35.897,86.59,240,0.950,bicubic,-45.947,-35.367,+11 +coat_lite_medium.in1k,49.983,50.017,64.857,35.143,44.57,224,0.900,bicubic,-46.017,-34.643,-3 +resnest200e.in1k,49.873,50.127,64.717,35.283,70.20,320,0.909,bicubic,-46.197,-34.763,-23 +efficientformer_l7.snap_dist_in1k,49.837,50.163,66.033,33.967,82.23,224,0.950,bicubic,-45.763,-33.357,+79 +volo_d2_224.sail_in1k,49.820,50.180,64.580,35.420,58.68,224,0.960,bicubic,-46.600,-34.880,-98 +xception65.ra3_in1k,49.780,50.220,63.523,36.477,39.92,299,0.940,bicubic,-45.910,-35.797,+63 +seresnextaa101d_32x8d.ah_in1k,49.747,50.253,64.443,35.557,93.59,288,1.000,bicubic,-46.693,-35.067,-103 +swinv2_base_window16_256.ms_in1k,49.667,50.333,63.800,36.200,87.92,256,0.900,bicubic,-46.503,-35.590,-47 +pvt_v2_b3.in1k,49.613,50.387,64.793,35.207,45.24,224,0.900,bicubic,-45.857,-34.517,+101 +convnextv2_nano.fcmae_ft_in22k_in1k_384,49.603,50.397,65.657,34.343,15.62,384,1.000,bicubic,-46.187,-33.733,+36 +cait_xs24_384.fb_dist_in1k,49.537,50.463,64.900,35.100,26.67,384,1.000,bicubic,-46.463,-34.530,-13 +maxvit_rmlp_tiny_rw_256.sw_in1k,49.530,50.470,63.823,36.177,29.15,256,0.950,bicubic,-46.510,-35.717,-23 +tf_efficientnet_b5.ra_in1k,49.523,50.477,65.653,34.347,30.39,456,0.934,bicubic,-46.447,-33.777,-10 +fastvit_ma36.apple_in1k,49.500,50.500,63.620,36.380,44.07,256,0.950,bicubic,-46.470,-35.840,-9 +resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k,49.480,50.520,65.623,34.377,236.34,224,0.875,bicubic,-46.270,-33.807,+37 +resnet200d.ra2_in1k,49.463,50.537,64.330,35.670,64.69,320,1.000,bicubic,-46.647,-35.190,-46 +efficientformerv2_l.snap_dist_in1k,49.457,50.543,64.920,35.080,26.32,224,0.950,bicubic,-46.303,-34.450,+33 +xcit_small_12_p16_224.fb_dist_in1k,49.413,50.587,63.847,36.153,26.25,224,1.000,bicubic,-46.317,-35.453,+41 +resnest101e.in1k,49.367,50.633,65.583,34.417,48.28,256,0.875,bilinear,-46.203,-33.787,+73 +dm_nfnet_f2.dm_in1k,49.350,50.650,63.950,36.050,193.78,352,0.920,bicubic,-47.170,-35.640,-132 +regnetz_040.ra3_in1k,49.297,50.703,64.060,35.940,27.12,320,1.000,bicubic,-46.883,-35.470,-62 +vit_base_patch32_224.augreg_in21k_ft_in1k,49.267,50.733,64.340,35.660,88.22,224,0.900,bicubic,-45.133,-34.700,+324 +tiny_vit_21m_224.in1k,49.267,50.733,64.303,35.697,21.20,224,0.950,bicubic,-46.383,-34.947,+53 +resnet152d.ra2_in1k,49.263,50.737,64.413,35.587,60.21,320,1.000,bicubic,-46.607,-35.057,+6 +seresnet152d.ra2_in1k,49.237,50.763,64.167,35.833,66.84,320,1.000,bicubic,-47.073,-35.243,-94 +xcit_large_24_p8_224.fb_in1k,49.237,50.763,62.840,37.160,188.93,224,1.000,bicubic,-46.853,-36.300,-50 +gcvit_base.in1k,49.153,50.847,63.950,36.050,90.32,224,0.875,bicubic,-46.927,-35.300,-49 +maxxvit_rmlp_small_rw_256.sw_in1k,49.150,50.850,63.343,36.657,66.01,256,0.950,bicubic,-47.060,-35.937,-77 +resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k,49.093,50.907,65.490,34.510,88.79,224,0.875,bilinear,-46.227,-33.830,+110 +resmlp_big_24_224.fb_distilled_in1k,49.093,50.907,65.473,34.527,129.14,224,0.875,bicubic,-46.777,-33.967,-1 +convnext_small.fb_in1k,49.067,50.933,64.830,35.170,50.22,288,1.000,bicubic,-46.903,-34.530,-27 +resnetaa101d.sw_in12k_ft_in1k,49.013,50.987,64.237,35.763,44.57,288,1.000,bicubic,-47.347,-35.233,-114 +resnext101_64x4d.tv_in1k,48.990,51.010,63.510,36.490,83.46,224,0.875,bilinear,-46.830,-35.800,+5 +volo_d1_224.sail_in1k,48.973,51.027,63.187,36.813,26.63,224,0.960,bicubic,-47.057,-36.203,-41 +repvgg_b3.rvgg_in1k,48.913,51.087,64.880,35.120,123.09,224,0.875,bilinear,-45.657,-33.770,+275 +efficientvit_b3.r224_in1k,48.877,51.123,62.947,37.053,48.65,224,0.950,bicubic,-46.663,-36.373,+63 +resnetrs420.tf_in1k,48.863,51.137,63.433,36.567,191.89,416,1.000,bicubic,-47.537,-36.097,-126 +maxvit_tiny_tf_224.in1k,48.807,51.193,62.933,37.067,30.92,224,0.950,bicubic,-47.003,-36.327,+4 +convformer_s18.sail_in1k,48.787,51.213,62.930,37.070,26.77,224,1.000,bicubic,-46.543,-36.370,+99 +caformer_s18.sail_in1k,48.753,51.247,62.870,37.130,26.34,224,1.000,bicubic,-46.927,-36.420,+30 +deit3_small_patch16_384.fb_in1k,48.667,51.333,62.800,37.200,22.21,384,1.000,bicubic,-46.933,-36.640,+43 +seresnext101d_32x8d.ah_in1k,48.603,51.397,62.960,37.040,93.59,288,1.000,bicubic,-47.757,-36.480,-125 +swinv2_small_window16_256.ms_in1k,48.593,51.407,62.747,37.253,49.73,256,0.900,bicubic,-47.477,-36.703,-61 +regnetz_d32.ra3_in1k,48.583,51.417,65.167,34.833,27.58,320,0.950,bicubic,-47.287,-34.263,-15 +efficientnetv2_rw_s.ra2_in1k,48.577,51.423,63.837,36.163,23.94,384,1.000,bicubic,-47.133,-35.503,+17 +efficientnet_b3.ra2_in1k,48.567,51.433,64.250,35.750,12.23,320,1.000,bicubic,-46.573,-35.050,+138 +edgenext_base.usi_in1k,48.457,51.543,64.317,35.683,18.51,320,1.000,bicubic,-47.333,-34.983,-4 +focalnet_base_lrf.ms_in1k,48.440,51.560,63.120,36.880,88.75,224,0.900,bicubic,-47.390,-36.080,-11 +focalnet_base_srf.ms_in1k,48.423,51.577,63.103,36.897,88.15,224,0.900,bicubic,-47.477,-36.207,-29 +vit_small_r26_s32_224.augreg_in21k_ft_in1k,48.377,51.623,63.800,36.200,36.43,224,0.900,bicubic,-46.743,-35.400,+139 +swinv2_base_window8_256.ms_in1k,48.333,51.667,63.610,36.390,87.92,256,0.900,bicubic,-47.727,-35.940,-64 +fastvit_sa36.apple_in1k,48.320,51.680,62.793,37.207,31.53,256,0.900,bicubic,-47.290,-36.527,+30 +repvgg_b3g4.rvgg_in1k,48.310,51.690,64.780,35.220,83.83,224,0.875,bilinear,-46.190,-34.240,+275 +vit_large_patch32_384.orig_in21k_ft_in1k,48.240,51.760,61.827,38.173,306.63,384,1.000,bicubic,-47.000,-37.403,+103 +convit_base.fb_in1k,48.210,51.790,63.000,37.000,86.54,224,0.875,bicubic,-46.890,-36.150,+139 +swin_s3_base_224.ms_in1k,48.153,51.847,62.243,37.757,71.13,224,0.900,bicubic,-47.887,-37.107,-66 +sequencer2d_l.in1k,48.107,51.893,62.353,37.647,54.30,224,0.875,bicubic,-47.763,-37.207,-31 +resnext101_32x8d.tv2_in1k,48.093,51.907,62.723,37.277,88.79,224,0.965,bilinear,-47.207,-36.507,+84 +resnetrs350.tf_in1k,48.057,51.943,62.667,37.333,163.96,384,1.000,bicubic,-48.193,-36.923,-115 +tf_efficientnetv2_b3.in21k_ft_in1k,48.030,51.970,64.747,35.253,14.36,300,0.900,bicubic,-47.570,-34.533,+24 +gcvit_small.in1k,48.030,51.970,62.713,37.287,51.09,224,0.875,bicubic,-47.880,-36.567,-42 +focalnet_small_lrf.ms_in1k,48.027,51.973,63.130,36.870,50.34,224,0.900,bicubic,-47.713,-36.030,-7 +regnetz_d8.ra3_in1k,48.010,51.990,64.423,35.577,23.37,320,1.000,bicubic,-48.000,-35.097,-68 +regnety_1280.seer_ft_in1k,47.990,52.010,64.230,35.770,644.81,384,1.000,bicubic,-48.320,-35.320,-131 +twins_svt_large.in1k,47.963,52.037,62.907,37.093,99.27,224,0.900,bicubic,-47.737,-36.463,+2 +fastvit_sa24.apple_dist_in1k,47.960,52.040,62.797,37.203,21.55,256,0.900,bicubic,-47.590,-36.513,+29 +repvit_m1_5.dist_450e_in1k,47.950,52.050,63.643,36.357,14.64,224,0.950,bicubic,-47.330,-35.587,+83 +vit_relpos_base_patch16_224.sw_in1k,47.923,52.077,62.840,37.160,86.43,224,0.900,bicubic,-47.207,-36.240,+117 +repvgg_b2g4.rvgg_in1k,47.810,52.190,64.397,35.603,61.76,224,0.875,bilinear,-46.020,-34.533,+377 +mixer_b16_224.miil_in21k_ft_in1k,47.793,52.207,63.403,36.597,59.88,224,0.875,bilinear,-47.087,-35.677,+175 +repvgg_d2se.rvgg_in1k,47.780,52.220,62.770,37.230,133.33,320,1.000,bilinear,-48.170,-36.600,-60 +vit_relpos_base_patch16_clsgap_224.sw_in1k,47.760,52.240,62.410,37.590,86.43,224,0.900,bicubic,-47.490,-36.800,+82 +tf_efficientnet_b5.aa_in1k,47.737,52.263,63.910,36.090,30.39,456,0.934,bicubic,-48.143,-35.440,-49 +repvit_m1_5.dist_300e_in1k,47.697,52.303,63.763,36.237,14.64,224,0.950,bicubic,-47.453,-35.387,+105 +mvitv2_tiny.fb_in1k,47.667,52.333,62.830,37.170,24.17,224,0.900,bicubic,-47.733,-36.470,+51 +eca_nfnet_l1.ra2_in1k,47.653,52.347,62.767,37.233,41.41,320,1.000,bicubic,-48.277,-36.723,-61 vit_relpos_medium_patch16_cls_224.sw_in1k,47.653,52.347,61.783,38.217,38.76,224,0.900,bicubic,-47.647,-37.317,+67 -seresnext101_32x8d.ah_in1k,47.653,52.347,61.477,38.523,93.57,288,1.000,bicubic,-48.487,-37.883,-96 -ecaresnet101d.miil_in1k,47.630,52.370,63.540,36.460,44.57,288,0.950,bicubic,-48.000,-35.750,+6 -regnetz_d8_evos.ch_in1k,47.623,52.377,63.807,36.193,23.46,320,1.000,bicubic,-48.517,-35.673,-101 -resnetv2_50x3_bit.goog_in21k_ft_in1k,47.593,52.407,65.603,34.397,217.32,448,1.000,bilinear,-48.677,-33.957,-127 -focalnet_small_srf.ms_in1k,47.547,52.453,62.510,37.490,49.89,224,0.900,bicubic,-48.083,-36.930,+4 -pit_s_distilled_224.in1k,47.540,52.460,63.170,36.830,24.04,224,0.900,bicubic,-47.150,-35.980,+192 -resnest50d_4s2x40d.in1k,47.483,52.517,63.803,36.197,30.42,224,0.875,bicubic,-47.217,-35.427,+187 -dm_nfnet_f1.dm_in1k,47.457,52.543,62.083,37.917,132.63,320,0.910,bicubic,-48.843,-37.447,-133 -efficientnet_b3_pruned.in1k,47.450,52.550,62.803,37.197,9.86,300,0.904,bicubic,-47.140,-36.127,+210 -davit_tiny.msft_in1k,47.410,52.590,63.360,36.640,28.36,224,0.950,bicubic,-47.670,-35.900,+109 -crossvit_18_dagger_408.in1k,47.393,52.607,60.927,39.073,44.61,408,1.000,bicubic,-48.757,-38.543,-110 -poolformerv2_m48.sail_in1k,47.383,52.617,63.960,36.040,73.35,224,1.000,bicubic,-47.797,-35.220,+84 -coatnet_rmlp_1_rw_224.sw_in1k,47.370,52.630,61.437,38.563,41.69,224,0.950,bicubic,-48.130,-37.813,+15 -vit_base_patch16_224.orig_in21k_ft_in1k,47.347,52.653,61.620,38.380,86.57,224,0.900,bicubic,-47.853,-37.610,+77 -xcit_small_24_p8_224.fb_in1k,47.290,52.710,60.993,39.007,47.63,224,1.000,bicubic,-48.610,-38.187,-60 -efficientformer_l3.snap_dist_in1k,47.240,52.760,63.417,36.583,31.41,224,0.950,bicubic,-47.970,-35.893,+69 -tresnet_m.miil_in21k_ft_in1k,47.227,52.773,62.000,38.000,31.39,224,0.875,bilinear,-48.153,-37.150,+38 +seresnext101_32x8d.ah_in1k,47.650,52.350,61.477,38.523,93.57,288,1.000,bicubic,-48.490,-38.013,-113 +ecaresnet101d.miil_in1k,47.630,52.370,63.540,36.460,44.57,288,0.950,bicubic,-48.000,-35.750,0 +regnetz_d8_evos.ch_in1k,47.623,52.377,63.807,36.193,23.46,320,1.000,bicubic,-48.517,-35.673,-117 +resnetv2_50x3_bit.goog_in21k_ft_in1k,47.593,52.407,65.603,34.397,217.32,448,1.000,bilinear,-48.677,-33.957,-143 +focalnet_small_srf.ms_in1k,47.547,52.453,62.510,37.490,49.89,224,0.900,bicubic,-48.083,-36.930,-2 +pit_s_distilled_224.in1k,47.533,52.467,63.173,36.827,24.04,224,0.900,bicubic,-47.157,-35.977,+199 +resnest50d_4s2x40d.in1k,47.483,52.517,63.803,36.197,30.42,224,0.875,bicubic,-47.217,-35.327,+194 +dm_nfnet_f1.dm_in1k,47.457,52.543,62.083,37.917,132.63,320,0.910,bicubic,-48.843,-37.417,-150 +efficientnet_b3_pruned.in1k,47.447,52.553,62.803,37.197,9.86,300,0.904,bicubic,-47.153,-36.287,+217 +davit_tiny.msft_in1k,47.410,52.590,63.360,36.640,28.36,224,0.950,bicubic,-47.670,-35.900,+114 +crossvit_18_dagger_408.in1k,47.390,52.610,60.927,39.073,44.61,408,1.000,bicubic,-48.760,-38.543,-126 +poolformerv2_m48.sail_in1k,47.380,52.620,63.960,36.040,73.35,224,1.000,bicubic,-47.800,-35.160,+87 +coatnet_rmlp_1_rw_224.sw_in1k,47.370,52.630,61.437,38.563,41.69,224,0.950,bicubic,-48.120,-37.923,+17 +vit_base_patch16_224.orig_in21k_ft_in1k,47.347,52.653,61.617,38.383,86.57,224,0.900,bicubic,-47.853,-37.613,+80 +xcit_small_24_p8_224.fb_in1k,47.290,52.710,60.990,39.010,47.63,224,1.000,bicubic,-48.610,-38.190,-70 +efficientformer_l3.snap_dist_in1k,47.247,52.753,63.420,36.580,31.41,224,0.950,bicubic,-47.963,-35.890,+72 +tresnet_m.miil_in21k_ft_in1k,47.233,52.767,62.003,37.997,31.39,224,0.875,bilinear,-48.147,-37.147,+37 +tf_efficientnet_b6.aa_in1k,47.207,52.793,63.110,36.890,43.04,528,0.942,bicubic,-49.093,-36.420,-160 wide_resnet101_2.tv2_in1k,47.207,52.793,61.877,38.123,126.89,224,0.965,bilinear,-48.033,-37.323,+62 -tf_efficientnet_b6.aa_in1k,47.203,52.797,63.110,36.890,43.04,528,0.942,bicubic,-49.097,-36.450,-143 -resnext101_32x4d.fb_ssl_yfcc100m_ft_in1k,47.187,52.813,63.387,36.613,44.18,224,0.875,bilinear,-47.953,-35.833,+82 -swin_base_patch4_window12_384.ms_in1k,47.183,52.817,62.027,37.973,87.90,384,1.000,bicubic,-49.197,-37.393,-166 -resnetrs270.tf_in1k,47.127,52.873,62.000,38.000,129.86,352,1.000,bicubic,-48.933,-37.480,-100 -tf_efficientnet_b4.aa_in1k,47.073,52.927,62.860,37.140,19.34,380,0.922,bicubic,-48.517,-36.470,-9 -regnety_320.tv2_in1k,47.070,52.930,62.047,37.953,145.05,224,0.965,bicubic,-48.490,-37.343,-5 -vit_base_patch16_rpn_224.sw_in1k,47.067,52.933,62.393,37.607,86.54,224,0.900,bicubic,-47.763,-36.697,+147 -rexnetr_200.sw_in12k_ft_in1k,47.053,52.947,63.973,36.027,16.52,288,1.000,bicubic,-48.257,-35.507,+39 -convnextv2_tiny.fcmae_ft_in1k,47.043,52.957,62.503,37.497,28.64,288,1.000,bicubic,-48.787,-36.817,-60 -swinv2_small_window8_256.ms_in1k,47.020,52.980,62.300,37.700,49.73,256,0.900,bicubic,-48.710,-37.060,-38 -xcit_small_12_p8_224.fb_in1k,46.973,53.027,60.527,39.473,26.21,224,1.000,bicubic,-48.447,-38.663,+15 -xcit_large_24_p16_224.fb_in1k,46.940,53.060,60.663,39.337,189.10,224,1.000,bicubic,-48.020,-38.167,+117 -coat_small.in1k,46.937,53.063,61.307,38.693,21.69,224,0.900,bicubic,-48.253,-37.973,+61 -xception65p.ra3_in1k,46.923,53.077,61.087,38.913,39.82,299,0.940,bicubic,-48.737,-38.183,-28 -maxvit_tiny_rw_224.sw_in1k,46.903,53.097,60.890,39.110,29.06,224,0.950,bicubic,-48.837,-38.550,-45 -resnet101d.ra2_in1k,46.890,53.110,62.340,37.660,44.57,320,1.000,bicubic,-48.850,-36.870,-48 -swin_tiny_patch4_window7_224.ms_in22k_ft_in1k,46.837,53.163,64.117,35.883,28.29,224,0.900,bicubic,-47.963,-35.173,+143 -pvt_v2_b2_li.in1k,46.813,53.187,62.490,37.510,22.55,224,0.900,bicubic,-48.407,-36.770,+46 -resnet152.tv2_in1k,46.807,53.193,61.070,38.930,60.19,224,0.965,bilinear,-48.233,-38.110,+94 -regnety_640.seer_ft_in1k,46.710,53.290,63.233,36.767,281.38,384,1.000,bicubic,-49.350,-36.267,-117 -seresnext101_64x4d.gluon_in1k,46.650,53.350,61.283,38.717,88.23,224,0.875,bicubic,-48.000,-37.687,+170 -convnextv2_nano.fcmae_ft_in22k_in1k,46.607,53.393,62.957,37.043,15.62,288,1.000,bicubic,-48.813,-36.353,+3 -twins_pcpvt_large.in1k,46.607,53.393,62.270,37.730,60.99,224,0.900,bicubic,-49.113,-37.220,-49 -convnext_tiny.fb_in1k,46.587,53.413,63.187,36.813,28.59,288,1.000,bicubic,-48.623,-36.123,+42 -swin_base_patch4_window7_224.ms_in1k,46.543,53.457,61.580,38.420,87.77,224,0.900,bicubic,-49.357,-37.860,-89 -resnet152.a1h_in1k,46.540,53.460,60.403,39.597,60.19,288,1.000,bicubic,-49.210,-38.877,-61 -efficientformerv2_s2.snap_dist_in1k,46.527,53.473,61.720,38.280,12.71,224,0.950,bicubic,-48.593,-37.480,+66 -regnetv_064.ra3_in1k,46.480,53.520,62.257,37.743,30.58,288,1.000,bicubic,-49.300,-37.163,-66 -crossvit_15_dagger_408.in1k,46.467,53.533,60.483,39.517,28.50,408,1.000,bicubic,-49.363,-38.907,-79 -xcit_medium_24_p8_224.fb_in1k,46.467,53.533,59.653,40.347,84.32,224,1.000,bicubic,-49.393,-39.427,-83 -resnetrs200.tf_in1k,46.437,53.563,61.067,38.933,93.21,320,1.000,bicubic,-49.913,-38.483,-189 -swin_s3_small_224.ms_in1k,46.400,53.600,60.893,39.107,49.74,224,0.900,bicubic,-49.430,-38.287,-81 -coatnet_1_rw_224.sw_in1k,46.393,53.607,60.063,39.937,41.72,224,0.950,bicubic,-49.217,-39.157,-41 -gcvit_tiny.in1k,46.363,53.637,61.633,38.367,28.22,224,0.875,bicubic,-49.297,-37.697,-49 -rexnet_300.nav_in1k,46.360,53.640,62.697,37.303,34.71,224,0.875,bicubic,-49.180,-36.593,-32 -fbnetv3_g.ra2_in1k,46.337,53.663,62.390,37.610,16.62,288,0.950,bilinear,-48.783,-36.730,+55 -sequencer2d_m.in1k,46.297,53.703,60.920,39.080,38.31,224,0.875,bicubic,-49.283,-38.330,-40 -tresnet_xl.miil_in1k,46.290,53.710,61.937,38.063,78.44,224,0.875,bilinear,-48.790,-37.353,+62 -xcit_tiny_24_p8_224.fb_dist_in1k,46.283,53.717,60.590,39.410,12.11,224,1.000,bicubic,-49.167,-38.770,-17 -xcit_tiny_24_p8_384.fb_dist_in1k,46.260,53.740,60.730,39.270,12.11,384,1.000,bicubic,-49.970,-38.670,-170 -deit_small_distilled_patch16_224.fb_in1k,46.173,53.827,62.423,37.577,22.44,224,0.900,bicubic,-48.427,-36.607,+156 -gernet_m.idstcv_in1k,46.170,53.830,62.687,37.313,21.14,224,0.875,bilinear,-48.370,-36.233,+170 -regnety_160.deit_in1k,46.167,53.833,61.823,38.177,83.59,288,1.000,bicubic,-49.703,-37.617,-103 -crossvit_base_240.in1k,46.120,53.880,60.207,39.793,105.03,240,0.875,bicubic,-48.950,-38.773,+60 -resnest50d_1s4x24d.in1k,46.100,53.900,62.373,37.627,25.68,224,0.875,bicubic,-48.280,-36.697,+201 -swinv2_cr_small_ns_224.sw_in1k,46.100,53.900,60.800,39.200,49.70,224,0.900,bicubic,-49.610,-38.600,-67 -poolformerv2_m36.sail_in1k,46.043,53.957,62.247,37.753,56.08,224,1.000,bicubic,-49.007,-37.033,+63 -tf_efficientnet_b0.ns_jft_in1k,46.037,53.963,63.273,36.727,5.29,224,0.875,bicubic,-47.713,-35.657,+294 -poolformerv2_s36.sail_in1k,46.030,53.970,62.247,37.753,30.79,224,1.000,bicubic,-48.670,-36.833,+126 -resnet51q.ra2_in1k,46.027,53.973,60.910,39.090,35.70,288,1.000,bilinear,-49.173,-38.370,+21 -nest_base_jx.goog_in1k,46.027,53.973,60.100,39.900,67.72,224,0.875,bicubic,-49.513,-39.120,-46 -vit_small_patch16_224.augreg_in21k_ft_in1k,46.020,53.980,61.837,38.163,22.05,224,0.900,bicubic,-48.870,-37.233,+90 -vit_relpos_medium_patch16_224.sw_in1k,45.980,54.020,61.033,38.967,38.75,224,0.900,bicubic,-49.210,-38.187,+22 -regnety_080.ra3_in1k,45.980,54.020,60.850,39.150,39.18,288,1.000,bicubic,-49.890,-38.580,-111 -deit3_small_patch16_224.fb_in1k,45.940,54.060,58.873,41.127,22.06,224,0.900,bicubic,-48.750,-40.307,+127 -resnest50d.in1k,45.933,54.067,62.620,37.380,27.48,224,0.875,bilinear,-48.667,-36.530,+143 -convnext_nano.in12k_ft_in1k,45.900,54.100,62.693,37.307,15.59,288,1.000,bicubic,-49.450,-36.757,-18 -crossvit_18_240.in1k,45.900,54.100,60.347,39.653,43.27,240,0.875,bicubic,-49.170,-38.683,+44 -levit_384.fb_dist_in1k,45.880,54.120,61.683,38.317,39.13,224,0.900,bicubic,-49.330,-37.477,+10 -regnety_032.ra_in1k,45.880,54.120,61.543,38.457,19.44,288,1.000,bicubic,-49.580,-37.847,-41 -levit_conv_384.fb_dist_in1k,45.870,54.130,61.690,38.310,39.13,224,0.900,bicubic,-49.340,-37.590,+9 -twins_svt_base.in1k,45.863,54.137,60.973,39.027,56.07,224,0.900,bicubic,-49.697,-38.257,-60 -twins_pcpvt_base.in1k,45.853,54.147,61.327,38.673,43.83,224,0.900,bicubic,-49.617,-37.793,-49 -convnext_tiny_hnf.a2h_in1k,45.853,54.147,60.180,39.820,28.59,288,1.000,bicubic,-49.397,-39.020,-4 -crossvit_18_dagger_240.in1k,45.850,54.150,59.917,40.083,44.27,240,0.875,bicubic,-49.330,-39.243,+14 -regnetz_c16.ra3_in1k,45.790,54.210,62.737,37.263,13.46,320,1.000,bicubic,-49.590,-36.683,-31 -vit_relpos_medium_patch16_rpn_224.sw_in1k,45.743,54.257,60.983,39.017,38.73,224,0.900,bicubic,-49.317,-38.217,+39 -vit_srelpos_medium_patch16_224.sw_in1k,45.723,54.277,61.073,38.927,38.74,224,0.900,bicubic,-49.217,-37.967,+63 -crossvit_15_dagger_240.in1k,45.703,54.297,60.080,39.920,28.21,240,0.875,bicubic,-49.287,-39.110,+54 -regnetx_320.tv2_in1k,45.673,54.327,60.233,39.767,107.81,224,0.965,bicubic,-49.607,-39.057,-16 -convmixer_1536_20.in1k,45.663,54.337,61.743,38.257,51.63,224,0.960,bicubic,-49.307,-37.327,+55 -gc_efficientnetv2_rw_t.agc_in1k,45.657,54.343,60.193,39.807,13.68,288,1.000,bicubic,-49.633,-39.187,-20 -flexivit_small.1200ep_in1k,45.623,54.377,59.900,40.100,22.06,240,0.950,bicubic,-49.557,-39.220,+4 -dm_nfnet_f0.dm_in1k,45.617,54.383,61.277,38.723,71.49,256,0.900,bicubic,-50.073,-38.073,-93 -efficientnetv2_rw_t.ra2_in1k,45.607,54.393,60.177,39.823,13.65,288,1.000,bicubic,-49.453,-39.043,+30 -seresnext101_32x4d.gluon_in1k,45.600,54.400,61.160,38.840,48.96,224,0.875,bicubic,-48.830,-37.840,+160 -xcit_tiny_24_p16_384.fb_dist_in1k,45.580,54.420,60.507,39.493,12.12,384,1.000,bicubic,-49.910,-38.853,-64 -xcit_medium_24_p16_224.fb_in1k,45.537,54.463,59.007,40.993,84.40,224,1.000,bicubic,-49.593,-39.933,+12 -xcit_small_24_p16_224.fb_in1k,45.513,54.487,58.880,41.120,47.67,224,1.000,bicubic,-49.547,-40.190,+29 -resnext101_64x4d.c1_in1k,45.450,54.550,59.033,40.967,83.46,288,1.000,bicubic,-50.080,-40.257,-73 -regnety_320.seer_ft_in1k,45.427,54.573,62.227,37.773,145.05,384,1.000,bicubic,-50.373,-37.163,-124 -resnet152d.gluon_in1k,45.427,54.573,60.080,39.920,60.21,224,0.875,bicubic,-49.003,-39.010,+155 -nfnet_l0.ra2_in1k,45.417,54.583,62.083,37.917,35.07,288,1.000,bicubic,-49.963,-37.127,-49 -resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,45.413,54.587,62.023,37.977,25.03,224,0.875,bilinear,-49.297,-37.217,+90 -xcit_small_12_p16_224.fb_in1k,45.413,54.587,59.403,40.597,26.25,224,1.000,bicubic,-49.407,-39.657,+70 -resnetv2_50x1_bit.goog_distilled_in1k,45.410,54.590,62.300,37.700,25.55,224,0.875,bicubic,-50.000,-37.020,-59 -cs3se_edgenet_x.c2ns_in1k,45.393,54.607,60.447,39.553,50.72,320,1.000,bicubic,-50.607,-38.903,-170 -resnet101.tv2_in1k,45.370,54.630,60.060,39.940,44.55,224,0.965,bilinear,-49.470,-38.970,+64 -nest_small_jx.goog_in1k,45.350,54.650,59.040,40.960,38.35,224,0.875,bicubic,-50.190,-40.280,-84 -tf_efficientnet_b7.aa_in1k,45.303,54.697,61.727,38.273,66.35,600,0.949,bicubic,-50.767,-37.613,-189 -pvt_v2_b2.in1k,45.280,54.720,60.613,39.387,25.36,224,0.900,bicubic,-49.730,-38.427,+27 -resnet61q.ra2_in1k,45.280,54.720,59.407,40.593,36.85,288,1.000,bicubic,-49.850,-39.853,-3 -cs3edgenet_x.c2_in1k,45.257,54.743,60.260,39.740,47.82,288,1.000,bicubic,-50.203,-39.060,-73 -nasnetalarge.tf_in1k,45.223,54.777,57.893,42.107,88.75,331,0.911,bicubic,-49.927,-41.237,-11 -focalnet_tiny_lrf.ms_in1k,45.217,54.783,61.300,38.700,28.65,224,0.900,bicubic,-49.973,-37.920,-20 -tresnet_xl.miil_in1k_448,45.210,54.790,61.437,38.563,78.44,448,0.875,bilinear,-50.300,-37.903,-87 -flexivit_small.600ep_in1k,45.207,54.793,59.407,40.593,22.06,240,0.950,bicubic,-50.053,-39.973,-41 -convit_small.fb_in1k,45.200,54.800,60.487,39.513,27.78,224,0.875,bicubic,-49.720,-38.693,+38 -swin_small_patch4_window7_224.ms_in1k,45.183,54.817,60.357,39.643,49.61,224,0.900,bicubic,-50.527,-38.933,-121 -sequencer2d_s.in1k,45.113,54.887,60.067,39.933,27.65,224,0.875,bicubic,-50.347,-39.193,-79 -tf_efficientnet_b3.aa_in1k,45.103,54.897,60.643,39.357,12.23,300,0.904,bicubic,-49.807,-38.467,+37 -rexnet_200.nav_in1k,45.057,54.943,62.323,37.677,16.37,224,0.875,bicubic,-49.613,-36.767,+87 -maxxvit_rmlp_nano_rw_256.sw_in1k,45.050,54.950,59.663,40.337,16.78,256,0.950,bicubic,-50.290,-39.677,-61 -resnetrs152.tf_in1k,44.950,55.050,59.690,40.310,86.62,320,1.000,bicubic,-51.010,-39.660,-178 -deit_base_patch16_224.fb_in1k,44.870,55.130,59.177,40.823,86.57,224,0.900,bicubic,-50.150,-39.993,+12 -flexivit_small.300ep_in1k,44.853,55.147,59.363,40.637,22.06,240,0.950,bicubic,-50.297,-39.787,-24 -focalnet_tiny_srf.ms_in1k,44.833,55.167,61.037,38.963,28.43,224,0.900,bicubic,-50.217,-38.103,+2 -coatnet_bn_0_rw_224.sw_in1k,44.803,55.197,60.913,39.087,27.44,224,0.950,bicubic,-50.177,-38.327,+16 -deit_base_patch16_384.fb_in1k,44.770,55.230,59.600,40.400,86.86,384,1.000,bicubic,-50.870,-39.820,-121 +efficientvit_b2.r256_in1k,47.207,52.793,61.670,38.330,24.33,256,1.000,bicubic,-48.013,-37.590,+67 +resnext101_32x4d.fb_ssl_yfcc100m_ft_in1k,47.187,52.813,63.387,36.613,44.18,224,0.875,bilinear,-47.953,-35.833,+84 +swin_base_patch4_window12_384.ms_in1k,47.183,52.817,62.027,37.973,87.90,384,1.000,bicubic,-49.197,-37.473,-184 +repvit_m3.dist_in1k,47.153,52.847,63.347,36.653,10.68,224,0.950,bicubic,-47.567,-35.483,+173 +resnetrs270.tf_in1k,47.127,52.873,61.997,38.003,129.86,352,1.000,bicubic,-48.933,-37.483,-116 +efficientvit_b2.r288_in1k,47.110,52.890,61.560,38.440,24.33,288,1.000,bicubic,-48.470,-37.710,-12 +tf_efficientnet_b4.aa_in1k,47.083,52.917,62.860,37.140,19.34,380,0.922,bicubic,-48.507,-36.470,-16 +regnety_320.tv2_in1k,47.073,52.927,62.050,37.950,145.05,224,0.965,bicubic,-48.487,-37.340,-11 +vit_base_patch16_rpn_224.sw_in1k,47.063,52.937,62.397,37.603,86.54,224,0.900,bicubic,-47.757,-36.693,+150 +rexnetr_200.sw_in12k_ft_in1k,47.053,52.947,63.973,36.027,16.52,288,1.000,bicubic,-48.257,-35.497,+35 +convnextv2_tiny.fcmae_ft_in1k,47.043,52.957,62.503,37.497,28.64,288,1.000,bicubic,-48.787,-36.887,-73 +swinv2_small_window8_256.ms_in1k,47.020,52.980,62.300,37.700,49.73,256,0.900,bicubic,-48.710,-37.060,-50 +inception_next_tiny.sail_in1k,46.983,53.017,62.893,37.107,28.06,224,0.875,bicubic,-48.117,-36.247,+86 +xcit_small_12_p8_224.fb_in1k,46.977,53.023,60.523,39.477,26.21,224,1.000,bicubic,-48.443,-38.667,+10 +xcit_large_24_p16_224.fb_in1k,46.940,53.060,60.657,39.343,189.10,224,1.000,bicubic,-48.020,-38.173,+118 +coat_small.in1k,46.937,53.063,61.307,38.693,21.69,224,0.900,bicubic,-48.253,-37.973,+60 +xception65p.ra3_in1k,46.923,53.077,61.087,38.913,39.82,299,0.940,bicubic,-48.737,-38.183,-39 +maxvit_tiny_rw_224.sw_in1k,46.907,53.093,60.897,39.103,29.06,224,0.950,bicubic,-48.833,-38.543,-58 +resnet101d.ra2_in1k,46.890,53.110,62.340,37.660,44.57,320,1.000,bicubic,-48.850,-36.870,-61 +swin_tiny_patch4_window7_224.ms_in22k_ft_in1k,46.837,53.163,64.117,35.883,28.29,224,0.900,bicubic,-47.963,-35.173,+145 +pvt_v2_b2_li.in1k,46.813,53.187,62.490,37.510,22.55,224,0.900,bicubic,-48.407,-36.640,+44 +resnet152.tv2_in1k,46.803,53.197,61.070,38.930,60.19,224,0.965,bilinear,-48.237,-38.100,+95 +regnety_640.seer_ft_in1k,46.707,53.293,63.233,36.767,281.38,384,1.000,bicubic,-49.353,-36.247,-135 +fastvit_sa24.apple_in1k,46.653,53.347,61.710,38.290,21.55,256,0.900,bicubic,-48.627,-37.580,+27 +seresnext101_64x4d.gluon_in1k,46.650,53.350,61.283,38.717,88.23,224,0.875,bicubic,-48.000,-37.687,+173 +twins_pcpvt_large.in1k,46.613,53.387,62.263,37.737,60.99,224,0.900,bicubic,-49.107,-37.227,-62 +convnextv2_nano.fcmae_ft_in22k_in1k,46.607,53.393,62.957,37.043,15.62,288,1.000,bicubic,-48.813,-36.353,-4 +convnext_tiny.fb_in1k,46.587,53.413,63.187,36.813,28.59,288,1.000,bicubic,-48.623,-36.123,+40 +swin_base_patch4_window7_224.ms_in1k,46.543,53.457,61.580,38.420,87.77,224,0.900,bicubic,-49.357,-37.860,-104 +resnet152.a1h_in1k,46.540,53.460,60.403,39.597,60.19,288,1.000,bicubic,-49.210,-38.877,-75 +efficientformerv2_s2.snap_dist_in1k,46.537,53.463,61.717,38.283,12.71,224,0.950,bicubic,-48.573,-37.403,+66 +regnetv_064.ra3_in1k,46.480,53.520,62.250,37.750,30.58,288,1.000,bicubic,-49.300,-37.170,-80 +crossvit_15_dagger_408.in1k,46.467,53.533,60.490,39.510,28.50,408,1.000,bicubic,-49.353,-38.720,-90 +xcit_medium_24_p8_224.fb_in1k,46.467,53.533,59.653,40.347,84.32,224,1.000,bicubic,-49.393,-39.427,-98 +resnetrs200.tf_in1k,46.440,53.560,61.067,38.933,93.21,320,1.000,bicubic,-49.910,-38.483,-211 +swin_s3_small_224.ms_in1k,46.400,53.600,60.893,39.107,49.74,224,0.900,bicubic,-49.430,-38.287,-96 +coatnet_1_rw_224.sw_in1k,46.393,53.607,60.063,39.937,41.72,224,0.950,bicubic,-49.227,-39.157,-52 +gcvit_tiny.in1k,46.367,53.633,61.630,38.370,28.22,224,0.875,bicubic,-49.293,-37.700,-61 +rexnet_300.nav_in1k,46.360,53.640,62.690,37.310,34.71,224,0.875,bicubic,-49.180,-36.500,-39 +fbnetv3_g.ra2_in1k,46.340,53.660,62.387,37.613,16.62,288,0.950,bilinear,-48.780,-36.813,+54 +sequencer2d_m.in1k,46.297,53.703,60.920,39.080,38.31,224,0.875,bicubic,-49.283,-38.300,-49 +tresnet_xl.miil_in1k,46.290,53.710,61.943,38.057,78.44,224,0.875,bilinear,-48.790,-37.347,+62 +xcit_tiny_24_p8_224.fb_dist_in1k,46.283,53.717,60.590,39.410,12.11,224,1.000,bicubic,-49.167,-38.770,-23 +xcit_tiny_24_p8_384.fb_dist_in1k,46.260,53.740,60.730,39.270,12.11,384,1.000,bicubic,-49.970,-38.670,-191 +deit_small_distilled_patch16_224.fb_in1k,46.173,53.827,62.423,37.577,22.44,224,0.900,bicubic,-48.427,-36.647,+160 +regnety_160.deit_in1k,46.170,53.830,61.823,38.177,83.59,288,1.000,bicubic,-49.700,-37.617,-117 +gernet_m.idstcv_in1k,46.163,53.837,62.687,37.313,21.14,224,0.875,bilinear,-48.377,-36.233,+174 +repvit_m1_1.dist_450e_in1k,46.130,53.870,63.287,36.713,8.80,224,0.950,bicubic,-48.420,-35.863,+172 +crossvit_base_240.in1k,46.120,53.880,60.207,39.793,105.03,240,0.875,bicubic,-48.950,-38.773,+59 +resnest50d_1s4x24d.in1k,46.100,53.900,62.373,37.627,25.68,224,0.875,bicubic,-48.280,-36.697,+207 +swinv2_cr_small_ns_224.sw_in1k,46.100,53.900,60.800,39.200,49.70,224,0.900,bicubic,-49.610,-38.600,-82 +poolformerv2_m36.sail_in1k,46.050,53.950,62.247,37.753,56.08,224,1.000,bicubic,-49.000,-36.833,+61 +tf_efficientnet_b0.ns_jft_in1k,46.043,53.957,63.277,36.723,5.29,224,0.875,bicubic,-47.707,-35.653,+307 +poolformerv2_s36.sail_in1k,46.027,53.973,62.253,37.747,30.79,224,1.000,bicubic,-48.673,-36.977,+126 +nest_base_jx.goog_in1k,46.027,53.973,60.100,39.900,67.72,224,0.875,bicubic,-49.513,-39.190,-53 +vit_small_patch16_224.augreg_in21k_ft_in1k,46.020,53.980,61.830,38.170,22.05,224,0.900,bicubic,-48.870,-37.240,+89 +resnet51q.ra2_in1k,46.020,53.980,60.903,39.097,35.70,288,1.000,bilinear,-49.180,-38.377,+18 +vit_relpos_medium_patch16_224.sw_in1k,45.980,54.020,61.033,38.967,38.75,224,0.900,bicubic,-49.210,-38.187,+19 +regnety_080.ra3_in1k,45.980,54.020,60.853,39.147,39.18,288,1.000,bicubic,-49.890,-38.577,-127 +deit3_small_patch16_224.fb_in1k,45.943,54.057,58.883,41.117,22.06,224,0.900,bicubic,-48.747,-40.297,+127 +resnest50d.in1k,45.933,54.067,62.620,37.380,27.48,224,0.875,bilinear,-48.667,-36.530,+147 +convnext_nano.in12k_ft_in1k,45.900,54.100,62.693,37.307,15.59,288,1.000,bicubic,-49.450,-36.757,-25 +crossvit_18_240.in1k,45.900,54.100,60.350,39.650,43.27,240,0.875,bicubic,-49.170,-38.680,+43 +levit_384.fb_dist_in1k,45.877,54.123,61.683,38.317,39.13,224,0.900,bicubic,-49.333,-37.477,+7 +regnety_032.ra_in1k,45.877,54.123,61.540,38.460,19.44,288,1.000,bicubic,-49.583,-37.850,-48 +levit_conv_384.fb_dist_in1k,45.870,54.130,61.690,38.310,39.13,224,0.900,bicubic,-49.340,-37.590,+6 +twins_svt_base.in1k,45.870,54.130,60.973,39.027,56.07,224,0.900,bicubic,-49.690,-38.257,-69 +twins_pcpvt_base.in1k,45.857,54.143,61.330,38.670,43.83,224,0.900,bicubic,-49.613,-37.790,-55 +convnext_tiny_hnf.a2h_in1k,45.853,54.147,60.180,39.820,28.59,288,1.000,bicubic,-49.397,-39.020,-10 +crossvit_18_dagger_240.in1k,45.853,54.147,59.920,40.080,44.27,240,0.875,bicubic,-49.327,-39.240,+11 +regnetz_c16.ra3_in1k,45.790,54.210,62.733,37.267,13.46,320,1.000,bicubic,-49.590,-36.687,-38 +vit_relpos_medium_patch16_rpn_224.sw_in1k,45.743,54.257,60.983,39.017,38.73,224,0.900,bicubic,-49.317,-38.217,+38 +vit_srelpos_medium_patch16_224.sw_in1k,45.723,54.277,61.073,38.927,38.74,224,0.900,bicubic,-49.217,-37.967,+62 +crossvit_15_dagger_240.in1k,45.703,54.297,60.073,39.927,28.21,240,0.875,bicubic,-49.287,-39.117,+53 +regnetx_320.tv2_in1k,45.673,54.327,60.233,39.767,107.81,224,0.965,bicubic,-49.607,-39.057,-22 +convmixer_1536_20.in1k,45.663,54.337,61.743,38.257,51.63,224,0.960,bicubic,-49.307,-37.327,+54 +gc_efficientnetv2_rw_t.agc_in1k,45.653,54.347,60.193,39.807,13.68,288,1.000,bicubic,-49.637,-39.187,-27 +dm_nfnet_f0.dm_in1k,45.617,54.383,61.277,38.723,71.49,256,0.900,bicubic,-50.073,-38.073,-106 +flexivit_small.1200ep_in1k,45.617,54.383,59.887,40.113,22.06,240,0.950,bicubic,-49.573,-39.333,0 +efficientnetv2_rw_t.ra2_in1k,45.603,54.397,60.183,39.817,13.65,288,1.000,bicubic,-49.457,-39.037,+29 +seresnext101_32x4d.gluon_in1k,45.600,54.400,61.160,38.840,48.96,224,0.875,bicubic,-48.830,-37.870,+164 +xcit_tiny_24_p16_384.fb_dist_in1k,45.580,54.420,60.507,39.493,12.12,384,1.000,bicubic,-49.910,-38.883,-72 +xcit_medium_24_p16_224.fb_in1k,45.537,54.463,59.007,40.993,84.40,224,1.000,bicubic,-49.593,-39.933,+9 +repvit_m1_1.dist_300e_in1k,45.530,54.470,62.647,37.353,8.80,224,0.950,bicubic,-48.650,-36.433,+213 +xcit_small_24_p16_224.fb_in1k,45.513,54.487,58.880,41.120,47.67,224,1.000,bicubic,-49.547,-40.190,+26 +resnext101_64x4d.c1_in1k,45.450,54.550,59.033,40.967,83.46,288,1.000,bicubic,-50.080,-40.257,-81 +resnet152d.gluon_in1k,45.427,54.573,60.080,39.920,60.21,224,0.875,bicubic,-49.003,-39.010,+160 +regnety_320.seer_ft_in1k,45.420,54.580,62.227,37.773,145.05,384,1.000,bicubic,-50.370,-37.343,-140 +nfnet_l0.ra2_in1k,45.417,54.583,62.087,37.913,35.07,288,1.000,bicubic,-49.963,-37.123,-57 +resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,45.413,54.587,62.023,37.977,25.03,224,0.875,bilinear,-49.287,-37.057,+90 +xcit_small_12_p16_224.fb_in1k,45.413,54.587,59.403,40.597,26.25,224,1.000,bicubic,-49.407,-39.657,+69 +resnetv2_50x1_bit.goog_distilled_in1k,45.407,54.593,62.297,37.703,25.55,224,0.875,bicubic,-50.003,-37.023,-67 +cs3se_edgenet_x.c2ns_in1k,45.393,54.607,60.447,39.553,50.72,320,1.000,bicubic,-50.607,-38.903,-192 +resnet101.tv2_in1k,45.363,54.637,60.060,39.940,44.55,224,0.965,bilinear,-49.477,-38.970,+63 +nest_small_jx.goog_in1k,45.350,54.650,59.040,40.960,38.35,224,0.875,bicubic,-50.190,-40.180,-93 +tf_efficientnet_b7.aa_in1k,45.307,54.693,61.730,38.270,66.35,600,0.949,bicubic,-50.763,-37.610,-211 +resnet61q.ra2_in1k,45.280,54.720,59.407,40.593,36.85,288,1.000,bicubic,-49.850,-39.853,-6 +pvt_v2_b2.in1k,45.277,54.723,60.613,39.387,25.36,224,0.900,bicubic,-49.733,-38.437,+24 +cs3edgenet_x.c2_in1k,45.257,54.743,60.260,39.740,47.82,288,1.000,bicubic,-50.203,-39.060,-81 +nasnetalarge.tf_in1k,45.223,54.777,57.893,42.107,88.75,331,0.911,bicubic,-49.927,-41.377,-15 +focalnet_tiny_lrf.ms_in1k,45.217,54.783,61.300,38.700,28.65,224,0.900,bicubic,-49.973,-37.880,-24 +tresnet_xl.miil_in1k_448,45.213,54.787,61.447,38.553,78.44,448,0.875,bilinear,-50.297,-37.893,-95 +flexivit_small.600ep_in1k,45.203,54.797,59.420,40.580,22.06,240,0.950,bicubic,-50.057,-39.960,-47 +convit_small.fb_in1k,45.200,54.800,60.487,39.513,27.78,224,0.875,bicubic,-49.720,-38.693,+36 +efficientvit_b2.r224_in1k,45.193,54.807,59.150,40.850,24.33,224,0.950,bicubic,-49.657,-39.970,+51 +swin_small_patch4_window7_224.ms_in1k,45.183,54.817,60.357,39.643,49.61,224,0.900,bicubic,-50.527,-38.933,-138 +sequencer2d_s.in1k,45.113,54.887,60.067,39.933,27.65,224,0.875,bicubic,-50.347,-39.193,-88 +tf_efficientnet_b3.aa_in1k,45.110,54.890,60.637,39.363,12.23,300,0.904,bicubic,-49.800,-38.473,+34 +rexnet_200.nav_in1k,45.063,54.937,62.323,37.677,16.37,224,0.875,bicubic,-49.607,-36.767,+87 +maxxvit_rmlp_nano_rw_256.sw_in1k,45.050,54.950,59.663,40.337,16.78,256,0.950,bicubic,-50.290,-39.677,-70 +resnetrs152.tf_in1k,44.950,55.050,59.690,40.310,86.62,320,1.000,bicubic,-51.010,-39.660,-199 +deit_base_patch16_224.fb_in1k,44.867,55.133,59.170,40.830,86.57,224,0.900,bicubic,-50.153,-40.000,+9 +flexivit_small.300ep_in1k,44.850,55.150,59.360,40.640,22.06,240,0.950,bicubic,-50.300,-39.770,-29 +focalnet_tiny_srf.ms_in1k,44.833,55.167,61.040,38.960,28.43,224,0.900,bicubic,-50.207,-38.240,+2 +coatnet_bn_0_rw_224.sw_in1k,44.803,55.197,60.913,39.087,27.44,224,0.950,bicubic,-50.177,-38.317,+13 +tiny_vit_11m_224.in1k,44.803,55.197,60.097,39.903,11.00,224,0.950,bicubic,-50.437,-39.223,-54 +deit_base_patch16_384.fb_in1k,44.770,55.230,59.600,40.400,86.86,384,1.000,bicubic,-50.870,-39.820,-136 resmlp_36_224.fb_distilled_in1k,44.763,55.237,61.073,38.927,44.69,224,0.875,bicubic,-49.797,-38.087,+99 -cait_xxs36_384.fb_dist_in1k,44.760,55.240,59.387,40.613,17.37,384,1.000,bicubic,-50.480,-39.933,-51 -resnet101.a1h_in1k,44.727,55.273,59.120,40.880,44.55,288,1.000,bicubic,-50.853,-40.150,-114 -gernet_l.idstcv_in1k,44.717,55.283,58.947,41.053,31.08,256,0.875,bilinear,-50.213,-40.253,+20 -tf_efficientnet_b2.ap_in1k,44.710,55.290,60.687,39.313,9.11,260,0.890,bicubic,-49.560,-38.403,+153 -resmlp_24_224.fb_distilled_in1k,44.707,55.293,61.463,38.537,30.02,224,0.875,bicubic,-49.623,-37.627,+142 -xcit_tiny_24_p16_224.fb_dist_in1k,44.707,55.293,59.417,40.583,12.12,224,1.000,bicubic,-49.533,-39.543,+157 -regnety_032.tv2_in1k,44.653,55.347,60.900,39.100,19.44,224,0.965,bicubic,-50.217,-38.240,+29 +cait_xxs36_384.fb_dist_in1k,44.760,55.240,59.387,40.613,17.37,384,1.000,bicubic,-50.480,-39.933,-59 +resnet101.a1h_in1k,44.727,55.273,59.120,40.880,44.55,288,1.000,bicubic,-50.853,-40.130,-127 +gernet_l.idstcv_in1k,44.720,55.280,58.950,41.050,31.08,256,0.875,bilinear,-50.210,-40.250,+16 +tf_efficientnet_b2.ap_in1k,44.710,55.290,60.687,39.313,9.11,260,0.890,bicubic,-49.560,-38.353,+158 +resmlp_24_224.fb_distilled_in1k,44.707,55.293,61.463,38.537,30.02,224,0.875,bicubic,-49.623,-37.627,+145 +xcit_tiny_24_p16_224.fb_dist_in1k,44.707,55.293,59.417,40.583,12.12,224,1.000,bicubic,-49.533,-39.543,+162 +repvit_m2.dist_in1k,44.673,55.327,61.730,38.270,8.80,224,0.950,bicubic,-49.727,-37.320,+128 +regnety_032.tv2_in1k,44.650,55.350,60.897,39.103,19.44,224,0.965,bicubic,-50.220,-38.243,+24 ecaresnetlight.miil_in1k,44.580,55.420,60.383,39.617,30.16,288,0.950,bicubic,-49.950,-38.797,+95 -swinv2_tiny_window16_256.ms_in1k,44.570,55.430,59.573,40.427,28.35,256,0.900,bicubic,-50.760,-39.577,-76 -vit_relpos_small_patch16_224.sw_in1k,44.553,55.447,60.210,39.790,21.98,224,0.900,bicubic,-50.127,-38.710,+64 -gmlp_s16_224.ra3_in1k,44.470,55.530,58.617,41.383,19.42,224,0.875,bicubic,-49.030,-40.223,+261 -resnetv2_101.a1h_in1k,44.427,55.573,58.697,41.303,44.54,288,1.000,bicubic,-51.143,-40.573,-123 -regnety_160.tv2_in1k,44.417,55.583,59.227,40.773,83.59,224,0.965,bicubic,-50.743,-40.023,-43 -inception_resnet_v2.tf_ens_adv_in1k,44.393,55.607,58.117,41.883,55.84,299,0.897,bicubic,-49.727,-40.853,+170 -tresnet_l.miil_in1k,44.387,55.613,59.947,40.053,55.99,224,0.875,bilinear,-50.513,-39.083,+15 -maxxvitv2_nano_rw_256.sw_in1k,44.373,55.627,58.830,41.170,23.70,256,0.950,bicubic,-51.057,-40.360,-102 -resnext101_32x4d.gluon_in1k,44.283,55.717,59.060,40.940,44.18,224,0.875,bicubic,-49.847,-39.790,+164 -gcvit_xtiny.in1k,44.247,55.753,59.973,40.027,19.98,224,0.875,bicubic,-50.773,-39.187,-12 -regnety_080_tv.tv2_in1k,44.180,55.820,58.787,41.213,39.38,224,0.965,bicubic,-51.120,-40.573,-81 -maxvit_rmlp_nano_rw_256.sw_in1k,44.180,55.820,58.243,41.757,15.50,256,0.950,bicubic,-51.260,-40.817,-106 -poolformer_m48.sail_in1k,44.160,55.840,59.153,40.847,73.47,224,0.950,bicubic,-50.940,-39.947,-35 -regnetz_c16_evos.ch_in1k,44.143,55.857,61.073,38.927,13.49,320,0.950,bicubic,-51.497,-38.167,-145 -vit_srelpos_small_patch16_224.sw_in1k,44.130,55.870,59.693,40.307,21.97,224,0.900,bicubic,-50.420,-39.457,+78 -resnetv2_101x1_bit.goog_in21k_ft_in1k,44.127,55.873,61.950,38.050,44.54,448,1.000,bilinear,-51.193,-37.420,-89 -crossvit_15_240.in1k,44.113,55.887,59.143,40.857,27.53,240,0.875,bicubic,-50.587,-39.987,+42 -convnextv2_nano.fcmae_ft_in1k,44.100,55.900,60.167,39.833,15.62,288,1.000,bicubic,-51.040,-39.133,-51 -pit_b_224.in1k,44.080,55.920,58.023,41.977,73.76,224,0.900,bicubic,-50.730,-41.237,+22 -resnet152s.gluon_in1k,44.067,55.933,58.710,41.290,60.32,224,0.875,bicubic,-50.653,-40.120,+34 -resnet50.fb_ssl_yfcc100m_ft_in1k,44.020,55.980,61.887,38.113,25.56,224,0.875,bilinear,-50.300,-37.263,+120 -poolformer_m36.sail_in1k,44.010,55.990,59.033,40.967,56.17,224,0.950,bicubic,-51.020,-40.067,-26 -inception_resnet_v2.tf_in1k,44.003,55.997,57.920,42.080,55.84,299,0.897,bicubic,-50.357,-40.880,+111 -pnasnet5large.tf_in1k,43.943,56.057,56.740,43.260,86.06,331,0.911,bicubic,-51.417,-42.390,-104 -resnext101_64x4d.gluon_in1k,43.913,56.087,58.707,41.293,83.46,224,0.875,bicubic,-50.437,-40.363,+113 -wide_resnet50_2.tv2_in1k,43.910,56.090,59.630,40.370,68.88,224,0.965,bilinear,-50.900,-39.350,+11 -pit_s_224.in1k,43.910,56.090,58.640,41.360,23.46,224,0.900,bicubic,-50.680,-40.500,+58 -coatnext_nano_rw_224.sw_in1k,43.907,56.093,58.663,41.337,14.70,224,0.900,bicubic,-50.943,-40.537,+4 -coat_lite_small.in1k,43.813,56.187,57.127,42.873,19.84,224,0.900,bicubic,-51.257,-41.993,-44 -mobilevitv2_200.cvnets_in22k_ft_in1k,43.810,56.190,59.490,40.510,18.45,256,0.888,bicubic,-51.240,-39.660,-36 -regnetv_040.ra3_in1k,43.783,56.217,58.453,41.547,20.64,288,1.000,bicubic,-51.947,-40.927,-178 -tnt_s_patch16_224,43.777,56.223,59.220,40.780,23.76,224,0.900,bicubic,-50.783,-39.920,+58 -swinv2_cr_small_224.sw_in1k,43.767,56.233,57.717,42.283,49.70,224,0.900,bicubic,-51.643,-41.343,-122 -cspresnext50.ra_in1k,43.763,56.237,60.150,39.850,20.57,256,0.887,bilinear,-50.477,-38.900,+120 -cait_xxs36_224.fb_dist_in1k,43.757,56.243,58.740,41.260,17.30,224,1.000,bicubic,-50.153,-40.350,+169 -pit_xs_distilled_224.in1k,43.723,56.277,60.663,39.337,11.00,224,0.900,bicubic,-49.557,-38.057,+257 -swin_s3_tiny_224.ms_in1k,43.717,56.283,59.507,40.493,28.33,224,0.900,bicubic,-51.203,-39.593,-20 -tf_efficientnetv2_s.in1k,43.713,56.287,58.597,41.403,21.46,384,1.000,bicubic,-51.997,-40.783,-181 -rexnet_150.nav_in1k,43.690,56.310,60.923,39.077,9.73,224,0.875,bicubic,-50.580,-37.897,+108 -xcit_tiny_12_p8_224.fb_dist_in1k,43.643,56.357,58.477,41.523,6.71,224,1.000,bicubic,-51.047,-40.283,+21 -edgenext_small.usi_in1k,43.637,56.363,59.893,40.107,5.59,320,1.000,bicubic,-51.193,-39.517,-6 -tf_efficientnet_b5.in1k,43.620,56.380,60.130,39.870,30.39,456,0.934,bicubic,-52.250,-39.260,-214 -efficientformer_l1.snap_dist_in1k,43.593,56.407,59.957,40.043,12.29,224,0.950,bicubic,-50.347,-38.973,+155 -maxvit_nano_rw_256.sw_in1k,43.523,56.477,57.610,42.390,15.45,256,0.950,bicubic,-51.947,-41.780,-145 -wide_resnet50_2.racm_in1k,43.510,56.490,59.060,40.940,68.88,288,0.950,bicubic,-51.620,-40.230,-76 -cs3sedarknet_x.c2ns_in1k,43.503,56.497,58.770,41.230,35.40,288,1.000,bicubic,-51.907,-40.660,-137 -coatnet_rmlp_nano_rw_224.sw_in1k,43.503,56.497,58.610,41.390,15.15,224,0.900,bicubic,-51.587,-40.560,-67 -crossvit_small_240.in1k,43.483,56.517,58.947,41.053,26.86,240,0.875,bicubic,-51.097,-40.103,+37 -regnety_016.tv2_in1k,43.433,56.567,59.547,40.453,11.20,224,0.965,bicubic,-50.977,-39.493,+71 -resnet101d.gluon_in1k,43.430,56.570,58.627,41.373,44.57,224,0.875,bicubic,-50.750,-40.383,+116 -ecaresnet50t.ra2_in1k,43.417,56.583,59.313,40.687,25.57,320,0.950,bicubic,-51.663,-39.827,-70 -resnet101s.gluon_in1k,43.370,56.630,58.523,41.477,44.67,224,0.875,bicubic,-50.810,-40.417,+113 -cspdarknet53.ra_in1k,43.350,56.650,59.420,40.580,27.64,256,0.887,bilinear,-50.740,-39.560,+125 -tf_efficientnet_b4.in1k,43.333,56.667,59.450,40.550,19.34,380,0.922,bicubic,-52.147,-39.820,-158 -xcit_tiny_24_p8_224.fb_in1k,43.323,56.677,57.277,42.723,12.11,224,1.000,bicubic,-51.577,-41.743,-34 -xcit_tiny_12_p8_384.fb_dist_in1k,43.317,56.683,58.177,41.823,6.71,384,1.000,bicubic,-52.023,-41.133,-133 -visformer_small.in1k,43.273,56.727,57.977,42.023,40.22,224,0.900,bicubic,-51.697,-41.193,-50 -convmixer_768_32.in1k,43.270,56.730,59.383,40.617,21.11,224,0.960,bicubic,-51.170,-39.497,+57 -eca_nfnet_l0.ra2_in1k,43.220,56.780,59.923,40.077,24.14,288,1.000,bicubic,-52.240,-39.357,-159 -ecaresnet101d_pruned.miil_in1k,43.220,56.780,58.970,41.030,24.88,288,0.950,bicubic,-51.780,-40.260,-58 -regnety_064.ra3_in1k,43.210,56.790,57.247,42.753,30.58,288,1.000,bicubic,-52.580,-42.103,-218 -poolformerv2_s24.sail_in1k,43.193,56.807,60.430,39.570,21.34,224,1.000,bicubic,-51.277,-38.580,+46 -regnetx_160.tv2_in1k,43.187,56.813,57.480,42.520,54.28,224,0.965,bicubic,-52.023,-41.680,-113 -vit_relpos_base_patch32_plus_rpn_256.sw_in1k,43.183,56.817,58.403,41.597,119.42,256,0.900,bicubic,-49.957,-39.907,+246 -vit_small_patch32_384.augreg_in21k_ft_in1k,43.150,56.850,59.310,40.690,22.92,384,1.000,bicubic,-51.440,-39.760,+17 -resnest26d.gluon_in1k,43.140,56.860,60.633,39.367,17.07,224,0.875,bilinear,-50.090,-38.217,+234 -twins_pcpvt_small.in1k,43.120,56.880,58.900,41.100,24.11,224,0.900,bicubic,-51.480,-40.200,+11 -regnetx_080.tv2_in1k,43.090,56.910,57.923,42.077,39.57,224,0.965,bicubic,-51.640,-41.107,-15 -resmlp_36_224.fb_in1k,43.060,56.940,59.300,40.700,44.69,224,0.875,bicubic,-50.590,-39.650,+170 -cspresnet50.ra_in1k,43.053,56.947,59.163,40.837,21.62,256,0.887,bilinear,-50.817,-39.737,+140 -coatnet_nano_rw_224.sw_in1k,43.030,56.970,57.927,42.073,15.14,224,0.900,bicubic,-52.020,-41.153,-78 -ecaresnet50d.miil_in1k,43.020,56.980,59.417,40.583,25.58,288,0.950,bicubic,-51.650,-39.843,-4 -tf_efficientnet_lite4.in1k,42.990,57.010,57.620,42.380,13.01,380,0.920,bilinear,-51.880,-41.480,-43 -twins_svt_small.in1k,42.920,57.080,58.460,41.540,24.06,224,0.900,bicubic,-51.840,-40.490,-27 -dpn131.mx_in1k,42.917,57.083,57.130,42.870,79.25,224,0.875,bicubic,-50.863,-41.830,+147 -mobilevitv2_200.cvnets_in22k_ft_in1k_384,42.913,57.087,58.973,41.027,18.45,384,1.000,bicubic,-52.477,-40.307,-161 -resnet152.gluon_in1k,42.900,57.100,57.740,42.260,60.19,224,0.875,bicubic,-51.130,-41.110,+110 -fbnetv3_d.ra2_in1k,42.857,57.143,59.687,40.313,10.31,256,0.950,bilinear,-51.013,-39.183,+131 -resnet50.tv2_in1k,42.827,57.173,58.570,41.430,25.56,224,0.965,bilinear,-51.773,-40.520,+1 -levit_conv_256.fb_dist_in1k,42.823,57.177,57.897,42.103,18.89,224,0.900,bicubic,-51.577,-41.163,+42 -levit_256.fb_dist_in1k,42.813,57.187,57.893,42.107,18.89,224,0.900,bicubic,-51.587,-41.167,+40 -resnet152c.gluon_in1k,42.813,57.187,57.720,42.280,60.21,224,0.875,bicubic,-51.067,-41.080,+126 -tf_efficientnet_b1.ap_in1k,42.800,57.200,58.820,41.180,7.79,240,0.882,bicubic,-50.820,-39.950,+162 -resnext50_32x4d.tv2_in1k,42.780,57.220,57.563,42.437,25.03,224,0.965,bilinear,-51.680,-41.337,+26 -gcresnet50t.ra2_in1k,42.767,57.233,59.027,40.973,25.90,288,1.000,bicubic,-52.013,-40.093,-41 -coatnet_0_rw_224.sw_in1k,42.753,57.247,56.230,43.770,27.44,224,0.950,bicubic,-52.147,-42.960,-63 -tresnet_l.miil_in1k_448,42.743,57.257,58.943,41.057,55.99,448,0.875,bilinear,-52.657,-40.457,-174 -cs3darknet_x.c2ns_in1k,42.727,57.273,58.190,41.810,35.05,288,1.000,bicubic,-52.553,-41.100,-153 -dpn107.mx_in1k,42.710,57.290,57.160,42.840,86.92,224,0.875,bicubic,-51.300,-41.870,+103 -seresnext50_32x4d.gluon_in1k,42.683,57.317,58.707,41.293,27.56,224,0.875,bicubic,-51.497,-40.213,+77 -tresnet_m.miil_in1k,42.680,57.320,58.157,41.843,31.39,224,0.875,bilinear,-51.400,-40.673,+90 -convnext_nano.d1h_in1k,42.677,57.323,57.577,42.423,15.59,288,1.000,bicubic,-52.193,-41.653,-63 -resnetaa50d.sw_in12k_ft_in1k,42.610,57.390,58.490,41.510,25.58,288,1.000,bicubic,-52.680,-40.730,-160 -xcit_tiny_12_p16_384.fb_dist_in1k,42.593,57.407,58.083,41.917,6.72,384,1.000,bicubic,-51.927,-40.887,+4 -regnety_040.ra3_in1k,42.577,57.423,57.007,42.993,20.65,288,1.000,bicubic,-52.913,-42.413,-202 -resnext101_32x8d.tv_in1k,42.563,57.437,58.303,41.697,88.79,224,0.875,bilinear,-51.217,-40.547,+125 -nf_resnet50.ra2_in1k,42.520,57.480,59.530,40.470,25.56,288,0.940,bicubic,-51.860,-39.290,+30 -mobilevitv2_175.cvnets_in22k_ft_in1k,42.517,57.483,58.117,41.883,14.25,256,0.888,bicubic,-52.263,-40.973,-53 -seresnext50_32x4d.racm_in1k,42.433,57.567,58.093,41.907,27.56,288,0.950,bicubic,-52.567,-41.107,-96 -resnetrs101.tf_in1k,42.417,57.583,57.283,42.717,63.62,288,0.940,bicubic,-52.833,-41.697,-161 -poolformer_s36.sail_in1k,42.380,57.620,58.830,41.170,30.86,224,0.900,bicubic,-52.240,-40.290,-25 -nest_tiny_jx.goog_in1k,42.320,57.680,57.067,42.933,17.06,224,0.875,bicubic,-52.600,-42.103,-83 -tf_efficientnetv2_b3.in1k,42.313,57.687,57.943,42.057,14.36,300,0.904,bicubic,-52.807,-41.257,-129 -xcit_tiny_24_p16_224.fb_in1k,42.277,57.723,56.837,43.163,12.12,224,1.000,bicubic,-51.573,-41.913,+109 -resnet152.a1_in1k,42.273,57.727,55.530,44.470,60.19,288,1.000,bicubic,-52.817,-43.460,-125 -convmixer_1024_20_ks9_p14.in1k,42.267,57.733,59.723,40.277,24.38,224,0.960,bicubic,-50.063,-38.707,+280 -deit_small_patch16_224.fb_in1k,42.257,57.743,58.033,41.967,22.05,224,0.900,bicubic,-51.733,-41.007,+88 -tf_efficientnet_cc_b1_8e.in1k,42.253,57.747,58.437,41.563,39.72,240,0.882,bicubic,-51.327,-40.253,+145 -legacy_senet154.in1k,42.227,57.773,56.620,43.380,115.09,224,0.875,bilinear,-52.503,-42.480,-57 -cait_xxs24_384.fb_dist_in1k,42.183,57.817,57.473,42.527,12.03,384,1.000,bicubic,-52.767,-41.657,-98 -dpn98.mx_in1k,42.180,57.820,56.597,43.403,61.57,224,0.875,bicubic,-51.750,-42.313,+89 -xception41p.ra3_in1k,42.157,57.843,56.883,43.117,26.91,299,0.940,bicubic,-52.903,-42.277,-123 -tf_efficientnet_b2.aa_in1k,42.123,57.877,58.197,41.803,9.11,260,0.890,bicubic,-52.097,-40.733,+46 -resnet50.b1k_in1k,42.080,57.920,58.153,41.847,25.56,288,1.000,bicubic,-52.430,-40.917,-10 -resnext50_32x4d.gluon_in1k,42.050,57.950,57.673,42.327,25.03,224,0.875,bicubic,-51.620,-41.017,+123 -convnext_nano_ols.d1h_in1k,42.023,57.977,56.867,43.133,15.65,288,1.000,bicubic,-52.557,-42.243,-30 -pvt_v2_b1.in1k,41.960,58.040,59.597,40.403,14.01,224,0.900,bicubic,-51.530,-39.263,+148 -xcit_tiny_12_p16_224.fb_dist_in1k,41.940,58.060,57.247,42.753,6.72,224,1.000,bicubic,-51.410,-41.443,+170 -efficientnet_b2.ra_in1k,41.937,58.063,58.297,41.703,9.11,288,1.000,bicubic,-52.423,-40.743,+13 -mobilevitv2_150.cvnets_in22k_ft_in1k,41.937,58.063,57.913,42.087,10.59,256,0.888,bicubic,-52.743,-41.197,-53 -resnet50.b2k_in1k,41.910,58.090,57.673,42.327,25.56,288,1.000,bicubic,-52.390,-41.257,+23 -efficientformerv2_s1.snap_dist_in1k,41.883,58.117,57.967,42.033,6.19,224,0.950,bicubic,-51.957,-40.923,+92 -gcvit_xxtiny.in1k,41.833,58.167,58.443,41.557,12.00,224,0.875,bicubic,-52.217,-40.637,+60 -tf_efficientnet_b3.in1k,41.797,58.203,58.060,41.940,12.23,300,0.904,bicubic,-52.493,-41.040,+21 -mobilevitv2_150.cvnets_in22k_ft_in1k_384,41.790,58.210,57.807,42.193,10.59,384,1.000,bicubic,-53.560,-41.313,-203 -resnet50d.ra2_in1k,41.787,58.213,58.023,41.977,25.58,288,0.950,bicubic,-53.023,-40.797,-87 -resnext50_32x4d.a1h_in1k,41.753,58.247,56.443,43.557,25.03,288,1.000,bicubic,-53.237,-42.717,-123 -gcresnext50ts.ch_in1k,41.703,58.297,57.403,42.597,15.67,288,1.000,bicubic,-52.787,-41.607,-22 -poolformer_s24.sail_in1k,41.700,58.300,58.463,41.537,21.39,224,0.900,bicubic,-52.690,-40.597,-3 -edgenext_small_rw.sw_in1k,41.677,58.323,58.517,41.483,7.83,320,1.000,bicubic,-52.683,-40.533,+3 -mobilevitv2_175.cvnets_in22k_ft_in1k_384,41.673,58.327,58.010,41.990,14.25,384,1.000,bicubic,-53.587,-41.150,-194 -hrnet_w64.ms_in1k,41.647,58.353,57.123,42.877,128.06,224,0.875,bilinear,-52.183,-41.817,+83 -dla102x2.in1k,41.637,58.363,57.977,42.023,41.28,224,0.875,bilinear,-52.353,-40.983,+61 -senet154.gluon_in1k,41.627,58.373,56.353,43.647,115.09,224,0.875,bicubic,-53.073,-42.617,-74 -seresnet50.ra2_in1k,41.593,58.407,57.987,42.013,28.09,288,0.950,bicubic,-53.147,-41.123,-84 -cs3sedarknet_l.c2ns_in1k,41.557,58.443,57.343,42.657,21.91,288,0.950,bicubic,-53.553,-41.867,-160 -inception_v4.tf_in1k,41.557,58.443,55.380,44.620,42.68,299,0.875,bicubic,-52.823,-43.690,-8 -haloregnetz_b.ra3_in1k,41.533,58.467,57.083,42.917,11.68,224,0.940,bicubic,-52.987,-42.087,-39 -convnext_tiny.fb_in22k_ft_in1k,41.533,58.467,55.470,44.530,28.59,288,1.000,bicubic,-51.997,-43.130,+123 -swinv2_cr_tiny_ns_224.sw_in1k,41.523,58.477,57.183,42.817,28.33,224,0.900,bicubic,-53.247,-41.927,-94 -efficientnet_em.ra2_in1k,41.493,58.507,58.880,41.120,6.90,240,0.882,bicubic,-52.237,-40.050,+86 -efficientnet_el.ra_in1k,41.490,58.510,58.293,41.707,10.59,300,0.904,bicubic,-53.180,-40.837,-73 -tf_efficientnet_cc_b0_8e.in1k,41.487,58.513,57.363,42.637,24.01,224,0.875,bicubic,-51.383,-41.097,+203 -convnextv2_pico.fcmae_ft_in1k,41.477,58.523,58.050,41.950,9.07,288,0.950,bicubic,-53.083,-41.120,-52 -halo2botnet50ts_256.a1h_in1k,41.460,58.540,56.193,43.807,22.64,256,0.950,bicubic,-53.550,-42.947,-144 -swin_tiny_patch4_window7_224.ms_in1k,41.453,58.547,57.303,42.697,28.29,224,0.900,bicubic,-53.167,-41.847,-71 -resnetv2_50d_evos.ah_in1k,41.407,58.593,56.500,43.500,25.59,288,1.000,bicubic,-53.513,-42.600,-131 -resnet50.a1h_in1k,41.387,58.613,56.677,43.323,25.56,224,1.000,bicubic,-52.823,-42.243,+16 +swinv2_tiny_window16_256.ms_in1k,44.570,55.430,59.573,40.427,28.35,256,0.900,bicubic,-50.760,-39.577,-87 +vit_relpos_small_patch16_224.sw_in1k,44.553,55.447,60.210,39.790,21.98,224,0.900,bicubic,-50.127,-38.890,+59 +gmlp_s16_224.ra3_in1k,44.470,55.530,58.617,41.383,19.42,224,0.875,bicubic,-49.030,-40.223,+274 +tiny_vit_5m_224.dist_in22k_ft_in1k,44.460,55.540,60.940,39.060,5.39,224,0.950,bicubic,-50.170,-38.200,+68 +regnety_160.tv2_in1k,44.427,55.573,59.227,40.773,83.59,224,0.965,bicubic,-50.733,-40.023,-50 +resnetv2_101.a1h_in1k,44.423,55.577,58.697,41.303,44.54,288,1.000,bicubic,-51.147,-40.573,-138 +inception_resnet_v2.tf_ens_adv_in1k,44.393,55.607,58.113,41.887,55.84,299,0.897,bicubic,-49.727,-40.737,+175 +tresnet_l.miil_in1k,44.387,55.613,59.947,40.053,55.99,224,0.875,bilinear,-50.513,-39.083,+9 +repvit_m1_0.dist_450e_in1k,44.373,55.627,61.417,38.583,7.30,224,0.950,bicubic,-49.897,-37.623,+141 +maxxvitv2_nano_rw_256.sw_in1k,44.373,55.627,58.830,41.170,23.70,256,0.950,bicubic,-51.057,-40.360,-114 +repvit_m1_0.dist_300e_in1k,44.367,55.633,61.453,38.547,7.30,224,0.950,bicubic,-49.393,-37.467,+220 +resnext101_32x4d.gluon_in1k,44.280,55.720,59.057,40.943,44.18,224,0.875,bicubic,-49.850,-39.883,+167 +gcvit_xtiny.in1k,44.247,55.753,59.973,40.027,19.98,224,0.875,bicubic,-50.773,-39.187,-20 +regnety_080_tv.tv2_in1k,44.183,55.817,58.787,41.213,39.38,224,0.965,bicubic,-51.117,-40.573,-94 +maxvit_rmlp_nano_rw_256.sw_in1k,44.180,55.820,58.243,41.757,15.50,256,0.950,bicubic,-51.260,-40.817,-121 +poolformer_m48.sail_in1k,44.160,55.840,59.153,40.847,73.47,224,0.950,bicubic,-50.940,-39.947,-43 +regnetz_c16_evos.ch_in1k,44.143,55.857,61.067,38.933,13.49,320,0.950,bicubic,-51.497,-38.173,-164 +vit_srelpos_small_patch16_224.sw_in1k,44.130,55.870,59.693,40.307,21.97,224,0.900,bicubic,-50.420,-39.397,+74 +resnetv2_101x1_bit.goog_in21k_ft_in1k,44.127,55.873,61.950,38.050,44.54,448,1.000,bilinear,-51.193,-37.420,-103 +crossvit_15_240.in1k,44.110,55.890,59.143,40.857,27.53,240,0.875,bicubic,-50.590,-40.097,+36 +fastvit_sa12.apple_dist_in1k,44.103,55.897,59.110,40.890,11.58,256,0.900,bicubic,-50.577,-39.810,+41 +convnextv2_nano.fcmae_ft_in1k,44.100,55.900,60.167,39.833,15.62,288,1.000,bicubic,-51.040,-39.043,-62 +pit_b_224.in1k,44.080,55.920,58.023,41.977,73.76,224,0.900,bicubic,-50.730,-41.237,+14 +resnet152s.gluon_in1k,44.060,55.940,58.710,41.290,60.32,224,0.875,bicubic,-50.650,-40.350,+28 +resnet50.fb_ssl_yfcc100m_ft_in1k,44.023,55.977,61.890,38.110,25.56,224,0.875,bilinear,-50.287,-37.260,+118 +poolformer_m36.sail_in1k,44.007,55.993,59.033,40.967,56.17,224,0.950,bicubic,-51.023,-40.067,-36 +inception_resnet_v2.tf_in1k,44.007,55.993,57.920,42.080,55.84,299,0.897,bicubic,-50.353,-40.880,+110 +pnasnet5large.tf_in1k,43.943,56.057,56.740,43.260,86.06,331,0.911,bicubic,-51.417,-42.390,-119 +resnext101_64x4d.gluon_in1k,43.913,56.087,58.707,41.293,83.46,224,0.875,bicubic,-50.437,-40.363,+111 +wide_resnet50_2.tv2_in1k,43.907,56.093,59.630,40.370,68.88,224,0.965,bilinear,-50.903,-39.350,+2 +coatnext_nano_rw_224.sw_in1k,43.907,56.093,58.663,41.337,14.70,224,0.900,bicubic,-50.943,-40.537,-3 +pit_s_224.in1k,43.907,56.093,58.640,41.360,23.46,224,0.900,bicubic,-50.683,-40.500,+52 +coat_lite_small.in1k,43.817,56.183,57.127,42.873,19.84,224,0.900,bicubic,-51.253,-41.993,-53 +mobilevitv2_200.cvnets_in22k_ft_in1k,43.810,56.190,59.490,40.510,18.45,256,0.888,bicubic,-51.240,-39.670,-46 +tnt_s_patch16_224,43.777,56.223,59.220,40.780,23.76,224,0.900,bicubic,-50.783,-39.920,+53 +regnetv_040.ra3_in1k,43.777,56.223,58.443,41.557,20.64,288,1.000,bicubic,-51.953,-40.937,-201 +swinv2_cr_small_224.sw_in1k,43.767,56.233,57.717,42.283,49.70,224,0.900,bicubic,-51.643,-41.343,-137 +cspresnext50.ra_in1k,43.763,56.237,60.147,39.853,20.57,256,0.887,bilinear,-50.477,-38.903,+120 +cait_xxs36_224.fb_dist_in1k,43.757,56.243,58.740,41.260,17.30,224,1.000,bicubic,-50.153,-40.350,+172 +pit_xs_distilled_224.in1k,43.723,56.277,60.657,39.343,11.00,224,0.900,bicubic,-49.567,-38.133,+271 +swin_s3_tiny_224.ms_in1k,43.717,56.283,59.507,40.493,28.33,224,0.900,bicubic,-51.203,-39.593,-29 +tf_efficientnetv2_s.in1k,43.710,56.290,58.593,41.407,21.46,384,1.000,bicubic,-52.000,-40.787,-204 +rexnet_150.nav_in1k,43.693,56.307,60.923,39.077,9.73,224,0.875,bicubic,-50.587,-38.057,+105 +xcit_tiny_12_p8_224.fb_dist_in1k,43.643,56.357,58.477,41.523,6.71,224,1.000,bicubic,-51.047,-40.283,+14 +edgenext_small.usi_in1k,43.637,56.363,59.893,40.107,5.59,320,1.000,bicubic,-51.193,-39.517,-14 +tf_efficientnet_b5.in1k,43.623,56.377,60.133,39.867,30.39,456,0.934,bicubic,-52.247,-39.257,-238 +efficientformer_l1.snap_dist_in1k,43.593,56.407,59.957,40.043,12.29,224,0.950,bicubic,-50.347,-38.973,+158 +maxvit_nano_rw_256.sw_in1k,43.523,56.477,57.610,42.390,15.45,256,0.950,bicubic,-51.947,-41.780,-160 +wide_resnet50_2.racm_in1k,43.503,56.497,59.053,40.947,68.88,288,0.950,bicubic,-51.627,-40.237,-88 +cs3sedarknet_x.c2ns_in1k,43.503,56.497,58.770,41.230,35.40,288,1.000,bicubic,-51.907,-40.660,-151 +coatnet_rmlp_nano_rw_224.sw_in1k,43.503,56.497,58.610,41.390,15.15,224,0.900,bicubic,-51.587,-40.560,-75 +crossvit_small_240.in1k,43.473,56.527,58.950,41.050,26.86,240,0.875,bicubic,-51.107,-40.100,+32 +regnety_016.tv2_in1k,43.433,56.567,59.540,40.460,11.20,224,0.965,bicubic,-50.977,-39.500,+68 +resnet101d.gluon_in1k,43.430,56.570,58.627,41.373,44.57,224,0.875,bicubic,-50.750,-40.383,+118 +ecaresnet50t.ra2_in1k,43.417,56.583,59.313,40.687,25.57,320,0.950,bicubic,-51.663,-39.827,-79 +resnet101s.gluon_in1k,43.370,56.630,58.517,41.483,44.67,224,0.875,bicubic,-50.810,-40.423,+115 +efficientvit_b1.r288_in1k,43.367,56.633,57.850,42.150,9.10,288,1.000,bicubic,-50.863,-40.970,+104 +cspdarknet53.ra_in1k,43.360,56.640,59.420,40.580,27.64,256,0.887,bilinear,-50.740,-39.560,+125 +tf_efficientnet_b4.in1k,43.330,56.670,59.447,40.553,19.34,380,0.922,bicubic,-52.150,-39.823,-174 +xcit_tiny_24_p8_224.fb_in1k,43.323,56.677,57.277,42.723,12.11,224,1.000,bicubic,-51.577,-41.743,-44 +xcit_tiny_12_p8_384.fb_dist_in1k,43.317,56.683,58.177,41.823,6.71,384,1.000,bicubic,-52.023,-41.133,-149 +visformer_small.in1k,43.273,56.727,57.977,42.023,40.22,224,0.900,bicubic,-51.697,-41.193,-60 +convmixer_768_32.in1k,43.270,56.730,59.383,40.617,21.11,224,0.960,bicubic,-51.170,-39.497,+52 +repvit_m0_9.dist_300e_in1k,43.243,56.757,60.377,39.623,5.49,224,0.950,bicubic,-50.217,-38.573,+222 +eca_nfnet_l0.ra2_in1k,43.227,56.773,59.930,40.070,24.14,288,1.000,bicubic,-52.233,-39.350,-176 +ecaresnet101d_pruned.miil_in1k,43.220,56.780,58.967,41.033,24.88,288,0.950,bicubic,-51.780,-40.263,-69 +regnety_064.ra3_in1k,43.213,56.787,57.253,42.747,30.58,288,1.000,bicubic,-52.577,-42.097,-243 +poolformerv2_s24.sail_in1k,43.190,56.810,60.430,39.570,21.34,224,1.000,bicubic,-51.280,-38.580,+40 +regnetx_160.tv2_in1k,43.187,56.813,57.480,42.520,54.28,224,0.965,bicubic,-52.023,-41.680,-126 +vit_relpos_base_patch32_plus_rpn_256.sw_in1k,43.183,56.817,58.403,41.597,119.42,256,0.900,bicubic,-49.957,-39.907,+258 +vit_small_patch32_384.augreg_in21k_ft_in1k,43.150,56.850,59.313,40.687,22.92,384,1.000,bicubic,-51.440,-39.617,+11 +resnest26d.gluon_in1k,43.140,56.860,60.637,39.363,17.07,224,0.875,bilinear,-50.080,-38.213,+246 +twins_pcpvt_small.in1k,43.120,56.880,58.890,41.110,24.11,224,0.900,bicubic,-51.480,-40.210,+4 +regnetx_080.tv2_in1k,43.090,56.910,57.923,42.077,39.57,224,0.965,bicubic,-51.640,-41.107,-25 +repvit_m0_9.dist_450e_in1k,43.073,56.927,60.200,39.800,5.49,224,0.950,bicubic,-50.367,-38.450,+215 +resmlp_36_224.fb_in1k,43.060,56.940,59.300,40.700,44.69,224,0.875,bicubic,-50.590,-39.350,+174 +cspresnet50.ra_in1k,43.050,56.950,59.157,40.843,21.62,256,0.887,bilinear,-50.820,-39.733,+139 +coatnet_nano_rw_224.sw_in1k,43.030,56.970,57.927,42.073,15.14,224,0.900,bicubic,-52.020,-41.223,-91 +ecaresnet50d.miil_in1k,43.020,56.980,59.417,40.583,25.58,288,0.950,bicubic,-51.650,-39.813,-14 +tf_efficientnet_lite4.in1k,42.990,57.010,57.630,42.370,13.01,380,0.920,bilinear,-51.880,-41.470,-55 +twins_svt_small.in1k,42.917,57.083,58.460,41.540,24.06,224,0.900,bicubic,-51.843,-40.490,-39 +dpn131.mx_in1k,42.917,57.083,57.130,42.870,79.25,224,0.875,bicubic,-50.863,-41.830,+149 +mobilevitv2_200.cvnets_in22k_ft_in1k_384,42.913,57.087,58.973,41.027,18.45,384,1.000,bicubic,-52.477,-40.307,-179 +resnet152.gluon_in1k,42.900,57.100,57.747,42.253,60.19,224,0.875,bicubic,-51.130,-41.103,+110 +fastvit_sa12.apple_in1k,42.880,57.120,58.800,41.200,11.58,256,0.900,bicubic,-51.550,-40.200,+34 +fbnetv3_d.ra2_in1k,42.850,57.150,59.677,40.323,10.31,256,0.950,bilinear,-51.020,-39.193,+129 +levit_conv_256.fb_dist_in1k,42.823,57.177,57.897,42.103,18.89,224,0.900,bicubic,-51.577,-41.163,+36 +resnet50.tv2_in1k,42.820,57.180,58.570,41.430,25.56,224,0.965,bilinear,-51.780,-40.460,-9 +resnet152c.gluon_in1k,42.813,57.187,57.720,42.280,60.21,224,0.875,bicubic,-51.057,-41.080,+128 +levit_256.fb_dist_in1k,42.810,57.190,57.897,42.103,18.89,224,0.900,bicubic,-51.590,-41.163,+32 +tf_efficientnet_b1.ap_in1k,42.800,57.200,58.820,41.180,7.79,240,0.882,bicubic,-50.830,-39.980,+165 +resnext50_32x4d.tv2_in1k,42.780,57.220,57.567,42.433,25.03,224,0.965,bilinear,-51.680,-41.333,+18 +gcresnet50t.ra2_in1k,42.767,57.233,59.033,40.967,25.90,288,1.000,bicubic,-52.013,-40.087,-53 +coatnet_0_rw_224.sw_in1k,42.753,57.247,56.233,43.767,27.44,224,0.950,bicubic,-52.147,-42.957,-76 +tresnet_l.miil_in1k_448,42.740,57.260,58.943,41.057,55.99,448,0.875,bilinear,-52.660,-40.457,-193 +cs3darknet_x.c2ns_in1k,42.727,57.273,58.190,41.810,35.05,288,1.000,bicubic,-52.553,-41.120,-171 +dpn107.mx_in1k,42.710,57.290,57.160,42.840,86.92,224,0.875,bicubic,-51.300,-41.870,+102 +seresnext50_32x4d.gluon_in1k,42.683,57.317,58.707,41.293,27.56,224,0.875,bicubic,-51.487,-40.213,+76 +convnext_nano.d1h_in1k,42.677,57.323,57.577,42.423,15.59,288,1.000,bicubic,-52.193,-41.653,-75 +tresnet_m.miil_in1k,42.670,57.330,58.160,41.840,31.39,224,0.875,bilinear,-51.410,-40.670,+88 +fastvit_s12.apple_dist_in1k,42.643,57.357,58.160,41.840,9.47,256,0.900,bicubic,-51.637,-40.700,+48 +resnetaa50d.sw_in12k_ft_in1k,42.610,57.390,58.490,41.510,25.58,288,1.000,bicubic,-52.680,-40.730,-180 +xcit_tiny_12_p16_384.fb_dist_in1k,42.593,57.407,58.083,41.917,6.72,384,1.000,bicubic,-51.927,-40.887,-6 +regnety_040.ra3_in1k,42.577,57.423,57.010,42.990,20.65,288,1.000,bicubic,-52.913,-42.240,-223 +resnext101_32x8d.tv_in1k,42.563,57.437,58.303,41.697,88.79,224,0.875,bilinear,-51.217,-40.547,+124 +efficientvit_b1.r256_in1k,42.527,57.473,57.427,42.573,9.10,256,1.000,bicubic,-51.183,-41.363,+136 +nf_resnet50.ra2_in1k,42.517,57.483,59.530,40.470,25.56,288,0.940,bicubic,-51.863,-39.290,+21 +mobilevitv2_175.cvnets_in22k_ft_in1k,42.517,57.483,58.117,41.883,14.25,256,0.888,bicubic,-52.263,-40.973,-66 +seresnext50_32x4d.racm_in1k,42.433,57.567,58.093,41.907,27.56,288,0.950,bicubic,-52.567,-41.097,-111 +resnetrs101.tf_in1k,42.417,57.583,57.283,42.717,63.62,288,0.940,bicubic,-52.833,-41.697,-180 +poolformer_s36.sail_in1k,42.383,57.617,58.827,41.173,30.86,224,0.900,bicubic,-52.237,-40.293,-36 +repvit_m1.dist_in1k,42.350,57.650,59.677,40.323,5.49,224,0.950,bicubic,-51.030,-38.973,+191 +nest_tiny_jx.goog_in1k,42.320,57.680,57.067,42.933,17.06,224,0.875,bicubic,-52.600,-42.103,-99 +mobileone_s4.apple_in1k,42.317,57.683,58.033,41.967,14.95,224,0.900,bilinear,-51.333,-40.917,+137 +tf_efficientnetv2_b3.in1k,42.313,57.687,57.943,42.057,14.36,300,0.904,bicubic,-52.807,-41.277,-147 +xcit_tiny_24_p16_224.fb_in1k,42.277,57.723,56.837,43.163,12.12,224,1.000,bicubic,-51.573,-41.913,+104 +resnet152.a1_in1k,42.273,57.727,55.530,44.470,60.19,288,1.000,bicubic,-52.817,-43.460,-142 +convmixer_1024_20_ks9_p14.in1k,42.267,57.733,59.723,40.277,24.38,224,0.960,bicubic,-50.063,-38.707,+292 +deit_small_patch16_224.fb_in1k,42.263,57.737,58.030,41.970,22.05,224,0.900,bicubic,-51.727,-41.010,+83 +mobileone_s3.apple_in1k,42.257,57.743,59.270,40.730,10.17,224,0.900,bilinear,-50.723,-39.350,+228 +tf_efficientnet_cc_b1_8e.in1k,42.247,57.753,58.430,41.570,39.72,240,0.882,bicubic,-51.333,-40.260,+144 +legacy_senet154.in1k,42.230,57.770,56.620,43.380,115.09,224,0.875,bilinear,-52.500,-42.480,-74 +cait_xxs24_384.fb_dist_in1k,42.183,57.817,57.473,42.527,12.03,384,1.000,bicubic,-52.767,-41.657,-116 +dpn98.mx_in1k,42.180,57.820,56.597,43.403,61.57,224,0.875,bicubic,-51.750,-42.313,+83 +xception41p.ra3_in1k,42.160,57.840,56.883,43.117,26.91,299,0.940,bicubic,-52.890,-42.257,-140 +tf_efficientnet_b2.aa_in1k,42.123,57.877,58.197,41.803,9.11,260,0.890,bicubic,-52.097,-40.733,+38 +resnet50.b1k_in1k,42.080,57.920,58.153,41.847,25.56,288,1.000,bicubic,-52.430,-40.917,-24 +resnext50_32x4d.gluon_in1k,42.050,57.950,57.673,42.327,25.03,224,0.875,bicubic,-51.620,-41.017,+121 +convnext_nano_ols.d1h_in1k,42.023,57.977,56.867,43.133,15.65,288,1.000,bicubic,-52.557,-42.253,-44 +pvt_v2_b1.in1k,41.953,58.047,59.593,40.407,14.01,224,0.900,bicubic,-51.537,-39.117,+148 +xcit_tiny_12_p16_224.fb_dist_in1k,41.940,58.060,57.247,42.753,6.72,224,1.000,bicubic,-51.410,-41.443,+174 +efficientnet_b2.ra_in1k,41.937,58.063,58.297,41.703,9.11,288,1.000,bicubic,-52.423,-40.743,+2 +mobilevitv2_150.cvnets_in22k_ft_in1k,41.937,58.063,57.913,42.087,10.59,256,0.888,bicubic,-52.743,-41.197,-69 +resnet50.b2k_in1k,41.910,58.090,57.673,42.327,25.56,288,1.000,bicubic,-52.390,-41.257,+12 +efficientformerv2_s1.snap_dist_in1k,41.870,58.130,57.973,42.027,6.19,224,0.950,bicubic,-51.970,-40.917,+86 +gcvit_xxtiny.in1k,41.837,58.163,58.440,41.560,12.00,224,0.875,bicubic,-52.213,-40.640,+54 +fastvit_t12.apple_dist_in1k,41.817,58.183,57.597,42.403,7.55,256,0.900,bicubic,-52.283,-41.353,+47 +tf_efficientnet_b3.in1k,41.803,58.197,58.057,41.943,12.23,300,0.904,bicubic,-52.487,-41.043,+9 +mobilevitv2_150.cvnets_in22k_ft_in1k_384,41.790,58.210,57.807,42.193,10.59,384,1.000,bicubic,-53.560,-41.313,-228 +resnet50d.ra2_in1k,41.787,58.213,58.023,41.977,25.58,288,0.950,bicubic,-53.023,-40.797,-105 +resnext50_32x4d.a1h_in1k,41.753,58.247,56.443,43.557,25.03,288,1.000,bicubic,-53.237,-42.717,-142 +gcresnext50ts.ch_in1k,41.707,58.293,57.403,42.597,15.67,288,1.000,bicubic,-52.783,-41.607,-36 +efficientvit_b1.r224_in1k,41.703,58.297,56.600,43.400,9.10,224,0.950,bicubic,-51.627,-41.970,+166 +poolformer_s24.sail_in1k,41.700,58.300,58.470,41.530,21.39,224,0.900,bicubic,-52.690,-40.590,-16 +edgenext_small_rw.sw_in1k,41.677,58.323,58.517,41.483,7.83,320,1.000,bicubic,-52.683,-40.533,-10 +mobilevitv2_175.cvnets_in22k_ft_in1k_384,41.673,58.327,58.010,41.990,14.25,384,1.000,bicubic,-53.587,-41.150,-218 +hrnet_w64.ms_in1k,41.643,58.357,57.113,42.887,128.06,224,0.875,bilinear,-52.187,-41.827,+75 +dla102x2.in1k,41.637,58.363,57.970,42.030,41.28,224,0.875,bilinear,-52.353,-40.990,+53 +senet154.gluon_in1k,41.627,58.373,56.353,43.647,115.09,224,0.875,bicubic,-53.073,-42.617,-92 +seresnet50.ra2_in1k,41.593,58.407,57.987,42.013,28.09,288,0.950,bicubic,-53.147,-41.123,-103 +inception_v4.tf_in1k,41.557,58.443,55.380,44.620,42.68,299,0.875,bicubic,-52.823,-43.690,-20 +cs3sedarknet_l.c2ns_in1k,41.553,58.447,57.350,42.650,21.91,288,0.950,bicubic,-53.557,-41.860,-183 +convnext_tiny.fb_in22k_ft_in1k,41.533,58.467,55.470,44.530,28.59,288,1.000,bicubic,-51.997,-43.130,+121 +haloregnetz_b.ra3_in1k,41.527,58.473,57.087,42.913,11.68,224,0.940,bicubic,-52.993,-41.893,-54 +swinv2_cr_tiny_ns_224.sw_in1k,41.523,58.477,57.183,42.817,28.33,224,0.900,bicubic,-53.247,-41.927,-113 +efficientnet_em.ra2_in1k,41.490,58.510,58.873,41.127,6.90,240,0.882,bicubic,-52.240,-40.057,+79 +efficientnet_el.ra_in1k,41.490,58.510,58.293,41.707,10.59,300,0.904,bicubic,-53.180,-40.837,-89 +tf_efficientnet_cc_b0_8e.in1k,41.483,58.517,57.370,42.630,24.01,224,0.875,bicubic,-51.387,-41.090,+209 +convnextv2_pico.fcmae_ft_in1k,41.477,58.523,58.050,41.950,9.07,288,0.950,bicubic,-53.083,-41.120,-68 +halo2botnet50ts_256.a1h_in1k,41.460,58.540,56.190,43.810,22.64,256,0.950,bicubic,-53.550,-42.950,-164 +swin_tiny_patch4_window7_224.ms_in1k,41.453,58.547,57.303,42.697,28.29,224,0.900,bicubic,-53.167,-41.847,-87 +resnetv2_50d_evos.ah_in1k,41.407,58.593,56.500,43.500,25.59,288,1.000,bicubic,-53.513,-42.600,-151 +resnet50.a1h_in1k,41.387,58.613,56.677,43.323,25.56,224,1.000,bicubic,-52.813,-42.243,+6 cait_xxs24_224.fb_dist_in1k,41.370,58.630,57.520,42.480,11.96,224,1.000,bicubic,-52.080,-41.280,+124 -swinv2_tiny_window8_256.ms_in1k,41.370,58.630,57.150,42.850,28.35,256,0.900,bicubic,-53.650,-41.820,-153 -resnet152.tv_in1k,41.327,58.673,57.517,42.483,60.19,224,0.875,bilinear,-51.913,-41.183,+146 -resnet50.ram_in1k,41.297,58.703,55.033,44.967,25.56,288,0.950,bicubic,-52.703,-43.847,+41 -dpn68b.ra_in1k,41.293,58.707,55.080,44.920,12.61,288,1.000,bicubic,-52.497,-43.830,+67 -cs3darknet_l.c2ns_in1k,41.273,58.727,57.383,42.617,21.16,288,0.950,bicubic,-53.407,-41.847,-89 -xception71.tf_in1k,41.270,58.730,55.893,44.107,42.34,299,0.903,bicubic,-52.650,-43.057,+47 -gernet_s.idstcv_in1k,41.260,58.740,58.823,41.177,8.17,224,0.875,bilinear,-51.180,-39.677,+224 -inception_v3.tf_adv_in1k,41.240,58.760,56.327,43.673,23.83,299,0.875,bicubic,-51.760,-42.493,+168 -resnet101.a1_in1k,41.207,58.793,54.273,45.727,44.55,288,1.000,bicubic,-53.733,-44.927,-144 -dpn92.mx_in1k,41.203,58.797,56.217,43.783,37.67,224,0.875,bicubic,-52.947,-42.733,+11 -resnetv2_50d_gn.ah_in1k,41.113,58.887,56.520,43.480,25.57,288,1.000,bicubic,-54.107,-42.510,-213 -resnet50.c1_in1k,41.090,58.910,56.453,43.547,25.56,288,1.000,bicubic,-53.420,-42.547,-58 -nf_regnet_b1.ra2_in1k,41.013,58.987,58.143,41.857,10.22,288,0.900,bicubic,-52.877,-40.747,+44 -resnet50d.gluon_in1k,40.963,59.037,57.130,42.870,25.58,224,0.875,bicubic,-52.577,-41.580,+96 -fbnetv3_b.ra2_in1k,40.960,59.040,58.650,41.350,8.60,256,0.950,bilinear,-52.670,-40.300,+78 -resnet152.a3_in1k,40.937,59.063,55.020,44.980,60.19,224,0.950,bicubic,-53.503,-44.160,-48 -ecaresnet50d_pruned.miil_in1k,40.910,59.090,57.633,42.367,19.94,288,0.950,bicubic,-53.390,-41.567,-23 -inception_v3.gluon_in1k,40.907,59.093,55.627,44.373,23.83,299,0.875,bicubic,-52.653,-43.213,+88 -resnetv2_50.a1h_in1k,40.893,59.107,56.383,43.617,25.55,288,1.000,bicubic,-53.797,-42.707,-105 -cs3darknet_focus_l.c2ns_in1k,40.890,59.110,56.633,43.367,21.15,288,0.950,bicubic,-53.900,-42.527,-126 -levit_conv_192.fb_dist_in1k,40.840,59.160,56.707,43.293,10.95,224,0.900,bicubic,-52.870,-42.113,+64 -levit_192.fb_dist_in1k,40.837,59.163,56.710,43.290,10.95,224,0.900,bicubic,-52.873,-42.220,+62 -regnety_320.pycls_in1k,40.810,59.190,56.110,43.890,145.05,224,0.875,bicubic,-53.710,-42.850,-75 -regnetx_032.tv2_in1k,40.790,59.210,56.627,43.373,15.30,224,0.965,bicubic,-53.730,-42.143,-72 -eva02_tiny_patch14_336.mim_in22k_ft_in1k,40.767,59.233,56.063,43.937,5.76,336,1.000,bicubic,-53.683,-43.037,-62 -lamhalobotnet50ts_256.a1h_in1k,40.760,59.240,56.130,43.870,22.57,256,0.950,bicubic,-54.050,-43.100,-135 -maxvit_rmlp_pico_rw_256.sw_in1k,40.757,59.243,55.203,44.797,7.52,256,0.950,bicubic,-53.453,-43.747,-14 -legacy_xception.tf_in1k,40.753,59.247,56.397,43.603,22.86,299,0.897,bicubic,-52.867,-42.403,+69 -resnet152.a2_in1k,40.737,59.263,54.280,45.720,60.19,288,1.000,bicubic,-54.233,-44.930,-168 -vit_base_patch32_384.augreg_in1k,40.707,59.293,55.187,44.813,88.30,384,1.000,bicubic,-52.443,-43.423,+129 -skresnext50_32x4d.ra_in1k,40.703,59.297,56.020,43.980,27.48,224,0.875,bicubic,-53.257,-42.810,+17 -resnet101.gluon_in1k,40.693,59.307,56.123,43.877,44.55,224,0.875,bicubic,-53.067,-42.577,+42 -hrnet_w40.ms_in1k,40.663,59.337,56.753,43.247,57.56,224,0.875,bilinear,-53.067,-42.047,+46 +swinv2_tiny_window8_256.ms_in1k,41.370,58.630,57.150,42.850,28.35,256,0.900,bicubic,-53.650,-41.820,-173 +resnet152.tv_in1k,41.330,58.670,57.513,42.487,60.19,224,0.875,bilinear,-51.910,-41.187,+149 +dpn68b.ra_in1k,41.297,58.703,55.077,44.923,12.61,288,1.000,bicubic,-52.493,-43.863,+61 +resnet50.ram_in1k,41.297,58.703,55.033,44.967,25.56,288,0.950,bicubic,-52.703,-43.847,+32 +cs3darknet_l.c2ns_in1k,41.277,58.723,57.377,42.623,21.16,288,0.950,bicubic,-53.393,-41.883,-103 +xception71.tf_in1k,41.273,58.727,55.890,44.110,42.34,299,0.903,bicubic,-52.647,-43.060,+39 +gernet_s.idstcv_in1k,41.260,58.740,58.823,41.177,8.17,224,0.875,bilinear,-51.180,-39.677,+232 +inception_v3.tf_adv_in1k,41.253,58.747,56.327,43.673,23.83,299,0.875,bicubic,-51.757,-42.493,+171 +resnet101.a1_in1k,41.207,58.793,54.273,45.727,44.55,288,1.000,bicubic,-53.733,-44.927,-164 +dpn92.mx_in1k,41.203,58.797,56.217,43.783,37.67,224,0.875,bicubic,-52.947,-42.733,+2 +resnetv2_50d_gn.ah_in1k,41.113,58.887,56.520,43.480,25.57,288,1.000,bicubic,-54.107,-42.510,-235 +resnet50.c1_in1k,41.090,58.910,56.453,43.547,25.56,288,1.000,bicubic,-53.420,-42.547,-74 +nf_regnet_b1.ra2_in1k,41.010,58.990,58.133,41.867,10.22,288,0.900,bicubic,-52.880,-40.757,+36 +resnet50d.gluon_in1k,40.963,59.037,57.130,42.870,25.58,224,0.875,bicubic,-52.577,-41.580,+94 +fbnetv3_b.ra2_in1k,40.960,59.040,58.650,41.350,8.60,256,0.950,bilinear,-52.670,-40.300,+76 +resnet152.a3_in1k,40.940,59.060,55.030,44.970,60.19,224,0.950,bicubic,-53.500,-44.150,-63 +inception_v3.gluon_in1k,40.910,59.090,55.623,44.377,23.83,299,0.875,bicubic,-52.650,-43.217,+86 +ecaresnet50d_pruned.miil_in1k,40.907,59.093,57.633,42.367,19.94,288,0.950,bicubic,-53.393,-41.567,-37 +cs3darknet_focus_l.c2ns_in1k,40.893,59.107,56.630,43.370,21.15,288,0.950,bicubic,-53.897,-42.530,-144 +resnetv2_50.a1h_in1k,40.890,59.110,56.383,43.617,25.55,288,1.000,bicubic,-53.790,-42.707,-121 +levit_conv_192.fb_dist_in1k,40.840,59.160,56.707,43.293,10.95,224,0.900,bicubic,-52.870,-42.113,+59 +levit_192.fb_dist_in1k,40.837,59.163,56.710,43.290,10.95,224,0.900,bicubic,-52.873,-42.220,+57 +tiny_vit_5m_224.in1k,40.827,59.173,57.257,42.743,5.39,224,0.950,bicubic,-52.963,-41.283,+39 +regnety_320.pycls_in1k,40.810,59.190,56.110,43.890,145.05,224,0.875,bicubic,-53.710,-42.850,-92 +regnetx_032.tv2_in1k,40.790,59.210,56.627,43.373,15.30,224,0.965,bicubic,-53.730,-42.543,-88 +eva02_tiny_patch14_336.mim_in22k_ft_in1k,40.767,59.233,56.067,43.933,5.76,336,1.000,bicubic,-53.683,-43.033,-78 +maxvit_rmlp_pico_rw_256.sw_in1k,40.757,59.243,55.203,44.797,7.52,256,0.950,bicubic,-53.453,-43.747,-24 +legacy_xception.tf_in1k,40.753,59.247,56.397,43.603,22.86,299,0.897,bicubic,-52.867,-42.373,+65 +lamhalobotnet50ts_256.a1h_in1k,40.753,59.247,56.103,43.897,22.57,256,0.950,bicubic,-54.057,-43.127,-156 +resnet152.a2_in1k,40.737,59.263,54.280,45.720,60.19,288,1.000,bicubic,-54.233,-44.930,-189 +vit_base_patch32_384.augreg_in1k,40.710,59.290,55.197,44.803,88.30,384,1.000,bicubic,-52.450,-43.413,+128 +skresnext50_32x4d.ra_in1k,40.703,59.297,56.023,43.977,27.48,224,0.875,bicubic,-53.267,-42.807,+7 +resnet101.gluon_in1k,40.693,59.307,56.137,43.863,44.55,224,0.875,bicubic,-53.067,-42.563,+35 +hrnet_w40.ms_in1k,40.660,59.340,56.757,43.243,57.56,224,0.875,bilinear,-53.070,-42.043,+39 resmlp_24_224.fb_in1k,40.657,59.343,56.557,43.443,30.02,224,0.875,bicubic,-52.763,-42.273,+98 -resnet50.am_in1k,40.620,59.380,57.377,42.623,25.56,224,0.875,bicubic,-53.010,-41.493,+59 -resnext50_32x4d.ra_in1k,40.620,59.380,56.347,43.653,25.03,288,0.950,bicubic,-53.710,-42.683,-45 -repvgg_b1.rvgg_in1k,40.603,59.397,57.843,42.157,57.42,224,0.875,bilinear,-52.837,-40.977,+90 -ese_vovnet39b.ra_in1k,40.590,59.410,56.600,43.400,24.57,288,0.950,bicubic,-53.890,-42.460,-80 -halonet50ts.a1h_in1k,40.573,59.427,55.197,44.803,22.73,256,0.940,bicubic,-54.147,-43.863,-133 -tf_efficientnet_lite3.in1k,40.567,59.433,56.463,43.537,8.20,300,0.904,bilinear,-53.523,-42.497,-10 -mobilevitv2_175.cvnets_in1k,40.537,59.463,56.273,43.727,14.25,256,0.888,bicubic,-53.693,-42.657,-33 -xcit_tiny_12_p8_224.fb_in1k,40.537,59.463,55.647,44.353,6.71,224,1.000,bicubic,-53.813,-43.233,-55 -dla169.in1k,40.523,59.477,57.247,42.753,53.39,224,0.875,bilinear,-53.267,-41.293,+27 -tresnet_m.miil_in1k_448,40.513,59.487,56.690,43.310,31.39,448,0.875,bilinear,-54.147,-42.460,-121 -regnetz_b16.ra3_in1k,40.510,59.490,55.997,44.003,9.72,288,1.000,bicubic,-54.160,-43.133,-124 -pit_xs_224.in1k,40.497,59.503,56.540,43.460,10.62,224,0.900,bicubic,-52.393,-42.230,+147 -resnetaa50.a1h_in1k,40.483,59.517,55.993,44.007,25.56,288,1.000,bicubic,-54.367,-43.127,-163 -vit_base_patch16_384.augreg_in1k,40.473,59.527,53.247,46.753,86.86,384,1.000,bicubic,-53.967,-45.773,-81 -regnetx_320.pycls_in1k,40.470,59.530,55.653,44.347,107.81,224,0.875,bicubic,-53.760,-43.167,-42 -repvgg_b2.rvgg_in1k,40.467,59.533,57.780,42.220,89.02,224,0.875,bilinear,-53.113,-41.000,+52 -coat_mini.in1k,40.417,59.583,55.200,44.800,10.34,224,0.900,bicubic,-54.343,-43.890,-152 -eca_resnet33ts.ra2_in1k,40.400,59.600,57.337,42.663,19.68,288,1.000,bicubic,-53.850,-41.693,-48 -resnet34d.ra2_in1k,40.400,59.600,56.170,43.830,21.82,288,0.950,bicubic,-53.200,-42.590,+45 -skresnet34.ra_in1k,40.390,59.610,56.720,43.280,22.28,224,0.875,bicubic,-52.180,-41.800,+168 -efficientnet_el_pruned.in1k,40.377,59.623,56.893,43.107,10.59,300,0.904,bicubic,-53.703,-42.127,-24 -efficientnet_b2_pruned.in1k,40.373,59.627,56.523,43.477,8.31,260,0.890,bicubic,-53.427,-42.387,+12 -wide_resnet101_2.tv_in1k,40.360,59.640,55.793,44.207,126.89,224,0.875,bilinear,-53.360,-43.007,+23 -coat_lite_mini.in1k,40.357,59.643,55.697,44.303,11.01,224,0.900,bicubic,-53.113,-43.073,+62 -legacy_seresnext101_32x4d.in1k,40.347,59.653,54.817,45.183,48.96,224,0.875,bilinear,-53.773,-43.973,-33 -sebotnet33ts_256.a1h_in1k,40.347,59.653,53.223,46.777,13.70,256,0.940,bicubic,-53.963,-45.377,-67 -tf_efficientnet_b0.ap_in1k,40.343,59.657,56.803,43.197,5.29,224,0.875,bicubic,-52.277,-41.567,+155 -densenet201.tv_in1k,40.283,59.717,56.713,43.287,20.01,224,0.875,bicubic,-52.417,-41.887,+148 -regnetx_160.pycls_in1k,40.253,59.747,56.050,43.950,54.28,224,0.875,bicubic,-53.657,-42.840,-9 -xception65.tf_in1k,40.253,59.747,55.263,44.737,39.92,299,0.903,bicubic,-53.497,-43.597,+13 -resnet101.a2_in1k,40.190,59.810,54.223,45.777,44.55,288,1.000,bicubic,-54.700,-45.047,-188 -resnet50.c2_in1k,40.187,59.813,55.247,44.753,25.56,288,1.000,bicubic,-54.083,-43.793,-67 -resnet50.ra_in1k,40.180,59.820,56.197,43.803,25.56,288,0.950,bicubic,-53.920,-42.643,-39 -poolformerv2_s12.sail_in1k,40.163,59.837,57.450,42.550,11.89,224,1.000,bicubic,-52.727,-41.080,+126 -resnetblur50.bt_in1k,40.157,59.843,56.187,43.813,25.56,288,0.950,bicubic,-54.013,-42.823,-50 -mobilevitv2_200.cvnets_in1k,40.140,59.860,55.517,44.483,18.45,256,0.888,bicubic,-54.380,-43.393,-120 -darknetaa53.c2ns_in1k,40.120,59.880,55.777,44.223,36.02,288,1.000,bilinear,-54.090,-43.223,-57 -hrnet_w48.ms_in1k,40.107,59.893,56.623,43.377,77.47,224,0.875,bilinear,-53.903,-42.307,-32 -vit_base_patch16_224.sam_in1k,40.097,59.903,55.427,44.573,86.57,224,0.900,bicubic,-53.793,-43.323,-17 -resnet50_gn.a1h_in1k,40.060,59.940,54.857,45.143,25.56,288,0.950,bicubic,-54.560,-44.193,-149 -legacy_seresnet152.in1k,40.053,59.947,55.830,44.170,66.82,224,0.875,bilinear,-53.357,-43.000,+58 -resnet50.d_in1k,40.043,59.957,54.717,45.283,25.56,288,1.000,bicubic,-54.427,-44.283,-116 -hrnet_w30.ms_in1k,40.037,59.963,57.120,42.880,37.71,224,0.875,bilinear,-53.373,-41.730,+57 -regnetx_080.pycls_in1k,39.990,60.010,55.950,44.050,39.57,224,0.875,bicubic,-53.800,-42.910,-9 -seresnet33ts.ra2_in1k,39.987,60.013,56.403,43.597,19.78,288,1.000,bicubic,-54.273,-42.597,-76 -tf_efficientnet_b1.aa_in1k,39.967,60.033,56.123,43.877,7.79,240,0.882,bicubic,-53.753,-42.687,+1 -resnet101c.gluon_in1k,39.957,60.043,55.283,44.717,44.57,224,0.875,bicubic,-53.733,-43.477,+6 -convnext_pico_ols.d1_in1k,39.887,60.113,55.610,44.390,9.06,288,1.000,bicubic,-54.123,-43.420,-40 -resmlp_12_224.fb_distilled_in1k,39.833,60.167,57.430,42.570,15.35,224,0.875,bicubic,-53.037,-41.190,+113 +resnext50_32x4d.ra_in1k,40.627,59.373,56.340,43.660,25.03,288,0.950,bicubic,-53.703,-42.690,-58 +resnet50.am_in1k,40.610,59.390,57.377,42.623,25.56,224,0.875,bicubic,-53.030,-41.493,+52 +repvgg_b1.rvgg_in1k,40.607,59.393,57.843,42.157,57.42,224,0.875,bilinear,-52.833,-40.947,+90 +ese_vovnet39b.ra_in1k,40.590,59.410,56.600,43.400,24.57,288,0.950,bicubic,-53.890,-42.460,-96 +halonet50ts.a1h_in1k,40.577,59.423,55.193,44.807,22.73,256,0.940,bicubic,-54.143,-43.867,-153 +tf_efficientnet_lite3.in1k,40.560,59.440,56.467,43.533,8.20,300,0.904,bilinear,-53.530,-42.373,-19 +mobilevitv2_175.cvnets_in1k,40.537,59.463,56.273,43.727,14.25,256,0.888,bicubic,-53.693,-42.657,-44 +xcit_tiny_12_p8_224.fb_in1k,40.537,59.463,55.647,44.353,6.71,224,1.000,bicubic,-53.813,-43.233,-69 +dla169.in1k,40.523,59.477,57.240,42.760,53.39,224,0.875,bilinear,-53.277,-41.670,+17 +tresnet_m.miil_in1k_448,40.520,59.480,56.687,43.313,31.39,448,0.875,bilinear,-54.140,-42.463,-139 +regnetz_b16.ra3_in1k,40.507,59.493,56.003,43.997,9.72,288,1.000,bicubic,-54.163,-43.127,-142 +pit_xs_224.in1k,40.493,59.507,56.540,43.460,10.62,224,0.900,bicubic,-52.397,-42.240,+152 +resnetaa50.a1h_in1k,40.483,59.517,55.987,44.013,25.56,288,1.000,bicubic,-54.367,-42.983,-184 +regnetx_320.pycls_in1k,40.470,59.530,55.653,44.347,107.81,224,0.875,bicubic,-53.760,-43.297,-53 +vit_base_patch16_384.augreg_in1k,40.470,59.530,53.250,46.750,86.86,384,1.000,bicubic,-53.970,-45.780,-98 +repvgg_b2.rvgg_in1k,40.467,59.533,57.780,42.220,89.02,224,0.875,bilinear,-53.113,-41.010,+48 +coat_mini.in1k,40.420,59.580,55.200,44.800,10.34,224,0.900,bicubic,-54.340,-43.890,-172 +eca_resnet33ts.ra2_in1k,40.400,59.600,57.340,42.660,19.68,288,1.000,bicubic,-53.850,-41.690,-60 +resnet34d.ra2_in1k,40.400,59.600,56.170,43.830,21.82,288,0.950,bicubic,-53.200,-42.590,+41 +skresnet34.ra_in1k,40.393,59.607,56.730,43.270,22.28,224,0.875,bicubic,-52.177,-41.790,+175 +efficientnet_el_pruned.in1k,40.383,59.617,56.907,43.093,10.59,300,0.904,bicubic,-53.707,-42.113,-35 +efficientnet_b2_pruned.in1k,40.373,59.627,56.520,43.480,8.31,260,0.890,bicubic,-53.427,-42.340,+3 +wide_resnet101_2.tv_in1k,40.363,59.637,55.790,44.210,126.89,224,0.875,bilinear,-53.357,-43.010,+16 +coat_lite_mini.in1k,40.357,59.643,55.697,44.303,11.01,224,0.900,bicubic,-53.113,-43.073,+60 +sebotnet33ts_256.a1h_in1k,40.353,59.647,53.223,46.777,13.70,256,0.940,bicubic,-53.957,-45.377,-80 +legacy_seresnext101_32x4d.in1k,40.347,59.653,54.817,45.183,48.96,224,0.875,bilinear,-53.773,-43.973,-45 +tf_efficientnet_b0.ap_in1k,40.343,59.657,56.803,43.197,5.29,224,0.875,bicubic,-52.277,-41.567,+161 +densenet201.tv_in1k,40.283,59.717,56.713,43.287,20.01,224,0.875,bicubic,-52.417,-41.887,+153 +mobileone_s2.apple_in1k,40.263,59.737,57.967,42.033,7.88,224,0.900,bilinear,-52.397,-40.683,+156 +regnetx_160.pycls_in1k,40.253,59.747,56.050,43.950,54.28,224,0.875,bicubic,-53.657,-42.840,-19 +xception65.tf_in1k,40.253,59.747,55.263,44.737,39.92,299,0.903,bicubic,-53.497,-43.607,+5 +resnet101.a2_in1k,40.190,59.810,54.223,45.777,44.55,288,1.000,bicubic,-54.700,-45.047,-210 +resnet50.c2_in1k,40.187,59.813,55.247,44.753,25.56,288,1.000,bicubic,-54.083,-43.573,-80 +resnet50.ra_in1k,40.180,59.820,56.197,43.803,25.56,288,0.950,bicubic,-53.910,-42.763,-46 +resnetblur50.bt_in1k,40.163,59.837,56.190,43.810,25.56,288,0.950,bicubic,-54.007,-42.820,-61 +poolformerv2_s12.sail_in1k,40.160,59.840,57.447,42.553,11.89,224,1.000,bicubic,-52.730,-41.083,+129 +mobilevitv2_200.cvnets_in1k,40.140,59.860,55.517,44.483,18.45,256,0.888,bicubic,-54.380,-43.653,-137 +fastvit_t12.apple_in1k,40.127,59.873,55.243,44.757,7.55,256,0.900,bicubic,-53.363,-43.617,+42 +darknetaa53.c2ns_in1k,40.120,59.880,55.787,44.213,36.02,288,1.000,bilinear,-54.090,-43.213,-70 +hrnet_w48.ms_in1k,40.110,59.890,56.633,43.367,77.47,224,0.875,bilinear,-53.900,-42.297,-43 +vit_base_patch16_224.sam_in1k,40.100,59.900,55.423,44.577,86.57,224,0.900,bicubic,-53.790,-43.317,-28 +resnet50_gn.a1h_in1k,40.057,59.943,54.853,45.147,25.56,288,0.950,bicubic,-54.563,-44.197,-168 +legacy_seresnet152.in1k,40.050,59.950,55.837,44.163,66.82,224,0.875,bilinear,-53.360,-42.993,+56 +resnet50.d_in1k,40.050,59.950,54.713,45.287,25.56,288,1.000,bicubic,-54.420,-44.287,-134 +hrnet_w30.ms_in1k,40.043,59.957,57.110,42.890,37.71,224,0.875,bilinear,-53.367,-41.740,+55 +seresnet33ts.ra2_in1k,39.990,60.010,56.403,43.597,19.78,288,1.000,bicubic,-54.270,-42.597,-90 +regnetx_080.pycls_in1k,39.990,60.010,55.950,44.050,39.57,224,0.875,bicubic,-53.800,-42.960,-18 +tf_efficientnet_b1.aa_in1k,39.970,60.030,56.127,43.873,7.79,240,0.882,bicubic,-53.750,-42.683,-8 +resnet101c.gluon_in1k,39.953,60.047,55.287,44.713,44.57,224,0.875,bicubic,-53.747,-43.433,-3 +fastvit_s12.apple_in1k,39.927,60.073,54.840,45.160,9.47,256,0.900,bicubic,-53.773,-43.920,-3 +convnext_pico_ols.d1_in1k,39.887,60.113,55.617,44.383,9.06,288,1.000,bicubic,-54.123,-43.413,-52 +resmlp_12_224.fb_distilled_in1k,39.833,60.167,57.430,42.570,15.35,224,0.875,bicubic,-53.037,-41.190,+115 tf_efficientnetv2_b0.in1k,39.800,60.200,56.287,43.713,7.14,224,0.875,bicubic,-53.260,-42.413,+80 -res2net50_26w_8s.in1k,39.800,60.200,54.900,45.100,48.40,224,0.875,bilinear,-53.610,-43.850,+52 -darknet53.c2ns_in1k,39.740,60.260,55.283,44.717,41.61,288,1.000,bicubic,-54.620,-43.767,-104 -res2net101_26w_4s.in1k,39.720,60.280,54.550,45.450,45.21,224,0.875,bilinear,-53.810,-44.020,+23 -lambda_resnet50ts.a1h_in1k,39.720,60.280,54.373,45.627,21.54,256,0.950,bicubic,-54.850,-44.537,-147 -hrnet_w44.ms_in1k,39.690,60.310,55.330,44.670,67.06,224,0.875,bilinear,-53.930,-43.630,+6 -regnetx_120.pycls_in1k,39.687,60.313,55.643,44.357,46.11,224,0.875,bicubic,-54.573,-43.527,-88 -vit_small_patch32_224.augreg_in21k_ft_in1k,39.677,60.323,55.253,44.747,22.88,224,0.900,bicubic,-52.463,-43.267,+155 -resmlp_big_24_224.fb_in1k,39.637,60.363,54.830,45.170,129.14,224,0.875,bicubic,-54.633,-44.120,-91 -vit_small_patch16_384.augreg_in1k,39.630,60.370,54.237,45.763,22.20,384,1.000,bicubic,-54.980,-44.903,-165 -mixnet_xl.ra_in1k,39.623,60.377,55.873,44.127,11.90,224,0.875,bicubic,-54.607,-43.177,-85 -xception41.tf_in1k,39.607,60.393,55.013,44.987,26.97,299,0.903,bicubic,-53.873,-43.737,+24 -densenet161.tv_in1k,39.603,60.397,56.130,43.870,28.68,224,0.875,bicubic,-53.287,-42.660,+96 -dla102x.in1k,39.567,60.433,56.320,43.680,26.31,224,0.875,bilinear,-53.973,-42.530,+12 -tf_efficientnetv2_b1.in1k,39.567,60.433,55.337,44.663,8.14,240,0.882,bicubic,-54.143,-43.453,-15 -xcit_tiny_12_p16_224.fb_in1k,39.540,60.460,55.050,44.950,6.72,224,1.000,bicubic,-52.940,-43.380,+129 -sehalonet33ts.ra2_in1k,39.540,60.460,54.027,45.973,13.69,256,0.940,bicubic,-54.980,-45.143,-146 -convnext_pico.d1_in1k,39.520,60.480,55.317,44.683,9.05,288,0.950,bicubic,-54.510,-43.693,-65 -tf_efficientnet_b2.in1k,39.513,60.487,56.107,43.893,9.11,260,0.890,bicubic,-54.197,-42.683,-20 -rexnet_130.nav_in1k,39.480,60.520,56.637,43.363,7.56,224,0.875,bicubic,-54.200,-42.063,-15 -hrnet_w32.ms_in1k,39.473,60.527,56.123,43.877,41.23,224,0.875,bilinear,-53.487,-42.727,+77 +res2net50_26w_8s.in1k,39.800,60.200,54.900,45.100,48.40,224,0.875,bilinear,-53.610,-43.850,+49 +darknet53.c2ns_in1k,39.737,60.263,55.287,44.713,41.61,288,1.000,bicubic,-54.623,-43.763,-121 +res2net101_26w_4s.in1k,39.720,60.280,54.550,45.450,45.21,224,0.875,bilinear,-53.810,-44.020,+17 +lambda_resnet50ts.a1h_in1k,39.720,60.280,54.373,45.627,21.54,256,0.950,bicubic,-54.850,-44.537,-167 +regnetx_120.pycls_in1k,39.687,60.313,55.643,44.357,46.11,224,0.875,bicubic,-54.573,-43.527,-103 +hrnet_w44.ms_in1k,39.687,60.313,55.330,44.670,67.06,224,0.875,bilinear,-53.933,-43.630,0 +vit_small_patch32_224.augreg_in21k_ft_in1k,39.677,60.323,55.253,44.747,22.88,224,0.900,bicubic,-52.463,-43.267,+162 +resmlp_big_24_224.fb_in1k,39.637,60.363,54.830,45.170,129.14,224,0.875,bicubic,-54.633,-44.120,-106 +vit_small_patch16_384.augreg_in1k,39.623,60.377,54.243,45.757,22.20,384,1.000,bicubic,-54.987,-44.897,-185 +mixnet_xl.ra_in1k,39.620,60.380,55.870,44.130,11.90,224,0.875,bicubic,-54.610,-43.180,-99 +xception41.tf_in1k,39.607,60.393,55.013,44.987,26.97,299,0.903,bicubic,-53.873,-43.737,+19 +densenet161.tv_in1k,39.603,60.397,56.130,43.870,28.68,224,0.875,bicubic,-53.287,-42.660,+98 +tf_efficientnetv2_b1.in1k,39.573,60.427,55.327,44.673,8.14,240,0.882,bicubic,-54.137,-43.463,-24 +dla102x.in1k,39.567,60.433,56.320,43.680,26.31,224,0.875,bilinear,-53.973,-42.530,+5 +xcit_tiny_12_p16_224.fb_in1k,39.540,60.460,55.050,44.950,6.72,224,1.000,bicubic,-52.940,-43.380,+133 +sehalonet33ts.ra2_in1k,39.540,60.460,54.023,45.977,13.69,256,0.940,bicubic,-54.970,-44.737,-163 +convnext_pico.d1_in1k,39.517,60.483,55.317,44.683,9.05,288,0.950,bicubic,-54.513,-43.693,-77 +tf_efficientnet_b2.in1k,39.513,60.487,56.107,43.893,9.11,260,0.890,bicubic,-54.197,-42.703,-30 +rexnet_130.nav_in1k,39.480,60.520,56.637,43.363,7.56,224,0.875,bicubic,-54.200,-42.063,-23 +hrnet_w32.ms_in1k,39.467,60.533,56.120,43.880,41.23,224,0.875,bilinear,-53.483,-42.730,+79 levit_128.fb_dist_in1k,39.447,60.553,55.350,44.650,9.21,224,0.900,bicubic,-53.583,-43.360,+62 levit_conv_128.fb_dist_in1k,39.447,60.553,55.337,44.663,9.21,224,0.900,bicubic,-53.583,-43.363,+62 -resnetv2_50x1_bit.goog_in21k_ft_in1k,39.433,60.567,57.853,42.147,25.55,448,1.000,bilinear,-55.307,-41.327,-206 -ecaresnet50t.a1_in1k,39.417,60.583,53.680,46.320,25.57,288,1.000,bicubic,-55.473,-45.380,-232 -regnety_064.pycls_in1k,39.393,60.607,55.770,44.230,30.58,224,0.875,bicubic,-54.737,-43.260,-87 -regnety_120.pycls_in1k,39.347,60.653,55.277,44.723,51.82,224,0.875,bicubic,-54.663,-43.543,-69 -gcresnet33ts.ra2_in1k,39.327,60.673,55.887,44.113,19.88,288,1.000,bicubic,-55.023,-43.213,-123 -mobilevitv2_150.cvnets_in1k,39.323,60.677,55.230,44.770,10.59,256,0.888,bicubic,-54.727,-43.670,-77 -tf_efficientnet_el.in1k,39.297,60.703,55.377,44.623,10.59,300,0.904,bicubic,-55.053,-43.583,-127 -resnet101.tv_in1k,39.293,60.707,55.790,44.210,44.55,224,0.875,bilinear,-53.587,-42.870,+81 -resnet50s.gluon_in1k,39.257,60.743,55.023,44.977,25.68,224,0.875,bicubic,-54.313,-43.817,-10 -regnety_160.pycls_in1k,39.250,60.750,55.447,44.553,83.59,224,0.875,bicubic,-54.880,-43.573,-93 -resnet101.a3_in1k,39.250,60.750,53.707,46.293,44.55,224,0.950,bicubic,-54.610,-45.053,-54 -inception_v3.tf_in1k,39.223,60.777,54.310,45.690,23.83,299,0.875,bicubic,-53.967,-44.350,+36 -resnext50_32x4d.a1_in1k,39.183,60.817,53.360,46.640,25.03,288,1.000,bicubic,-55.197,-45.420,-138 -densenet169.tv_in1k,39.170,60.830,55.860,44.140,14.15,224,0.875,bicubic,-53.130,-42.750,+119 -tf_efficientnetv2_b2.in1k,39.167,60.833,54.567,45.433,10.10,260,0.890,bicubic,-54.893,-44.363,-88 -resnext50d_32x4d.bt_in1k,39.100,60.900,54.343,45.657,25.05,288,0.950,bicubic,-55.300,-44.707,-147 -legacy_seresnet101.in1k,39.040,60.960,55.003,44.997,49.33,224,0.875,bilinear,-54.230,-43.737,+23 -efficientnet_b1_pruned.in1k,39.007,60.993,55.633,44.367,6.33,240,0.882,bicubic,-53.973,-43.097,+56 -repvgg_b1g4.rvgg_in1k,38.980,61.020,56.353,43.647,39.97,224,0.875,bilinear,-54.050,-42.247,+41 -crossvit_9_dagger_240.in1k,38.967,61.033,54.870,45.130,8.78,240,0.875,bicubic,-53.793,-43.780,+81 -resnet50.a1_in1k,38.963,61.037,53.243,46.757,25.56,288,1.000,bicubic,-55.257,-45.507,-116 -inception_v3.tv_in1k,38.943,61.057,53.873,46.127,23.83,299,0.875,bicubic,-53.957,-44.857,+63 -regnety_080.pycls_in1k,38.910,61.090,55.190,44.810,39.18,224,0.875,bicubic,-54.970,-43.810,-71 -res2net101d.in1k,38.907,61.093,53.053,46.947,45.23,224,0.875,bilinear,-55.623,-45.927,-183 -legacy_seresnext50_32x4d.in1k,38.890,61.110,54.577,45.423,27.56,224,0.875,bilinear,-54.560,-44.203,-8 -dla102.in1k,38.833,61.167,55.310,44.690,33.27,224,0.875,bilinear,-54.417,-43.480,+15 +resnetv2_50x1_bit.goog_in21k_ft_in1k,39.433,60.567,57.853,42.147,25.55,448,1.000,bilinear,-55.307,-41.327,-229 +ecaresnet50t.a1_in1k,39.417,60.583,53.680,46.320,25.57,288,1.000,bicubic,-55.473,-45.380,-256 +regnety_064.pycls_in1k,39.387,60.613,55.770,44.230,30.58,224,0.875,bicubic,-54.743,-43.260,-100 +regnety_120.pycls_in1k,39.343,60.657,55.277,44.723,51.82,224,0.875,bicubic,-54.667,-43.543,-81 +gcresnet33ts.ra2_in1k,39.333,60.667,55.880,44.120,19.88,288,1.000,bicubic,-55.017,-43.220,-140 +mobilevitv2_150.cvnets_in1k,39.323,60.677,55.230,44.770,10.59,256,0.888,bicubic,-54.727,-43.670,-89 +resnet101.tv_in1k,39.290,60.710,55.787,44.213,44.55,224,0.875,bilinear,-53.590,-42.873,+84 +tf_efficientnet_el.in1k,39.287,60.713,55.377,44.623,10.59,300,0.904,bicubic,-55.063,-43.583,-145 +resnet50s.gluon_in1k,39.260,60.740,55.020,44.980,25.68,224,0.875,bicubic,-54.310,-43.820,-17 +resnet101.a3_in1k,39.253,60.747,53.710,46.290,44.55,224,0.950,bicubic,-54.607,-45.050,-65 +regnety_160.pycls_in1k,39.250,60.750,55.447,44.553,83.59,224,0.875,bicubic,-54.880,-43.573,-107 +repghostnet_200.in1k,39.243,60.757,56.423,43.577,9.80,224,0.875,bicubic,-54.307,-42.397,-16 +inception_v3.tf_in1k,39.223,60.777,54.300,45.700,23.83,299,0.875,bicubic,-53.967,-44.360,+34 +resnext50_32x4d.a1_in1k,39.190,60.810,53.350,46.650,25.03,288,1.000,bicubic,-55.190,-45.430,-156 +densenet169.tv_in1k,39.170,60.830,55.860,44.140,14.15,224,0.875,bicubic,-53.130,-42.750,+123 +tf_efficientnetv2_b2.in1k,39.167,60.833,54.563,45.437,10.10,260,0.890,bicubic,-54.893,-44.367,-101 +resnext50d_32x4d.bt_in1k,39.100,60.900,54.343,45.657,25.05,288,0.950,bicubic,-55.300,-44.447,-166 +legacy_seresnet101.in1k,39.043,60.957,55.003,44.997,49.33,224,0.875,bilinear,-54.227,-43.737,+22 +efficientnet_b1_pruned.in1k,39.003,60.997,55.630,44.370,6.33,240,0.882,bicubic,-53.977,-43.100,+57 +repvgg_b1g4.rvgg_in1k,38.977,61.023,56.350,43.650,39.97,224,0.875,bilinear,-54.053,-42.250,+40 +crossvit_9_dagger_240.in1k,38.970,61.030,54.867,45.133,8.78,240,0.875,bicubic,-53.800,-43.793,+81 +resnet50.a1_in1k,38.967,61.033,53.243,46.757,25.56,288,1.000,bicubic,-55.253,-45.507,-131 +inception_v3.tv_in1k,38.943,61.057,53.877,46.123,23.83,299,0.875,bicubic,-53.957,-44.853,+64 +regnety_080.pycls_in1k,38.910,61.090,55.190,44.810,39.18,224,0.875,bicubic,-54.970,-43.810,-84 +res2net101d.in1k,38.903,61.097,53.057,46.943,45.23,224,0.875,bilinear,-55.617,-45.853,-201 +legacy_seresnext50_32x4d.in1k,38.890,61.110,54.577,45.423,27.56,224,0.875,bilinear,-54.560,-44.203,-13 +dla102.in1k,38.840,61.160,55.317,44.683,33.27,224,0.875,bilinear,-54.430,-43.473,+12 visformer_tiny.in1k,38.830,61.170,55.023,44.977,10.32,224,0.900,bicubic,-54.150,-43.647,+44 -regnety_040.pycls_in1k,38.823,61.177,55.580,44.420,20.65,224,0.875,bicubic,-54.807,-43.330,-42 -regnetx_040.pycls_in1k,38.710,61.290,55.357,44.643,22.12,224,0.875,bicubic,-54.980,-43.573,-49 -res2net50_14w_8s.in1k,38.710,61.290,54.073,45.927,25.06,224,0.875,bilinear,-54.320,-44.747,+33 -dpn68.mx_in1k,38.687,61.313,54.687,45.313,12.61,224,0.875,bicubic,-53.613,-43.903,+101 -regnetx_032.pycls_in1k,38.680,61.320,55.160,44.840,15.30,224,0.875,bicubic,-54.560,-43.560,+11 -res2net50_26w_6s.in1k,38.680,61.320,53.773,46.227,37.05,224,0.875,bilinear,-54.910,-44.857,-40 -resnet33ts.ra2_in1k,38.667,61.333,55.167,44.833,19.68,288,1.000,bicubic,-55.263,-43.713,-88 -wide_resnet50_2.tv_in1k,38.650,61.350,54.463,45.537,68.88,224,0.875,bilinear,-54.810,-44.487,-19 -regnetx_016.tv2_in1k,38.620,61.380,54.733,45.267,9.19,224,0.965,bicubic,-55.400,-44.197,-103 -SelecSls60.in1k,38.613,61.387,55.613,44.387,30.67,224,0.875,bicubic,-54.387,-42.877,+31 -dla60x.in1k,38.607,61.393,55.400,44.600,17.35,224,0.875,bilinear,-54.583,-43.320,+8 -densenetblur121d.ra_in1k,38.600,61.400,55.640,44.360,8.00,288,0.950,bicubic,-54.430,-43.060,+25 -tf_efficientnet_b0.aa_in1k,38.587,61.413,55.977,44.023,5.29,224,0.875,bicubic,-53.813,-42.493,+87 -dla60_res2net.in1k,38.583,61.417,54.577,45.423,20.85,224,0.875,bilinear,-54.787,-44.253,-9 -SelecSls60b.in1k,38.557,61.443,55.313,44.687,32.77,224,0.875,bicubic,-54.943,-43.467,-34 -repvgg_a2.rvgg_in1k,38.553,61.447,55.767,44.233,28.21,224,0.875,bilinear,-54.127,-42.513,+63 -seresnet50.a1_in1k,38.537,61.463,53.413,46.587,28.09,288,1.000,bicubic,-55.623,-45.437,-130 -dpn68b.mx_in1k,38.530,61.470,55.183,44.817,12.61,224,0.875,bicubic,-54.260,-43.337,+51 -hardcorenas_f.miil_green_in1k,38.513,61.487,55.653,44.347,8.20,224,0.875,bilinear,-54.467,-42.967,+27 -resnet32ts.ra2_in1k,38.503,61.497,55.497,44.503,17.96,288,1.000,bicubic,-55.087,-43.243,-53 -dla60_res2next.in1k,38.443,61.557,54.950,45.050,17.03,224,0.875,bilinear,-55.137,-44.120,-51 -resmlp_12_224.fb_in1k,38.440,61.560,56.327,43.673,15.35,224,0.875,bicubic,-53.680,-42.243,+93 +regnety_040.pycls_in1k,38.823,61.177,55.580,44.420,20.65,224,0.875,bicubic,-54.807,-43.330,-49 +efficientvit_m5.r224_in1k,38.820,61.180,54.980,45.020,12.47,224,0.875,bicubic,-53.330,-43.540,+116 +regnetx_040.pycls_in1k,38.710,61.290,55.357,44.643,22.12,224,0.875,bicubic,-54.980,-43.573,-58 +res2net50_14w_8s.in1k,38.710,61.290,54.073,45.927,25.06,224,0.875,bilinear,-54.320,-44.747,+31 +dpn68.mx_in1k,38.687,61.313,54.687,45.313,12.61,224,0.875,bicubic,-53.613,-43.903,+104 +regnetx_032.pycls_in1k,38.680,61.320,55.160,44.840,15.30,224,0.875,bicubic,-54.560,-43.560,+8 +res2net50_26w_6s.in1k,38.680,61.320,53.773,46.227,37.05,224,0.875,bilinear,-54.910,-44.857,-49 +resnet33ts.ra2_in1k,38.667,61.333,55.173,44.827,19.68,288,1.000,bicubic,-55.263,-43.707,-102 +wide_resnet50_2.tv_in1k,38.650,61.350,54.467,45.533,68.88,224,0.875,bilinear,-54.810,-44.353,-26 +selecsls60.in1k,38.620,61.380,55.617,44.383,30.67,224,0.875,bicubic,-54.390,-42.873,+28 +regnetx_016.tv2_in1k,38.620,61.380,54.733,45.267,9.19,224,0.965,bicubic,-55.400,-44.197,-117 +dla60x.in1k,38.610,61.390,55.403,44.597,17.35,224,0.875,bilinear,-54.580,-43.317,+5 +tf_efficientnet_b0.aa_in1k,38.597,61.403,55.970,44.030,5.29,224,0.875,bicubic,-53.803,-42.500,+90 +densenetblur121d.ra_in1k,38.593,61.407,55.637,44.363,8.00,288,0.950,bicubic,-54.437,-43.063,+22 +dla60_res2net.in1k,38.593,61.407,54.563,45.437,20.85,224,0.875,bilinear,-54.777,-44.277,-13 +repvgg_a2.rvgg_in1k,38.553,61.447,55.767,44.233,28.21,224,0.875,bilinear,-54.127,-42.513,+64 +selecsls60b.in1k,38.550,61.450,55.310,44.690,32.77,224,0.875,bicubic,-54.950,-43.470,-43 +seresnet50.a1_in1k,38.537,61.463,53.413,46.587,28.09,288,1.000,bicubic,-55.623,-45.437,-145 +dpn68b.mx_in1k,38.530,61.470,55.183,44.817,12.61,224,0.875,bicubic,-54.250,-43.337,+51 +resnet32ts.ra2_in1k,38.510,61.490,55.507,44.493,17.96,288,1.000,bicubic,-55.080,-43.233,-61 +hardcorenas_f.miil_green_in1k,38.507,61.493,55.653,44.347,8.20,224,0.875,bilinear,-54.473,-42.977,+26 +hrnet_w18_small_v2.gluon_in1k,38.460,61.540,56.180,43.820,15.60,224,0.875,bicubic,-54.540,-42.580,+20 +resmlp_12_224.fb_in1k,38.440,61.560,56.327,43.673,15.35,224,0.875,bicubic,-53.680,-42.243,+98 tf_efficientnet_cc_b0_4e.in1k,38.430,61.570,55.177,44.823,13.31,224,0.875,bicubic,-54.390,-43.263,+44 -regnetx_064.pycls_in1k,38.420,61.580,54.993,45.007,26.21,224,0.875,bicubic,-55.220,-44.047,-66 +dla60_res2next.in1k,38.423,61.577,54.930,45.070,17.03,224,0.875,bilinear,-55.157,-44.140,-63 +regnetx_064.pycls_in1k,38.420,61.580,54.993,45.007,26.21,224,0.875,bicubic,-55.220,-44.047,-76 +ghostnetv2_160.in1k,38.410,61.590,55.530,44.470,12.39,224,0.875,bicubic,-54.680,-43.210,+2 resnet50.gluon_in1k,38.410,61.590,54.830,45.170,25.56,224,0.875,bicubic,-54.150,-43.720,+65 -resnet50d.a1_in1k,38.403,61.597,52.860,47.140,25.58,288,1.000,bicubic,-55.997,-46.200,-183 -regnety_008_tv.tv2_in1k,38.343,61.657,54.267,45.733,6.43,224,0.965,bicubic,-54.817,-44.413,-4 -hrnet_w18.ms_in1k,38.267,61.733,55.660,44.340,21.30,224,0.875,bilinear,-54.503,-42.960,+43 -tinynet_a.in1k,38.227,61.773,55.187,44.813,6.19,192,0.875,bicubic,-54.573,-43.373,+38 -ecaresnet50t.a3_in1k,38.227,61.773,53.650,46.350,25.57,224,0.950,bicubic,-55.633,-45.200,-100 -resnet34.a1_in1k,38.220,61.780,52.373,47.627,21.80,288,1.000,bicubic,-54.780,-46.257,+11 -densenet121.ra_in1k,38.177,61.823,55.140,44.860,7.98,288,0.950,bicubic,-54.523,-43.500,+46 -mixnet_l.ft_in1k,38.173,61.827,54.800,45.200,7.33,224,0.875,bicubic,-55.067,-43.950,-16 -regnety_032.pycls_in1k,38.170,61.830,54.370,45.630,19.44,224,0.875,bicubic,-55.290,-44.580,-46 -poolformer_s12.sail_in1k,38.157,61.843,56.207,43.793,11.92,224,0.900,bicubic,-54.343,-42.193,+57 -hardcorenas_e.miil_green_in1k,38.157,61.843,55.173,44.827,8.07,224,0.875,bilinear,-54.783,-43.497,+16 -efficientnet_b1.ft_in1k,38.080,61.920,54.000,46.000,7.79,256,1.000,bicubic,-54.940,-44.710,+2 -ecaresnet50t.a2_in1k,38.053,61.947,52.967,47.033,25.57,288,1.000,bicubic,-56.517,-46.073,-233 -gmixer_24_224.ra3_in1k,38.050,61.950,52.077,47.923,24.72,224,0.875,bicubic,-54.630,-46.453,+41 -vit_base_patch16_224.augreg_in1k,38.043,61.957,50.710,49.290,86.57,224,0.900,bicubic,-55.307,-48.050,-31 -coat_lite_tiny.in1k,38.033,61.967,53.463,46.537,5.72,224,0.900,bicubic,-54.827,-45.167,+24 -resnetrs50.tf_in1k,37.970,62.030,53.303,46.697,35.69,224,0.910,bicubic,-56.060,-45.437,-138 -resnext50_32x4d.a2_in1k,37.933,62.067,52.353,47.647,25.03,288,1.000,bicubic,-56.287,-46.687,-164 -mobilevitv2_125.cvnets_in1k,37.893,62.107,54.067,45.933,7.48,256,0.888,bicubic,-55.587,-44.773,-59 -resnet50c.gluon_in1k,37.880,62.120,54.117,45.883,25.58,224,0.875,bicubic,-55.030,-44.583,+11 -hardcorenas_c.miil_green_in1k,37.857,62.143,55.717,44.283,5.52,224,0.875,bilinear,-54.493,-42.623,+57 -efficientformerv2_s0.snap_dist_in1k,37.820,62.180,54.047,45.953,3.60,224,0.950,bicubic,-54.050,-44.323,+77 -res2net50_26w_4s.in1k,37.810,62.190,53.080,46.920,25.70,224,0.875,bilinear,-55.370,-45.580,-26 -efficientnet_es.ra_in1k,37.783,62.217,54.957,45.043,5.44,224,0.875,bicubic,-55.137,-43.603,+4 -resnest14d.gluon_in1k,37.773,62.227,56.473,43.527,10.61,224,0.875,bilinear,-53.377,-41.857,+102 -convnext_femto.d1_in1k,37.733,62.267,54.100,45.900,5.22,288,0.950,bicubic,-55.707,-44.550,-58 -resnext50_32x4d.tv_in1k,37.727,62.273,54.103,45.897,25.03,224,0.875,bilinear,-55.173,-44.217,+5 -pit_ti_distilled_224.in1k,37.707,62.293,55.643,44.357,5.10,224,0.900,bicubic,-53.023,-42.607,+111 -ecaresnet26t.ra2_in1k,37.667,62.333,54.357,45.643,16.01,320,0.950,bicubic,-56.273,-44.673,-137 -seresnet50.a2_in1k,37.667,62.333,52.373,47.627,28.09,288,1.000,bicubic,-56.783,-46.517,-224 -vit_base_patch32_224.augreg_in1k,37.563,62.437,51.810,48.190,88.22,224,0.900,bicubic,-53.027,-45.910,+111 -hardcorenas_d.miil_green_in1k,37.530,62.470,54.710,45.290,7.50,224,0.875,bilinear,-55.080,-43.800,+28 -res2next50.in1k,37.483,62.517,52.853,47.147,24.67,224,0.875,bilinear,-55.667,-45.787,-33 -convnextv2_femto.fcmae_ft_in1k,37.477,62.523,53.507,46.493,5.23,288,0.950,bicubic,-56.273,-45.463,-116 -resnet50.bt_in1k,37.420,62.580,53.860,46.140,25.56,288,0.950,bicubic,-56.540,-45.070,-146 -hrnet_w18.ms_aug_in1k,37.337,62.663,54.123,45.877,21.30,224,0.950,bilinear,-56.143,-44.857,-77 -lambda_resnet26t.c1_in1k,37.300,62.700,53.560,46.440,10.96,256,0.940,bicubic,-56.130,-45.170,-65 -convnext_femto_ols.d1_in1k,37.253,62.747,53.047,46.953,5.23,288,0.950,bicubic,-56.137,-45.863,-59 -hardcorenas_b.miil_green_in1k,37.240,62.760,55.037,44.963,5.18,224,0.875,bilinear,-54.680,-43.373,+57 -resnet50d.a2_in1k,37.227,62.773,51.743,48.257,25.58,288,1.000,bicubic,-57.233,-47.287,-236 -mobilenetv3_large_100.miil_in21k_ft_in1k,37.223,62.777,53.540,46.460,5.48,224,0.875,bilinear,-55.037,-44.700,+45 -res2net50d.in1k,37.223,62.777,51.387,48.613,25.72,224,0.875,bilinear,-57.057,-47.473,-203 -eca_halonext26ts.c1_in1k,37.170,62.830,53.103,46.897,10.76,256,0.940,bicubic,-56.380,-45.717,-93 -cs3darknet_focus_m.c2ns_in1k,37.140,62.860,53.910,46.090,9.30,288,0.950,bicubic,-55.960,-44.840,-39 -res2net50_48w_2s.in1k,37.120,62.880,53.327,46.673,25.29,224,0.875,bilinear,-55.660,-45.143,0 -lambda_resnet26rpt_256.c1_in1k,37.103,62.897,53.860,46.140,10.99,256,0.940,bicubic,-56.327,-45.020,-75 -vit_small_patch16_224.augreg_in1k,37.077,62.923,51.547,48.453,22.05,224,0.900,bicubic,-56.373,-47.233,-80 -rexnet_100.nav_in1k,37.063,62.937,54.047,45.953,4.80,224,0.875,bicubic,-55.767,-44.553,-7 -bat_resnext26ts.ch_in1k,37.057,62.943,53.743,46.257,10.73,256,0.900,bicubic,-56.063,-44.987,-45 -resnet50.a2_in1k,37.047,62.953,51.347,48.653,25.56,288,1.000,bicubic,-57.083,-47.593,-183 -dla60.in1k,37.043,62.957,54.213,45.787,22.04,224,0.875,bilinear,-55.597,-44.417,+6 -tf_efficientnet_b1.in1k,37.017,62.983,53.413,46.587,7.79,240,0.882,bicubic,-55.923,-45.117,-27 -regnety_016.pycls_in1k,37.013,62.987,54.083,45.917,11.20,224,0.875,bicubic,-55.997,-44.587,-38 -tf_mixnet_l.in1k,36.967,63.033,52.597,47.403,7.33,224,0.875,bicubic,-56.063,-45.933,-41 -botnet26t_256.c1_in1k,36.963,63.037,53.053,46.947,12.49,256,0.950,bicubic,-56.477,-45.737,-85 -resnet34.a2_in1k,36.953,63.047,51.433,48.567,21.80,288,1.000,bicubic,-55.617,-47.137,+7 -legacy_seresnet50.in1k,36.863,63.137,53.473,46.527,28.09,224,0.875,bilinear,-55.807,-45.177,-1 -halonet26t.a1h_in1k,36.843,63.157,52.270,47.730,12.48,256,0.950,bicubic,-56.747,-46.470,-115 -densenet121.tv_in1k,36.807,63.193,54.030,45.970,7.98,224,0.875,bicubic,-54.593,-44.220,+57 -tf_efficientnet_lite2.in1k,36.797,63.203,53.313,46.687,6.09,260,0.890,bicubic,-55.793,-45.227,+2 -mobilenetv2_120d.ra_in1k,36.793,63.207,54.047,45.953,5.83,224,0.875,bicubic,-55.817,-44.383,-2 -tf_efficientnet_lite1.in1k,36.727,63.273,53.580,46.420,5.42,240,0.882,bicubic,-55.563,-44.920,+20 -hardcorenas_a.miil_green_in1k,36.707,63.293,54.930,45.070,5.26,224,0.875,bilinear,-54.913,-43.360,+44 -regnetx_016.pycls_in1k,36.693,63.307,53.307,46.693,9.19,224,0.875,bicubic,-55.837,-45.243,+3 -eca_botnext26ts_256.c1_in1k,36.690,63.310,52.493,47.507,10.59,256,0.950,bicubic,-56.660,-46.197,-83 -levit_conv_128s.fb_dist_in1k,36.623,63.377,53.137,46.863,7.78,224,0.900,bicubic,-54.877,-45.263,+45 -levit_128s.fb_dist_in1k,36.623,63.377,53.130,46.870,7.78,224,0.900,bicubic,-54.887,-45.270,+45 -efficientnet_b0.ra_in1k,36.593,63.407,53.477,46.523,5.29,224,0.875,bicubic,-55.887,-45.203,+2 -resnext50_32x4d.a3_in1k,36.553,63.447,51.143,48.857,25.03,224,0.950,bicubic,-56.997,-47.537,-120 -vit_base_patch32_224.sam_in1k,36.543,63.457,53.043,46.957,88.22,224,0.900,bicubic,-53.327,-44.557,+86 -xcit_nano_12_p8_224.fb_dist_in1k,36.513,63.487,52.873,47.127,3.05,224,1.000,bicubic,-55.917,-45.657,+3 -cs3darknet_m.c2ns_in1k,36.480,63.520,53.230,46.770,9.31,288,0.950,bicubic,-56.800,-45.560,-85 -mobilevitv2_100.cvnets_in1k,36.397,63.603,53.073,46.927,4.90,256,0.888,bicubic,-56.743,-45.687,-71 -tf_efficientnet_em.in1k,36.390,63.610,52.843,47.157,6.90,240,0.882,bicubic,-56.800,-45.647,-79 -resnet50d.a3_in1k,36.337,63.663,51.330,48.670,25.58,224,0.950,bicubic,-57.073,-47.360,-98 -skresnet18.ra_in1k,36.313,63.687,54.183,45.817,11.96,224,0.875,bicubic,-53.867,-43.597,+78 -repvgg_b0.rvgg_in1k,36.293,63.707,54.063,45.937,15.82,224,0.875,bilinear,-55.387,-44.387,+26 -resnet34.bt_in1k,36.257,63.743,52.757,47.243,21.80,288,0.950,bicubic,-56.023,-45.843,+5 -resnet50.tv_in1k,36.183,63.817,52.797,47.203,25.56,224,0.875,bilinear,-55.937,-45.613,+13 -legacy_seresnet34.in1k,36.150,63.850,52.570,47.430,21.96,224,0.875,bilinear,-55.340,-45.630,+33 -xcit_nano_12_p16_384.fb_dist_in1k,36.140,63.860,53.247,46.753,3.05,384,1.000,bicubic,-56.000,-45.263,+8 -coat_tiny.in1k,36.117,63.883,51.047,48.953,5.50,224,0.900,bicubic,-57.393,-47.633,-127 -resnet34.tv_in1k,36.070,63.930,53.537,46.463,21.80,224,0.875,bilinear,-54.230,-44.433,+66 -deit_tiny_distilled_patch16_224.fb_in1k,36.023,63.977,54.247,45.753,5.91,224,0.900,bicubic,-55.057,-44.023,+48 -mobilenetv2_140.ra_in1k,35.997,64.003,53.963,46.037,6.11,224,0.875,bicubic,-56.053,-44.287,+9 -convnextv2_atto.fcmae_ft_in1k,35.990,64.010,51.183,48.817,3.71,288,0.950,bicubic,-56.930,-47.497,-56 -resnet50.a3_in1k,35.950,64.050,50.487,49.513,25.56,224,0.950,bicubic,-56.990,-48.173,-60 -tf_efficientnet_lite0.in1k,35.940,64.060,53.490,46.510,4.65,224,0.875,bicubic,-55.340,-44.350,+30 -SelecSls42b.in1k,35.823,64.177,52.473,47.527,32.46,224,0.875,bicubic,-56.657,-46.157,-17 -xcit_nano_12_p8_384.fb_dist_in1k,35.797,64.203,52.297,47.703,3.05,384,1.000,bicubic,-57.503,-46.563,-105 -seresnext26ts.ch_in1k,35.780,64.220,53.460,46.540,10.39,288,1.000,bicubic,-57.160,-45.120,-68 -resnet34.gluon_in1k,35.780,64.220,52.183,47.817,21.80,224,0.875,bicubic,-55.310,-45.987,+40 -convnext_atto.d2_in1k,35.773,64.227,52.323,47.677,3.70,288,0.950,bicubic,-56.997,-46.337,-46 -seresnet50.a3_in1k,35.757,64.243,51.163,48.837,28.09,224,0.950,bicubic,-56.603,-47.167,-17 -resnet26t.ra2_in1k,35.727,64.273,53.583,46.417,16.01,320,1.000,bicubic,-57.193,-45.107,-66 -efficientnet_lite0.ra_in1k,35.647,64.353,53.667,46.333,4.65,224,0.875,bicubic,-55.613,-44.573,+24 -dla34.in1k,35.637,64.363,52.797,47.203,15.74,224,0.875,bilinear,-55.583,-45.373,+24 -mixnet_m.ft_in1k,35.633,64.367,52.430,47.570,5.01,224,0.875,bicubic,-56.637,-45.930,-13 -resnet18.fb_ssl_yfcc100m_ft_in1k,35.613,64.387,53.753,46.247,11.69,224,0.875,bilinear,-55.087,-44.277,+41 -mobilenetv3_rw.rmsp_in1k,35.543,64.457,53.707,46.293,5.48,224,0.875,bicubic,-56.007,-44.573,+10 -regnetx_008.tv2_in1k,35.533,64.467,51.477,48.523,7.26,224,0.965,bicubic,-56.957,-46.953,-32 -convnext_atto_ols.a2_in1k,35.403,64.597,51.390,48.610,3.70,288,0.950,bicubic,-57.577,-47.140,-82 -efficientnet_es_pruned.in1k,35.387,64.613,52.837,47.163,5.44,224,0.875,bicubic,-56.303,-45.573,-1 -mobilenetv2_110d.ra_in1k,35.307,64.693,52.870,47.130,4.52,224,0.875,bicubic,-56.023,-45.320,+13 -tf_mixnet_m.in1k,35.197,64.803,50.990,49.010,5.01,224,0.875,bicubic,-57.013,-47.430,-18 -hrnet_w18_small_v2.ms_in1k,35.163,64.837,52.423,47.577,15.60,224,0.875,bilinear,-55.997,-45.917,+19 -xcit_nano_12_p16_224.fb_dist_in1k,35.120,64.880,52.547,47.453,3.05,224,1.000,bicubic,-55.070,-45.203,+46 -resnet34.a3_in1k,35.033,64.967,50.503,49.497,21.80,224,0.950,bicubic,-55.207,-47.377,+42 -convit_tiny.fb_in1k,35.027,64.973,51.777,48.223,5.71,224,0.875,bicubic,-55.523,-46.413,+34 -gcresnext26ts.ch_in1k,35.023,64.977,51.493,48.507,10.48,288,1.000,bicubic,-57.717,-47.117,-59 -eca_resnext26ts.ch_in1k,34.930,65.070,52.373,47.627,10.30,288,1.000,bicubic,-57.820,-46.337,-61 -regnety_004.tv2_in1k,34.923,65.077,51.263,48.737,4.34,224,0.965,bicubic,-56.697,-46.907,-6 -tinynet_b.in1k,34.867,65.133,52.003,47.997,3.73,188,0.875,bicubic,-56.253,-46.057,+16 -resnext26ts.ra2_in1k,34.847,65.153,52.710,47.290,10.30,288,1.000,bicubic,-57.533,-45.680,-38 -regnety_008.pycls_in1k,34.780,65.220,51.737,48.263,6.26,224,0.875,bicubic,-57.110,-46.673,-17 -pit_ti_224.in1k,34.670,65.330,52.160,47.840,4.85,224,0.900,bicubic,-55.750,-45.850,+31 -tf_efficientnet_b0.in1k,34.627,65.373,51.140,48.860,5.29,224,0.875,bicubic,-57.653,-47.410,-33 -crossvit_9_240.in1k,34.620,65.380,51.770,48.230,8.55,240,0.875,bicubic,-56.440,-46.530,+16 -mobilenetv3_large_100.ra_in1k,34.610,65.390,52.840,47.160,5.48,224,0.875,bicubic,-56.860,-45.480,-5 -mixer_b16_224.goog_in21k_ft_in1k,34.427,65.573,48.107,51.893,59.88,224,0.875,bicubic,-56.713,-49.293,+8 -pvt_v2_b0.in1k,34.400,65.600,53.103,46.897,3.67,224,0.900,bicubic,-54.570,-44.587,+49 -tf_efficientnet_es.in1k,34.257,65.743,51.357,48.643,5.44,224,0.875,bicubic,-57.853,-47.073,-29 -fbnetc_100.rmsp_in1k,34.253,65.747,51.190,48.810,5.57,224,0.875,bilinear,-57.027,-46.900,-4 -resnet18d.ra2_in1k,34.220,65.780,51.767,48.233,11.71,288,0.950,bicubic,-56.580,-46.393,+12 -regnety_006.pycls_in1k,34.153,65.847,51.253,48.747,6.06,224,0.875,bicubic,-57.407,-47.177,-16 -resnet18.a1_in1k,33.973,66.027,49.410,50.590,11.69,288,1.000,bicubic,-56.227,-48.350,+26 -tf_mobilenetv3_large_100.in1k,33.960,66.040,51.470,48.530,5.48,224,0.875,bilinear,-57.460,-46.790,-12 -regnetx_008.pycls_in1k,33.803,66.197,50.543,49.457,7.26,224,0.875,bicubic,-57.377,-47.827,-4 -mnasnet_100.rmsp_in1k,33.780,66.220,51.170,48.830,4.38,224,0.875,bicubic,-57.430,-47.050,-6 -lcnet_100.ra2_in1k,33.773,66.227,52.090,47.910,2.95,224,0.875,bicubic,-55.137,-45.290,+42 -semnasnet_075.rmsp_in1k,33.770,66.230,52.403,47.597,2.91,224,0.875,bicubic,-56.450,-45.547,+20 -ese_vovnet19b_dw.ra_in1k,33.753,66.247,50.930,49.070,6.54,288,0.950,bicubic,-59.007,-47.560,-84 -regnetx_004_tv.tv2_in1k,33.710,66.290,49.803,50.197,5.50,224,0.965,bicubic,-57.450,-48.307,-7 -vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,33.630,66.370,50.687,49.313,6.36,384,1.000,bicubic,-58.100,-47.743,-33 -mobilevit_s.cvnets_in1k,33.627,66.373,49.297,50.703,5.58,256,0.900,bicubic,-59.523,-49.483,-136 -xcit_nano_12_p8_224.fb_in1k,33.580,66.420,50.220,49.780,3.05,224,1.000,bicubic,-57.520,-48.010,-6 -vit_tiny_patch16_384.augreg_in21k_ft_in1k,33.543,66.457,51.083,48.917,5.79,384,1.000,bicubic,-59.877,-47.727,-164 -semnasnet_100.rmsp_in1k,33.503,66.497,50.787,49.213,3.89,224,0.875,bicubic,-58.167,-47.503,-33 -spnasnet_100.rmsp_in1k,33.490,66.510,51.280,48.720,4.42,224,0.875,bilinear,-57.100,-46.670,+2 -mixnet_s.ft_in1k,33.473,66.527,50.997,49.003,4.13,224,0.875,bicubic,-58.297,-47.313,-40 -crossvit_tiny_240.in1k,33.353,66.647,49.897,50.103,7.01,240,0.875,bicubic,-57.177,-48.053,+4 -mobilevitv2_075.cvnets_in1k,33.340,66.660,50.110,49.890,2.87,256,0.888,bicubic,-58.630,-48.190,-47 -vgg19_bn.tv_in1k,33.240,66.760,50.777,49.223,143.68,224,0.875,bilinear,-57.750,-47.323,-8 -ghostnet_100.in1k,33.190,66.810,51.160,48.840,5.18,224,0.875,bilinear,-57.260,-46.660,+2 -regnetx_006.pycls_in1k,33.147,66.853,50.243,49.757,6.20,224,0.875,bicubic,-57.643,-47.847,-8 -edgenext_x_small.in1k,33.110,66.890,49.003,50.997,2.34,288,1.000,bicubic,-58.470,-49.187,-38 -seresnext26t_32x4d.bt_in1k,33.087,66.913,50.270,49.730,16.81,288,0.950,bicubic,-60.263,-48.390,-164 -resnet18.tv_in1k,33.057,66.943,51.173,48.827,11.69,224,0.875,bilinear,-55.093,-45.947,+29 -seresnext26d_32x4d.bt_in1k,32.970,67.030,49.830,50.170,16.81,288,0.950,bicubic,-60.090,-48.880,-143 -xcit_nano_12_p16_224.fb_in1k,32.953,67.047,49.977,50.023,3.05,224,1.000,bicubic,-56.017,-47.433,+21 -legacy_seresnext26_32x4d.in1k,32.770,67.230,49.237,50.763,16.79,224,0.875,bicubic,-59.830,-49.173,-90 -hrnet_w18_small.ms_in1k,32.653,67.347,50.590,49.410,13.19,224,0.875,bilinear,-57.217,-47.300,+2 -deit_tiny_patch16_224.fb_in1k,32.653,67.347,50.260,49.740,5.72,224,0.900,bicubic,-56.957,-47.700,+8 +resnet50d.a1_in1k,38.403,61.597,52.860,47.140,25.58,288,1.000,bicubic,-55.997,-46.200,-204 +regnety_008_tv.tv2_in1k,38.337,61.663,54.270,45.730,6.43,224,0.965,bicubic,-54.813,-44.410,-7 +hrnet_w18.ms_in1k,38.263,61.737,55.660,44.340,21.30,224,0.875,bilinear,-54.507,-42.960,+41 +tinynet_a.in1k,38.230,61.770,55.193,44.807,6.19,192,0.875,bicubic,-54.580,-43.367,+37 +ecaresnet50t.a3_in1k,38.227,61.773,53.650,46.350,25.57,224,0.950,bicubic,-55.633,-45.200,-117 +resnet34.a1_in1k,38.220,61.780,52.373,47.627,21.80,288,1.000,bicubic,-54.780,-46.257,+9 +densenet121.ra_in1k,38.180,61.820,55.137,44.863,7.98,288,0.950,bicubic,-54.520,-43.503,+44 +mixnet_l.ft_in1k,38.173,61.827,54.797,45.203,7.33,224,0.875,bicubic,-55.067,-43.953,-21 +regnety_032.pycls_in1k,38.167,61.833,54.363,45.637,19.44,224,0.875,bicubic,-55.293,-44.587,-55 +poolformer_s12.sail_in1k,38.157,61.843,56.213,43.787,11.92,224,0.900,bicubic,-54.343,-42.177,+58 +hardcorenas_e.miil_green_in1k,38.150,61.850,55.177,44.823,8.07,224,0.875,bilinear,-54.790,-43.333,+12 +efficientnet_b1.ft_in1k,38.080,61.920,54.000,46.000,7.79,256,1.000,bicubic,-54.940,-44.710,-2 +ecaresnet50t.a2_in1k,38.053,61.947,52.967,47.033,25.57,288,1.000,bicubic,-56.517,-46.073,-257 +gmixer_24_224.ra3_in1k,38.050,61.950,52.077,47.923,24.72,224,0.875,bicubic,-54.630,-46.453,+39 +vit_base_patch16_224.augreg_in1k,38.037,61.963,50.710,49.290,86.57,224,0.900,bicubic,-55.313,-48.050,-37 +coat_lite_tiny.in1k,38.033,61.967,53.463,46.537,5.72,224,0.900,bicubic,-54.827,-45.177,+22 +resnetrs50.tf_in1k,37.977,62.023,53.303,46.697,35.69,224,0.910,bicubic,-56.053,-45.437,-154 +resnext50_32x4d.a2_in1k,37.933,62.067,52.353,47.647,25.03,288,1.000,bicubic,-56.287,-46.687,-182 +mobilevitv2_125.cvnets_in1k,37.893,62.107,54.067,45.933,7.48,256,0.888,bicubic,-55.587,-44.773,-68 +resnet50c.gluon_in1k,37.873,62.127,54.117,45.883,25.58,224,0.875,bicubic,-55.037,-44.573,+7 +hardcorenas_c.miil_green_in1k,37.860,62.140,55.727,44.273,5.52,224,0.875,bilinear,-54.490,-42.613,+58 +efficientformerv2_s0.snap_dist_in1k,37.823,62.177,54.053,45.947,3.60,224,0.950,bicubic,-54.037,-44.317,+82 +res2net50_26w_4s.in1k,37.810,62.190,53.080,46.920,25.70,224,0.875,bilinear,-55.370,-45.580,-31 +efficientnet_es.ra_in1k,37.787,62.213,54.960,45.040,5.44,224,0.875,bicubic,-55.123,-43.720,+4 +resnest14d.gluon_in1k,37.777,62.223,56.480,43.520,10.61,224,0.875,bilinear,-53.373,-41.850,+109 +convnext_femto.d1_in1k,37.733,62.267,54.100,45.900,5.22,288,0.950,bicubic,-55.707,-44.720,-65 +resnext50_32x4d.tv_in1k,37.727,62.273,54.103,45.897,25.03,224,0.875,bilinear,-55.173,-44.217,+3 +pit_ti_distilled_224.in1k,37.710,62.290,55.647,44.353,5.10,224,0.900,bicubic,-53.020,-42.603,+121 +ecaresnet26t.ra2_in1k,37.667,62.333,54.357,45.643,16.01,320,0.950,bicubic,-56.273,-44.673,-153 +seresnet50.a2_in1k,37.667,62.333,52.373,47.627,28.09,288,1.000,bicubic,-56.783,-46.517,-247 +vit_base_patch32_224.augreg_in1k,37.563,62.437,51.810,48.190,88.22,224,0.900,bicubic,-53.027,-45.910,+122 +fastvit_t8.apple_dist_in1k,37.557,62.443,53.830,46.170,4.03,256,0.900,bicubic,-55.033,-44.710,+30 +hardcorenas_d.miil_green_in1k,37.543,62.457,54.720,45.280,7.50,224,0.875,bilinear,-55.067,-43.790,+26 +res2next50.in1k,37.483,62.517,52.853,47.147,24.67,224,0.875,bilinear,-55.667,-45.787,-38 +convnextv2_femto.fcmae_ft_in1k,37.477,62.523,53.507,46.493,5.23,288,0.950,bicubic,-56.273,-45.463,-131 +resnet50.bt_in1k,37.420,62.580,53.860,46.140,25.56,288,0.950,bicubic,-56.540,-45.070,-162 +hrnet_w18.ms_aug_in1k,37.337,62.663,54.123,45.877,21.30,224,0.950,bilinear,-56.143,-44.857,-87 +lambda_resnet26t.c1_in1k,37.300,62.700,53.563,46.437,10.96,256,0.940,bicubic,-56.130,-45.167,-73 +convnext_femto_ols.d1_in1k,37.253,62.747,53.047,46.953,5.23,288,0.950,bicubic,-56.137,-45.863,-67 +mobilenetv3_large_100.miil_in21k_ft_in1k,37.243,62.757,53.543,46.457,5.48,224,0.875,bilinear,-55.017,-44.697,+47 +hardcorenas_b.miil_green_in1k,37.233,62.767,55.033,44.967,5.18,224,0.875,bilinear,-54.687,-43.377,+60 +resnet50d.a2_in1k,37.227,62.773,51.743,48.257,25.58,288,1.000,bicubic,-57.233,-47.287,-261 +res2net50d.in1k,37.223,62.777,51.387,48.613,25.72,224,0.875,bilinear,-57.057,-47.703,-223 +fastvit_t8.apple_in1k,37.217,62.783,53.133,46.867,4.03,256,0.900,bicubic,-54.713,-45.247,+56 +eca_halonext26ts.c1_in1k,37.170,62.830,53.103,46.897,10.76,256,0.940,bicubic,-56.380,-45.497,-106 +cs3darknet_focus_m.c2ns_in1k,37.140,62.860,53.910,46.090,9.30,288,0.950,bicubic,-55.960,-44.840,-46 +res2net50_48w_2s.in1k,37.120,62.880,53.327,46.673,25.29,224,0.875,bilinear,-55.660,-45.143,-4 +lambda_resnet26rpt_256.c1_in1k,37.103,62.897,53.860,46.140,10.99,256,0.940,bicubic,-56.327,-45.020,-84 +vit_small_patch16_224.augreg_in1k,37.080,62.920,51.553,48.447,22.05,224,0.900,bicubic,-56.370,-47.227,-90 +rexnet_100.nav_in1k,37.057,62.943,54.050,45.950,4.80,224,0.875,bicubic,-55.773,-44.550,-12 +bat_resnext26ts.ch_in1k,37.057,62.943,53.743,46.257,10.73,256,0.900,bicubic,-56.063,-44.987,-51 +resnet50.a2_in1k,37.050,62.950,51.347,48.653,25.56,288,1.000,bicubic,-57.070,-47.623,-201 +dla60.in1k,37.040,62.960,54.220,45.780,22.04,224,0.875,bilinear,-55.610,-44.410,+3 +tf_efficientnet_b1.in1k,37.017,62.983,53.417,46.583,7.79,240,0.882,bicubic,-55.913,-45.243,-29 +regnety_016.pycls_in1k,37.013,62.987,54.083,45.917,11.20,224,0.875,bicubic,-55.997,-44.587,-43 +botnet26t_256.c1_in1k,36.963,63.037,53.053,46.947,12.49,256,0.950,bicubic,-56.477,-45.857,-93 +tf_mixnet_l.in1k,36.960,63.040,52.597,47.403,7.33,224,0.875,bicubic,-56.070,-45.933,-48 +resnet34.a2_in1k,36.953,63.047,51.433,48.567,21.80,288,1.000,bicubic,-55.617,-47.137,+5 +mobileone_s1.apple_in1k,36.930,63.070,54.603,45.397,4.83,224,0.900,bilinear,-54.860,-43.857,+46 +ghostnetv2_130.in1k,36.887,63.113,54.137,45.863,8.96,224,0.875,bicubic,-55.353,-44.243,+28 +legacy_seresnet50.in1k,36.863,63.137,53.473,46.527,28.09,224,0.875,bilinear,-55.797,-45.207,-6 +halonet26t.a1h_in1k,36.843,63.157,52.270,47.730,12.48,256,0.950,bicubic,-56.747,-46.470,-130 +densenet121.tv_in1k,36.807,63.193,54.030,45.970,7.98,224,0.875,bicubic,-54.593,-44.220,+60 +tf_efficientnet_lite2.in1k,36.800,63.200,53.313,46.687,6.09,260,0.890,bicubic,-55.790,-45.117,-3 +mobilenetv2_120d.ra_in1k,36.790,63.210,54.047,45.953,5.83,224,0.875,bicubic,-55.820,-44.383,-7 +tf_efficientnet_lite1.in1k,36.730,63.270,53.583,46.417,5.42,240,0.882,bicubic,-55.560,-44.917,+17 +regnetx_016.pycls_in1k,36.693,63.307,53.307,46.693,9.19,224,0.875,bicubic,-55.837,-45.243,0 +eca_botnext26ts_256.c1_in1k,36.690,63.310,52.493,47.507,10.59,256,0.950,bicubic,-56.660,-46.197,-92 +hardcorenas_a.miil_green_in1k,36.687,63.313,54.923,45.077,5.26,224,0.875,bilinear,-54.933,-43.357,+45 +levit_conv_128s.fb_dist_in1k,36.623,63.377,53.137,46.863,7.78,224,0.900,bicubic,-54.877,-45.263,+48 +levit_128s.fb_dist_in1k,36.623,63.377,53.130,46.870,7.78,224,0.900,bicubic,-54.887,-45.270,+48 +repghostnet_150.in1k,36.617,63.383,54.110,45.890,6.58,224,0.875,bicubic,-55.763,-44.420,+4 +efficientnet_b0.ra_in1k,36.593,63.407,53.477,46.523,5.29,224,0.875,bicubic,-55.887,-45.203,-3 +efficientvit_m4.r224_in1k,36.587,63.413,53.267,46.733,8.80,224,0.875,bicubic,-54.153,-44.773,+74 +resnext50_32x4d.a3_in1k,36.553,63.447,51.143,48.857,25.03,224,0.950,bicubic,-56.997,-47.537,-137 +vit_base_patch32_224.sam_in1k,36.543,63.457,53.043,46.957,88.22,224,0.900,bicubic,-53.327,-44.557,+94 +xcit_nano_12_p8_224.fb_dist_in1k,36.510,63.490,52.873,47.127,3.05,224,1.000,bicubic,-55.920,-45.667,-3 +cs3darknet_m.c2ns_in1k,36.480,63.520,53.230,46.770,9.31,288,0.950,bicubic,-56.800,-45.490,-96 +repvgg_a1.rvgg_in1k,36.450,63.550,53.770,46.230,14.09,224,0.875,bilinear,-54.670,-44.390,+57 +tf_efficientnet_em.in1k,36.393,63.607,52.853,47.147,6.90,240,0.882,bicubic,-56.797,-45.637,-90 +mobilevitv2_100.cvnets_in1k,36.387,63.613,53.083,46.917,4.90,256,0.888,bicubic,-56.753,-45.677,-84 +resnet50d.a3_in1k,36.330,63.670,51.320,48.680,25.58,224,0.950,bicubic,-57.080,-47.370,-112 +skresnet18.ra_in1k,36.313,63.687,54.187,45.813,11.96,224,0.875,bicubic,-53.867,-43.593,+83 +repvgg_b0.rvgg_in1k,36.290,63.710,54.057,45.943,15.82,224,0.875,bilinear,-55.390,-44.393,+25 +resnet34.bt_in1k,36.257,63.743,52.757,47.243,21.80,288,0.950,bicubic,-56.023,-45.843,-1 +resnet50.tv_in1k,36.180,63.820,52.793,47.207,25.56,224,0.875,bilinear,-55.940,-45.617,+8 +xcit_nano_12_p16_384.fb_dist_in1k,36.150,63.850,53.260,46.740,3.05,384,1.000,bicubic,-55.980,-45.250,+4 +legacy_seresnet34.in1k,36.150,63.850,52.567,47.433,21.96,224,0.875,bilinear,-55.340,-45.633,+33 +coat_tiny.in1k,36.117,63.883,51.047,48.953,5.50,224,0.900,bicubic,-57.393,-47.633,-144 +efficientvit_m3.r224_in1k,36.090,63.910,52.453,47.547,6.90,224,0.875,bicubic,-53.910,-45.377,+77 +resnet34.tv_in1k,36.070,63.930,53.537,46.463,21.80,224,0.875,bilinear,-54.230,-44.433,+70 +deit_tiny_distilled_patch16_224.fb_in1k,36.023,63.977,54.243,45.757,5.91,224,0.900,bicubic,-55.057,-44.027,+50 +mobilenetv2_140.ra_in1k,35.997,64.003,53.963,46.037,6.11,224,0.875,bicubic,-56.053,-44.287,+4 +convnextv2_atto.fcmae_ft_in1k,35.990,64.010,51.187,48.813,3.71,288,0.950,bicubic,-56.930,-47.373,-68 +resnet50.a3_in1k,35.957,64.043,50.483,49.517,25.56,224,0.950,bicubic,-56.983,-48.187,-71 +tf_efficientnet_lite0.in1k,35.937,64.063,53.477,46.523,4.65,224,0.875,bicubic,-55.343,-44.363,+29 +selecsls42b.in1k,35.813,64.187,52.473,47.527,32.46,224,0.875,bicubic,-56.667,-46.157,-25 +xcit_nano_12_p8_384.fb_dist_in1k,35.797,64.203,52.300,47.700,3.05,384,1.000,bicubic,-57.503,-46.560,-118 +seresnext26ts.ch_in1k,35.780,64.220,53.460,46.540,10.39,288,1.000,bicubic,-57.160,-45.120,-78 +resnet34.gluon_in1k,35.780,64.220,52.183,47.817,21.80,224,0.875,bicubic,-55.310,-45.997,+42 +convnext_atto.d2_in1k,35.777,64.223,52.323,47.677,3.70,288,0.950,bicubic,-56.993,-46.167,-56 +seresnet50.a3_in1k,35.757,64.243,51.163,48.837,28.09,224,0.950,bicubic,-56.603,-47.167,-24 +resnet26t.ra2_in1k,35.727,64.273,53.587,46.413,16.01,320,1.000,bicubic,-57.183,-45.113,-74 +dla34.in1k,35.657,64.343,52.803,47.197,15.74,224,0.875,bilinear,-55.563,-45.367,+24 +efficientnet_lite0.ra_in1k,35.640,64.360,53.663,46.337,4.65,224,0.875,bicubic,-55.610,-44.577,+22 +mixnet_m.ft_in1k,35.633,64.367,52.423,47.577,5.01,224,0.875,bicubic,-56.637,-45.937,-20 +resnet18.fb_ssl_yfcc100m_ft_in1k,35.613,64.387,53.753,46.247,11.69,224,0.875,bilinear,-55.087,-44.267,+43 +mobilenetv3_rw.rmsp_in1k,35.543,64.457,53.707,46.293,5.48,224,0.875,bicubic,-56.007,-44.573,+9 +regnetx_008.tv2_in1k,35.527,64.473,51.480,48.520,7.26,224,0.965,bicubic,-56.963,-46.950,-40 +convnext_atto_ols.a2_in1k,35.403,64.597,51.390,48.610,3.70,288,0.950,bicubic,-57.577,-47.150,-93 +efficientnet_es_pruned.in1k,35.393,64.607,52.840,47.160,5.44,224,0.875,bicubic,-56.307,-45.570,-3 +mobilenetv2_110d.ra_in1k,35.313,64.687,52.870,47.130,4.52,224,0.875,bicubic,-56.017,-45.320,+12 +repghostnet_130.in1k,35.263,64.737,52.567,47.433,5.48,224,0.875,bicubic,-56.677,-45.823,-14 +tf_mixnet_m.in1k,35.193,64.807,50.987,49.013,5.01,224,0.875,bicubic,-57.017,-47.433,-25 +hrnet_w18_small_v2.ms_in1k,35.163,64.837,52.420,47.580,15.60,224,0.875,bilinear,-55.997,-45.920,+17 +xcit_nano_12_p16_224.fb_dist_in1k,35.120,64.880,52.543,47.457,3.05,224,1.000,bicubic,-55.070,-45.207,+49 +resnet34.a3_in1k,35.033,64.967,50.503,49.497,21.80,224,0.950,bicubic,-55.207,-47.377,+45 +convit_tiny.fb_in1k,35.027,64.973,51.777,48.223,5.71,224,0.875,bicubic,-55.523,-46.413,+36 +gcresnext26ts.ch_in1k,35.017,64.983,51.493,48.507,10.48,288,1.000,bicubic,-57.723,-47.117,-70 +eca_resnext26ts.ch_in1k,34.927,65.073,52.370,47.630,10.30,288,1.000,bicubic,-57.823,-46.340,-72 +regnety_004.tv2_in1k,34.923,65.077,51.263,48.737,4.34,224,0.965,bicubic,-56.697,-46.907,-8 +tinynet_b.in1k,34.867,65.133,51.997,48.003,3.73,188,0.875,bicubic,-56.243,-46.063,+15 +resnext26ts.ra2_in1k,34.837,65.163,52.710,47.290,10.30,288,1.000,bicubic,-57.543,-45.680,-46 +regnety_008.pycls_in1k,34.780,65.220,51.743,48.257,6.26,224,0.875,bicubic,-57.120,-46.667,-21 +pit_ti_224.in1k,34.670,65.330,52.160,47.840,4.85,224,0.900,bicubic,-55.750,-45.850,+33 +tf_efficientnet_b0.in1k,34.623,65.377,51.143,48.857,5.29,224,0.875,bicubic,-57.657,-47.407,-41 +crossvit_9_240.in1k,34.613,65.387,51.767,48.233,8.55,240,0.875,bicubic,-56.437,-46.553,+16 +mobilenetv3_large_100.ra_in1k,34.600,65.400,52.843,47.157,5.48,224,0.875,bicubic,-56.870,-45.477,-7 +mixer_b16_224.goog_in21k_ft_in1k,34.427,65.573,48.107,51.893,59.88,224,0.875,bicubic,-56.713,-49.293,+6 +pvt_v2_b0.in1k,34.400,65.600,53.103,46.897,3.67,224,0.900,bicubic,-54.570,-44.587,+55 +tf_efficientnet_es.in1k,34.260,65.740,51.353,48.647,5.44,224,0.875,bicubic,-57.850,-47.077,-35 +fbnetc_100.rmsp_in1k,34.243,65.757,51.190,48.810,5.57,224,0.875,bilinear,-57.037,-46.890,-6 +resnet18d.ra2_in1k,34.213,65.787,51.763,48.237,11.71,288,0.950,bicubic,-56.587,-46.397,+12 +regnety_006.pycls_in1k,34.153,65.847,51.253,48.747,6.06,224,0.875,bicubic,-57.407,-47.177,-18 +repvgg_a0.rvgg_in1k,34.070,65.930,51.967,48.033,9.11,224,0.875,bilinear,-55.610,-45.793,+37 +ghostnetv2_100.in1k,34.037,65.963,51.973,48.027,6.16,224,0.875,bicubic,-57.593,-46.317,-24 +resnet18.a1_in1k,33.973,66.027,49.410,50.590,11.69,288,1.000,bicubic,-56.227,-48.350,+27 +tf_mobilenetv3_large_100.in1k,33.963,66.037,51.470,48.530,5.48,224,0.875,bilinear,-57.457,-46.790,-16 +regnetx_008.pycls_in1k,33.803,66.197,50.543,49.457,7.26,224,0.875,bicubic,-57.367,-47.827,-8 +repghostnet_111.in1k,33.790,66.210,51.543,48.457,4.54,224,0.875,bicubic,-57.310,-46.687,0 +mnasnet_100.rmsp_in1k,33.777,66.223,51.150,48.850,4.38,224,0.875,bicubic,-57.433,-47.070,-11 +semnasnet_075.rmsp_in1k,33.773,66.227,52.403,47.597,2.91,224,0.875,bicubic,-56.447,-45.547,+21 +lcnet_100.ra2_in1k,33.767,66.233,52.090,47.910,2.95,224,0.875,bicubic,-55.143,-45.290,+45 +ese_vovnet19b_dw.ra_in1k,33.753,66.247,50.920,49.080,6.54,288,0.950,bicubic,-59.007,-47.730,-97 +regnetx_004_tv.tv2_in1k,33.717,66.283,49.803,50.197,5.50,224,0.965,bicubic,-57.443,-48.297,-12 +vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,33.633,66.367,50.687,49.313,6.36,384,1.000,bicubic,-58.097,-47.743,-40 +mobilevit_s.cvnets_in1k,33.633,66.367,49.287,50.713,5.58,256,0.900,bicubic,-59.517,-49.493,-152 +xcit_nano_12_p8_224.fb_in1k,33.580,66.420,50.233,49.767,3.05,224,1.000,bicubic,-57.520,-47.817,-10 +vit_tiny_patch16_384.augreg_in21k_ft_in1k,33.550,66.450,51.077,48.923,5.79,384,1.000,bicubic,-59.870,-47.733,-183 +semnasnet_100.rmsp_in1k,33.507,66.493,50.803,49.197,3.89,224,0.875,bicubic,-58.163,-47.487,-39 +spnasnet_100.rmsp_in1k,33.490,66.510,51.287,48.713,4.42,224,0.875,bilinear,-57.100,-46.663,+1 +mixnet_s.ft_in1k,33.467,66.533,51.007,48.993,4.13,224,0.875,bicubic,-58.313,-47.293,-46 +crossvit_tiny_240.in1k,33.347,66.653,49.900,50.100,7.01,240,0.875,bicubic,-57.183,-48.050,+3 +mobilevitv2_075.cvnets_in1k,33.340,66.660,50.110,49.890,2.87,256,0.888,bicubic,-58.630,-48.190,-56 +efficientvit_m2.r224_in1k,33.293,66.707,49.810,50.190,4.19,224,0.875,bicubic,-55.617,-47.580,+32 +vgg19_bn.tv_in1k,33.240,66.760,50.777,49.223,143.68,224,0.875,bilinear,-57.750,-47.323,-12 +regnetx_006.pycls_in1k,33.147,66.853,50.243,49.757,6.20,224,0.875,bicubic,-57.643,-47.847,-11 +repghostnet_100.in1k,33.140,66.860,50.770,49.230,4.07,224,0.875,bicubic,-57.550,-47.350,-7 +edgenext_x_small.in1k,33.110,66.890,49.003,50.997,2.34,288,1.000,bicubic,-58.470,-49.187,-44 +seresnext26t_32x4d.bt_in1k,33.083,66.917,50.270,49.730,16.81,288,0.950,bicubic,-60.267,-48.390,-183 +resnet18.tv_in1k,33.057,66.943,51.173,48.827,11.69,224,0.875,bilinear,-55.093,-45.947,+34 +seresnext26d_32x4d.bt_in1k,32.973,67.027,49.823,50.177,16.81,288,0.950,bicubic,-60.087,-48.887,-160 +xcit_nano_12_p16_224.fb_in1k,32.953,67.047,49.977,50.023,3.05,224,1.000,bicubic,-56.017,-47.433,+23 +mobileone_s0.apple_in1k,32.853,67.147,51.063,48.937,5.29,224,0.875,bilinear,-55.957,-46.157,+25 +hrnet_w18_small.gluon_in1k,32.827,67.173,50.380,49.620,13.19,224,0.875,bicubic,-57.483,-47.370,-5 +legacy_seresnext26_32x4d.in1k,32.773,67.227,49.217,50.783,16.79,224,0.875,bicubic,-59.827,-49.193,-106 +hrnet_w18_small.ms_in1k,32.653,67.347,50.587,49.413,13.19,224,0.875,bilinear,-57.217,-47.303,+1 +deit_tiny_patch16_224.fb_in1k,32.650,67.350,50.263,49.737,5.72,224,0.900,bicubic,-56.960,-47.697,+6 legacy_seresnet18.in1k,32.600,67.400,50.317,49.683,11.78,224,0.875,bicubic,-56.660,-47.373,+11 -mobilenetv2_100.ra_in1k,32.523,67.477,50.803,49.197,3.50,224,0.875,bicubic,-57.327,-47.027,+2 -regnetx_004.pycls_in1k,32.513,67.487,49.340,50.660,5.16,224,0.875,bicubic,-56.947,-48.420,+6 -resnet26d.bt_in1k,32.420,67.580,49.997,50.003,16.01,288,0.950,bicubic,-60.130,-48.653,-91 -resnet18.gluon_in1k,32.413,67.587,49.740,50.260,11.69,224,0.875,bicubic,-56.247,-47.350,+15 -regnety_004.pycls_in1k,32.320,67.680,49.467,50.533,4.34,224,0.875,bicubic,-58.450,-48.603,-21 -resnet18.a2_in1k,32.223,67.777,47.887,52.113,11.69,288,1.000,bicubic,-57.257,-49.743,+1 -tf_mixnet_s.in1k,32.190,67.810,48.530,51.470,4.13,224,0.875,bicubic,-59.490,-49.710,-57 -resnet26.bt_in1k,32.173,67.827,49.443,50.557,16.00,288,0.950,bicubic,-59.947,-49.107,-71 -vit_tiny_patch16_224.augreg_in21k_ft_in1k,32.020,67.980,49.027,50.973,5.72,224,0.900,bicubic,-59.900,-49.313,-66 -tf_mobilenetv3_large_075.in1k,31.850,68.150,49.117,50.883,3.99,224,0.875,bilinear,-58.480,-48.753,-16 -tf_mobilenetv3_large_minimal_100.in1k,31.600,68.400,49.353,50.647,3.92,224,0.875,bilinear,-57.560,-47.957,+3 -vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,30.790,69.210,47.663,52.337,6.34,224,0.900,bicubic,-58.550,-50.037,-2 -tinynet_c.in1k,30.513,69.487,48.480,51.520,2.46,184,0.875,bicubic,-57.887,-48.780,+7 -lcnet_075.ra2_in1k,30.373,69.627,48.770,51.230,2.36,224,0.875,bicubic,-56.587,-47.780,+17 -vgg16_bn.tv_in1k,30.357,69.643,47.280,52.720,138.37,224,0.875,bilinear,-60.183,-50.710,-25 -resnet18.a3_in1k,30.097,69.903,46.337,53.663,11.69,224,0.950,bicubic,-56.973,-50.323,+13 -edgenext_xx_small.in1k,29.750,70.250,46.487,53.513,1.33,288,1.000,bicubic,-60.050,-51.013,-13 -regnety_002.pycls_in1k,29.710,70.290,46.830,53.170,3.16,224,0.875,bicubic,-58.480,-50.610,+4 -mobilevit_xs.cvnets_in1k,29.590,70.410,46.047,53.953,2.32,256,0.900,bicubic,-61.620,-52.013,-51 -mobilenetv3_small_100.lamb_in1k,29.050,70.950,47.200,52.800,2.54,224,0.875,bicubic,-57.130,-49.250,+13 -mnasnet_small.lamb_in1k,28.953,71.047,47.287,52.713,2.03,224,0.875,bicubic,-56.527,-48.713,+14 -vgg13_bn.tv_in1k,28.863,71.137,46.730,53.270,133.05,224,0.875,bilinear,-60.337,-50.800,-9 -resnet10t.c3_in1k,28.853,71.147,46.903,53.097,5.44,224,0.950,bicubic,-57.827,-49.827,+9 -regnetx_002.pycls_in1k,28.840,71.160,45.450,54.550,2.68,224,0.875,bicubic,-58.520,-51.550,+2 -mobilenetv2_050.lamb_in1k,28.660,71.340,46.593,53.407,1.97,224,0.875,bicubic,-56.330,-49.027,+13 -vgg19.tv_in1k,28.580,71.420,45.167,54.833,143.67,224,0.875,bilinear,-61.100,-52.383,-21 -mobilevitv2_050.cvnets_in1k,28.567,71.433,45.193,54.807,1.37,256,0.888,bicubic,-60.463,-52.397,-12 -dla60x_c.in1k,28.443,71.557,46.210,53.790,1.32,224,0.875,bilinear,-58.687,-50.930,0 -vgg11_bn.tv_in1k,28.430,71.570,46.460,53.540,132.87,224,0.875,bilinear,-59.970,-50.790,-8 -tinynet_d.in1k,27.960,72.040,45.877,54.123,2.34,152,0.875,bicubic,-57.480,-50.143,+6 -vgg16.tv_in1k,27.877,72.123,44.680,55.320,138.36,224,0.875,bilinear,-61.493,-52.840,-22 -resnet14t.c3_in1k,27.557,72.443,44.697,55.303,10.08,224,0.950,bicubic,-61.693,-52.743,-20 -tf_mobilenetv3_small_100.in1k,27.280,72.720,44.407,55.593,2.54,224,0.875,bilinear,-58.660,-51.993,+1 -mixer_l16_224.goog_in21k_ft_in1k,26.860,73.140,37.913,62.087,208.20,224,0.875,bicubic,-60.130,-56.157,-4 -mobilenetv3_small_075.lamb_in1k,26.537,73.463,43.883,56.117,2.04,224,0.875,bicubic,-57.583,-51.637,+6 -vgg11.tv_in1k,26.537,73.463,43.470,56.530,132.86,224,0.875,bilinear,-60.813,-53.630,-9 -mobilevit_xxs.cvnets_in1k,26.340,73.660,43.050,56.950,1.27,256,0.900,bicubic,-61.590,-54.140,-13 -vgg13.tv_in1k,26.273,73.727,43.353,56.647,133.05,224,0.875,bilinear,-61.297,-53.757,-13 -dla46x_c.in1k,26.220,73.780,43.770,56.230,1.07,224,0.875,bilinear,-59.210,-52.660,-2 -lcnet_050.ra2_in1k,26.210,73.790,44.570,55.430,1.88,224,0.875,bicubic,-56.820,-50.430,+2 -tf_mobilenetv3_small_075.in1k,26.197,73.803,43.630,56.370,2.04,224,0.875,bilinear,-58.303,-52.250,-1 -dla46_c.in1k,25.513,74.487,43.783,56.217,1.30,224,0.875,bilinear,-59.187,-52.427,-3 -tf_mobilenetv3_small_minimal_100.in1k,25.103,74.897,42.940,57.060,2.04,224,0.875,bilinear,-57.567,-52.080,0 -tinynet_e.in1k,23.357,76.643,41.070,58.930,2.04,106,0.875,bicubic,-56.463,-52.900,0 -mobilenetv3_small_050.lamb_in1k,21.740,78.260,38.753,61.247,1.59,224,0.875,bicubic,-56.350,-54.257,0 +ghostnet_100.in1k,32.550,67.450,50.410,49.590,5.18,224,0.875,bicubic,-57.910,-47.500,-13 +mobilenetv2_100.ra_in1k,32.513,67.487,50.790,49.210,3.50,224,0.875,bicubic,-57.357,-47.040,-2 +regnetx_004.pycls_in1k,32.493,67.507,49.323,50.677,5.16,224,0.875,bicubic,-56.977,-48.437,+3 +resnet26d.bt_in1k,32.420,67.580,49.997,50.003,16.01,288,0.950,bicubic,-60.130,-48.653,-107 +resnet18.gluon_in1k,32.417,67.583,49.737,50.263,11.69,224,0.875,bicubic,-56.243,-47.363,+16 +regnety_004.pycls_in1k,32.313,67.687,49.463,50.537,4.34,224,0.875,bicubic,-58.457,-48.607,-28 +resnet18.a2_in1k,32.223,67.777,47.890,52.110,11.69,288,1.000,bicubic,-57.247,-49.520,0 +tf_mixnet_s.in1k,32.200,67.800,48.523,51.477,4.13,224,0.875,bicubic,-59.480,-49.717,-67 +resnet26.bt_in1k,32.173,67.827,49.443,50.557,16.00,288,0.950,bicubic,-59.937,-49.107,-83 +vit_tiny_patch16_224.augreg_in21k_ft_in1k,32.020,67.980,49.017,50.983,5.72,224,0.900,bicubic,-59.900,-49.323,-77 +tf_mobilenetv3_large_075.in1k,31.847,68.153,49.130,50.870,3.99,224,0.875,bilinear,-58.483,-48.740,-21 +tf_mobilenetv3_large_minimal_100.in1k,31.600,68.400,49.353,50.647,3.92,224,0.875,bilinear,-57.560,-47.957,+2 +efficientvit_m1.r224_in1k,31.297,68.703,48.197,51.803,2.98,224,0.875,bicubic,-55.923,-48.823,+18 +repghostnet_080.in1k,30.873,69.127,48.797,51.203,3.28,224,0.875,bicubic,-58.597,-48.833,-6 +vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,30.790,69.210,47.663,52.337,6.34,224,0.900,bicubic,-58.550,-50.037,-5 +tinynet_c.in1k,30.517,69.483,48.477,51.523,2.46,184,0.875,bicubic,-57.883,-48.783,+6 +lcnet_075.ra2_in1k,30.373,69.627,48.770,51.230,2.36,224,0.875,bicubic,-56.587,-47.780,+19 +vgg16_bn.tv_in1k,30.357,69.643,47.280,52.720,138.37,224,0.875,bilinear,-60.183,-50.710,-32 +resnet18.a3_in1k,30.093,69.907,46.333,53.667,11.69,224,0.950,bicubic,-56.977,-50.327,+15 +efficientvit_b0.r224_in1k,30.060,69.940,46.603,53.397,3.41,224,0.950,bicubic,-58.240,-50.277,+4 +edgenext_xx_small.in1k,29.750,70.250,46.487,53.513,1.33,288,1.000,bicubic,-60.050,-51.013,-19 +regnety_002.pycls_in1k,29.707,70.293,46.827,53.173,3.16,224,0.875,bicubic,-58.463,-50.613,+3 +mobilevit_xs.cvnets_in1k,29.587,70.413,46.037,53.963,2.32,256,0.900,bicubic,-61.623,-52.013,-63 +mobilenetv3_small_100.lamb_in1k,29.050,70.950,47.200,52.800,2.54,224,0.875,bicubic,-57.130,-49.250,+14 +mnasnet_small.lamb_in1k,28.953,71.047,47.287,52.713,2.03,224,0.875,bicubic,-56.527,-48.713,+15 +vgg13_bn.tv_in1k,28.863,71.137,46.730,53.270,133.05,224,0.875,bilinear,-60.337,-50.800,-13 +resnet10t.c3_in1k,28.857,71.143,46.903,53.097,5.44,224,0.950,bicubic,-57.823,-49.827,+10 +regnetx_002.pycls_in1k,28.837,71.163,45.453,54.547,2.68,224,0.875,bicubic,-58.533,-51.547,+1 +efficientvit_m0.r224_in1k,28.797,71.203,45.777,54.223,2.35,224,0.875,bicubic,-54.423,-49.923,+19 +mobilenetv2_050.lamb_in1k,28.657,71.343,46.597,53.403,1.97,224,0.875,bicubic,-56.333,-49.023,+14 +vgg19.tv_in1k,28.580,71.420,45.167,54.833,143.67,224,0.875,bilinear,-61.100,-52.383,-27 +mobilevitv2_050.cvnets_in1k,28.560,71.440,45.203,54.797,1.37,256,0.888,bicubic,-60.470,-52.397,-17 +dla60x_c.in1k,28.443,71.557,46.220,53.780,1.32,224,0.875,bilinear,-58.667,-50.920,0 +vgg11_bn.tv_in1k,28.430,71.570,46.460,53.540,132.87,224,0.875,bilinear,-59.970,-50.790,-11 +repghostnet_058.in1k,28.400,71.600,46.587,53.413,2.55,224,0.875,bicubic,-58.750,-50.193,-3 +tinynet_d.in1k,27.960,72.040,45.877,54.123,2.34,152,0.875,bicubic,-57.480,-50.143,+7 +vgg16.tv_in1k,27.877,72.123,44.680,55.320,138.36,224,0.875,bilinear,-61.493,-52.840,-28 +resnet14t.c3_in1k,27.553,72.447,44.683,55.317,10.08,224,0.950,bicubic,-61.697,-52.757,-26 +tf_mobilenetv3_small_100.in1k,27.293,72.707,44.410,55.590,2.54,224,0.875,bilinear,-58.657,-51.990,0 +repghostnet_050.in1k,27.060,72.940,44.977,55.023,2.31,224,0.875,bicubic,-58.390,-51.173,+1 +mixer_l16_224.goog_in21k_ft_in1k,26.860,73.140,37.913,62.087,208.20,224,0.875,bicubic,-60.130,-56.157,-6 +vgg11.tv_in1k,26.537,73.463,43.470,56.530,132.86,224,0.875,bilinear,-60.813,-53.630,-12 +mobilenetv3_small_075.lamb_in1k,26.533,73.467,43.877,56.123,2.04,224,0.875,bicubic,-57.587,-51.643,+4 +mobilevit_xxs.cvnets_in1k,26.353,73.647,43.060,56.940,1.27,256,0.900,bicubic,-61.587,-54.130,-17 +vgg13.tv_in1k,26.273,73.727,43.353,56.647,133.05,224,0.875,bilinear,-61.297,-53.757,-17 +dla46x_c.in1k,26.207,73.793,43.777,56.223,1.07,224,0.875,bilinear,-59.233,-52.643,-4 +lcnet_050.ra2_in1k,26.197,73.803,44.577,55.423,1.88,224,0.875,bicubic,-56.843,-50.443,+2 +tf_mobilenetv3_small_075.in1k,26.197,73.803,43.617,56.383,2.04,224,0.875,bilinear,-58.303,-52.263,-2 +dla46_c.in1k,25.507,74.493,43.777,56.223,1.30,224,0.875,bilinear,-59.193,-52.433,-4 +tf_mobilenetv3_small_minimal_100.in1k,25.123,74.877,42.950,57.050,2.04,224,0.875,bilinear,-57.537,-52.080,0 +tinynet_e.in1k,23.353,76.647,41.067,58.933,2.04,106,0.875,bicubic,-56.457,-52.903,0 +mobilenetv3_small_050.lamb_in1k,21.737,78.263,38.757,61.243,1.59,224,0.875,bicubic,-56.343,-54.253,0 diff --git a/results/results-imagenet-real.csv b/results/results-imagenet-real.csv index 5df3e13060..1d4910fda2 100644 --- a/results/results-imagenet-real.csv +++ b/results/results-imagenet-real.csv @@ -1,1004 +1,1081 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,top1_diff,top5_diff,rank_diff eva02_large_patch14_448.mim_m38m_ft_in22k_in1k,91.129,8.871,98.713,1.287,305.08,448,1.000,bicubic,+1.077,-0.335,0 eva_giant_patch14_336.clip_ft_in1k,91.058,8.942,98.602,1.399,"1,013.01",336,1.000,bicubic,+1.592,-0.224,+5 -eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,91.020,8.980,98.685,1.315,305.08,448,1.000,bicubic,+1.054,-0.327,-1 +eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,91.022,8.978,98.683,1.317,305.08,448,1.000,bicubic,+1.052,-0.329,-1 eva_giant_patch14_560.m30m_ft_in22k_in1k,90.969,9.031,98.672,1.328,"1,014.45",560,1.000,bicubic,+1.183,-0.320,-1 -eva02_large_patch14_448.mim_in22k_ft_in1k,90.922,9.078,98.683,1.317,305.08,448,1.000,bicubic,+1.298,-0.267,-1 +eva02_large_patch14_448.mim_in22k_ft_in1k,90.920,9.080,98.685,1.315,305.08,448,1.000,bicubic,+1.298,-0.265,-1 eva_giant_patch14_336.m30m_ft_in22k_in1k,90.907,9.093,98.661,1.339,"1,013.01",336,1.000,bicubic,+1.341,-0.291,0 -eva_large_patch14_336.in22k_ft_in1k,90.903,9.098,98.785,1.215,304.53,336,1.000,bicubic,+2.233,+0.063,+6 +eva_large_patch14_336.in22k_ft_in1k,90.905,9.095,98.785,1.215,304.53,336,1.000,bicubic,+2.235,+0.063,+6 eva_giant_patch14_224.clip_ft_in1k,90.900,9.100,98.680,1.319,"1,012.56",224,0.900,bicubic,+2.020,+0.000,+1 -eva02_base_patch14_448.mim_in22k_ft_in22k_in1k,90.896,9.104,98.802,1.198,87.12,448,1.000,bicubic,+2.204,+0.078,+2 -eva02_large_patch14_448.mim_m38m_ft_in1k,90.888,9.113,98.653,1.347,305.08,448,1.000,bicubic,+1.318,-0.269,-5 -eva_large_patch14_336.in22k_ft_in22k_in1k,90.862,9.138,98.715,1.285,304.53,336,1.000,bicubic,+1.654,-0.139,-3 -eva02_base_patch14_448.mim_in22k_ft_in1k,90.800,9.200,98.742,1.258,87.12,448,1.000,bicubic,+2.550,+0.178,+14 +eva02_base_patch14_448.mim_in22k_ft_in22k_in1k,90.896,9.104,98.802,1.198,87.12,448,1.000,bicubic,+2.206,+0.078,+2 +eva02_large_patch14_448.mim_m38m_ft_in1k,90.890,9.110,98.653,1.347,305.08,448,1.000,bicubic,+1.316,-0.271,-5 +eva_large_patch14_336.in22k_ft_in22k_in1k,90.862,9.138,98.715,1.285,304.53,336,1.000,bicubic,+1.656,-0.139,-3 +eva02_base_patch14_448.mim_in22k_ft_in1k,90.800,9.200,98.742,1.258,87.12,448,1.000,bicubic,+2.548,+0.178,+14 caformer_b36.sail_in22k_ft_in1k_384,90.781,9.219,98.860,1.140,98.75,384,1.000,bicubic,+2.723,+0.278,+21 beit_large_patch16_512.in22k_ft_in22k_in1k,90.687,9.313,98.753,1.247,305.67,512,1.000,bicubic,+2.091,+0.097,+1 convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_384,90.678,9.322,98.813,1.187,200.13,384,1.000,bicubic,+2.372,+0.231,+8 -regnety_1280.swag_ft_in1k,90.659,9.341,98.819,1.181,644.81,384,1.000,bicubic,+2.429,+0.133,+12 +regnety_1280.swag_ft_in1k,90.657,9.343,98.819,1.181,644.81,384,1.000,bicubic,+2.427,+0.133,+12 convnext_xxlarge.clip_laion2b_soup_ft_in1k,90.642,9.358,98.806,1.194,846.47,256,1.000,bicubic,+2.038,+0.099,-3 convnext_large_mlp.clip_laion2b_augreg_ft_in1k_384,90.633,9.367,98.755,1.245,200.13,384,1.000,bicubic,+2.785,+0.309,+24 -volo_d5_512.sail_in1k,90.614,9.386,98.698,1.302,296.09,512,1.150,bicubic,+3.556,+0.728,+48 +volo_d5_512.sail_in1k,90.614,9.386,98.698,1.302,296.09,512,1.150,bicubic,+3.556,+0.728,+49 beit_large_patch16_384.in22k_ft_in22k_in1k,90.606,9.394,98.766,1.234,305.00,384,1.000,bicubic,+2.204,+0.158,-1 maxvit_rmlp_base_rw_384.sw_in12k_ft_in1k,90.584,9.416,98.617,1.383,116.14,384,1.000,bicubic,+2.756,+0.245,+22 -volo_d5_448.sail_in1k,90.580,9.420,98.685,1.315,295.91,448,1.150,bicubic,+3.628,+0.747,+52 -tf_efficientnet_l2.ns_jft_in1k,90.561,9.439,98.775,1.226,480.31,800,0.960,bicubic,+2.209,+0.127,-2 -maxvit_base_tf_512.in21k_ft_in1k,90.559,9.441,98.702,1.298,119.88,512,1.000,bicubic,+2.341,+0.174,+6 -eva_large_patch14_196.in22k_ft_in22k_in1k,90.555,9.445,98.698,1.302,304.14,196,1.000,bicubic,+1.979,+0.040,-8 -vit_large_patch14_clip_336.openai_ft_in12k_in1k,90.544,9.456,98.687,1.313,304.53,336,1.000,bicubic,+2.276,+0.161,-2 -convnextv2_huge.fcmae_ft_in22k_in1k_512,90.542,9.458,98.710,1.290,660.29,512,1.000,bicubic,+1.684,-0.038,-17 +volo_d5_448.sail_in1k,90.580,9.420,98.685,1.315,295.91,448,1.150,bicubic,+3.628,+0.747,+53 +tf_efficientnet_l2.ns_jft_in1k,90.561,9.439,98.775,1.226,480.31,800,0.960,bicubic,+2.209,+0.127,-3 +maxvit_base_tf_512.in21k_ft_in1k,90.561,9.439,98.702,1.298,119.88,512,1.000,bicubic,+2.341,+0.172,+7 +eva_large_patch14_196.in22k_ft_in22k_in1k,90.557,9.443,98.698,1.302,304.14,196,1.000,bicubic,+1.983,+0.040,-8 +convnextv2_huge.fcmae_ft_in22k_in1k_512,90.542,9.458,98.710,1.290,660.29,512,1.000,bicubic,+1.684,-0.038,-16 +vit_large_patch14_clip_336.openai_ft_in12k_in1k,90.542,9.458,98.687,1.313,304.53,336,1.000,bicubic,+2.274,+0.161,-3 convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_320,90.540,9.460,98.806,1.194,200.13,320,1.000,bicubic,+2.582,+0.331,+8 tf_efficientnet_l2.ns_jft_in1k_475,90.537,9.463,98.710,1.290,480.31,475,0.936,bicubic,+2.303,+0.164,-2 -eva_large_patch14_196.in22k_ft_in1k,90.533,9.467,98.772,1.228,304.14,196,1.000,bicubic,+2.599,+0.274,+7 -volo_d4_448.sail_in1k,90.512,9.488,98.591,1.409,193.41,448,1.150,bicubic,+3.720,+0.707,+52 -vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,90.501,9.499,98.631,1.369,632.46,336,1.000,bicubic,+1.909,-0.031,-16 -maxvit_xlarge_tf_512.in21k_ft_in1k,90.499,9.501,98.576,1.424,475.77,512,1.000,bicubic,+1.961,-0.068,-15 +eva_large_patch14_196.in22k_ft_in1k,90.535,9.465,98.770,1.230,304.14,196,1.000,bicubic,+2.603,+0.272,+7 +volo_d4_448.sail_in1k,90.512,9.488,98.591,1.409,193.41,448,1.150,bicubic,+3.720,+0.707,+53 +maxvit_xlarge_tf_512.in21k_ft_in1k,90.503,9.497,98.576,1.424,475.77,512,1.000,bicubic,+1.965,-0.068,-14 +vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,90.501,9.499,98.631,1.369,632.46,336,1.000,bicubic,+1.909,-0.031,-17 convnextv2_huge.fcmae_ft_in22k_in1k_384,90.497,9.503,98.695,1.304,660.29,384,1.000,bicubic,+1.827,-0.043,-22 convnext_xlarge.fb_in22k_ft_in1k_384,90.495,9.505,98.768,1.232,350.20,384,1.000,bicubic,+2.743,+0.212,+9 -caformer_m36.sail_in22k_ft_in1k_384,90.458,9.542,98.668,1.332,56.20,384,1.000,bicubic,+3.008,+0.360,+18 +caformer_m36.sail_in22k_ft_in1k_384,90.460,9.540,98.668,1.332,56.20,384,1.000,bicubic,+3.014,+0.360,+18 convformer_b36.sail_in22k_ft_in1k_384,90.448,9.552,98.772,1.228,99.88,384,1.000,bicubic,+2.846,+0.338,+10 maxxvitv2_rmlp_base_rw_384.sw_in12k_ft_in1k,90.444,9.556,98.749,1.251,116.09,384,1.000,bicubic,+2.980,+0.375,+14 -caformer_b36.sail_in22k_ft_in1k,90.431,9.569,98.764,1.236,98.75,224,1.000,bicubic,+3.009,+0.438,+16 -vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,90.428,9.572,98.640,1.360,304.53,336,1.000,bicubic,+2.251,+0.070,-8 +caformer_b36.sail_in22k_ft_in1k,90.431,9.569,98.764,1.236,98.75,224,1.000,bicubic,+3.011,+0.436,+16 +vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,90.428,9.572,98.642,1.358,304.53,336,1.000,bicubic,+2.248,+0.070,-8 vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k,90.418,9.582,98.644,1.356,632.05,224,1.000,bicubic,+2.162,+0.092,-16 -swinv2_base_window12to24_192to384.ms_in22k_ft_in1k,90.407,9.593,98.734,1.266,87.92,384,1.000,bicubic,+3.311,+0.500,+23 -vit_large_patch14_clip_224.openai_ft_in12k_in1k,90.379,9.621,98.659,1.341,304.20,224,1.000,bicubic,+2.203,+0.115,-11 -maxvit_xlarge_tf_384.in21k_ft_in1k,90.379,9.621,98.582,1.418,475.32,384,1.000,bicubic,+2.065,+0.038,-21 +swinv2_base_window12to24_192to384.ms_in22k_ft_in1k,90.407,9.593,98.734,1.266,87.92,384,1.000,bicubic,+3.311,+0.500,+24 +vit_large_patch14_clip_224.openai_ft_in12k_in1k,90.382,9.618,98.659,1.341,304.20,224,1.000,bicubic,+2.207,+0.113,-10 +maxvit_xlarge_tf_384.in21k_ft_in1k,90.379,9.621,98.582,1.418,475.32,384,1.000,bicubic,+2.065,+0.038,-22 coatnet_rmlp_2_rw_384.sw_in12k_ft_in1k,90.377,9.623,98.648,1.351,73.88,384,1.000,bicubic,+2.995,+0.337,+12 -beit_base_patch16_384.in22k_ft_in22k_in1k,90.367,9.633,98.725,1.275,86.74,384,1.000,bicubic,+3.567,+0.589,+35 +beit_base_patch16_384.in22k_ft_in22k_in1k,90.367,9.633,98.725,1.275,86.74,384,1.000,bicubic,+3.567,+0.589,+36 convnextv2_large.fcmae_ft_in22k_in1k_384,90.367,9.633,98.663,1.337,197.96,384,1.000,bicubic,+2.169,+0.135,-16 -maxvit_large_tf_512.in21k_ft_in1k,90.362,9.638,98.642,1.358,212.33,512,1.000,bicubic,+2.136,+0.044,-19 -maxvit_base_tf_384.in21k_ft_in1k,90.360,9.640,98.683,1.317,119.65,384,1.000,bicubic,+2.438,+0.139,-12 -convnextv2_base.fcmae_ft_in22k_in1k_384,90.360,9.640,98.670,1.330,88.72,384,1.000,bicubic,+2.716,+0.254,-3 -beitv2_large_patch16_224.in1k_ft_in22k_in1k,90.354,9.646,98.587,1.413,304.43,224,0.950,bicubic,+1.960,-0.011,-31 -vit_large_patch14_clip_336.laion2b_ft_in1k,90.332,9.668,98.597,1.403,304.53,336,1.000,bicubic,+2.476,+0.229,-12 +seresnextaa201d_32x8d.sw_in12k_ft_in1k_384,90.362,9.638,98.734,1.266,149.39,384,1.000,bicubic,+3.074,+0.400,+11 +maxvit_large_tf_512.in21k_ft_in1k,90.362,9.638,98.642,1.358,212.33,512,1.000,bicubic,+2.138,+0.044,-19 +maxvit_base_tf_384.in21k_ft_in1k,90.360,9.640,98.683,1.317,119.65,384,1.000,bicubic,+2.438,+0.139,-13 +convnextv2_base.fcmae_ft_in22k_in1k_384,90.360,9.640,98.670,1.330,88.72,384,1.000,bicubic,+2.716,+0.254,-4 +beitv2_large_patch16_224.in1k_ft_in22k_in1k,90.354,9.646,98.587,1.413,304.43,224,0.950,bicubic,+1.960,-0.011,-32 +vit_large_patch14_clip_336.laion2b_ft_in1k,90.332,9.668,98.597,1.403,304.53,336,1.000,bicubic,+2.476,+0.229,-13 convnext_base.clip_laion2b_augreg_ft_in12k_in1k_384,90.330,9.670,98.770,1.230,88.59,384,1.000,bicubic,+3.196,+0.548,+10 -maxvit_large_tf_384.in21k_ft_in1k,90.315,9.685,98.687,1.313,212.03,384,1.000,bicubic,+2.329,+0.119,-19 -vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,90.311,9.689,98.668,1.332,304.20,224,1.000,bicubic,+2.419,+0.258,-16 -convnext_large_mlp.clip_laion2b_augreg_ft_in1k,90.309,9.691,98.651,1.349,200.13,256,1.000,bicubic,+2.975,+0.433,+2 -vit_large_patch14_clip_224.openai_ft_in1k,90.309,9.691,98.640,1.360,304.20,224,1.000,bicubic,+2.457,+0.214,-16 -caformer_s36.sail_in22k_ft_in1k_384,90.305,9.695,98.794,1.206,39.30,384,1.000,bicubic,+3.449,+0.582,+19 +maxvit_large_tf_384.in21k_ft_in1k,90.315,9.685,98.687,1.313,212.03,384,1.000,bicubic,+2.329,+0.119,-20 +vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,90.311,9.689,98.668,1.332,304.20,224,1.000,bicubic,+2.417,+0.260,-17 +convnext_large_mlp.clip_laion2b_augreg_ft_in1k,90.309,9.691,98.651,1.349,200.13,256,1.000,bicubic,+2.973,+0.433,+1 +vit_large_patch14_clip_224.openai_ft_in1k,90.307,9.693,98.640,1.360,304.20,224,1.000,bicubic,+2.453,+0.214,-17 +caformer_s36.sail_in22k_ft_in1k_384,90.305,9.695,98.794,1.206,39.30,384,1.000,bicubic,+3.447,+0.582,+19 convnext_base.fb_in22k_ft_in1k_384,90.283,9.717,98.800,1.200,88.59,384,1.000,bicubic,+3.487,+0.536,+23 -convnext_large.fb_in22k_ft_in1k_384,90.279,9.721,98.659,1.341,197.77,384,1.000,bicubic,+2.807,+0.273,-9 -deit3_large_patch16_384.fb_in22k_ft_in1k,90.247,9.753,98.625,1.375,304.76,384,1.000,bicubic,+2.527,+0.113,-16 -dm_nfnet_f6.dm_in1k,90.241,9.759,98.625,1.375,438.36,576,0.956,bicubic,+3.879,+0.729,+43 +convnext_large.fb_in22k_ft_in1k_384,90.279,9.721,98.659,1.341,197.77,384,1.000,bicubic,+2.807,+0.273,-10 +deit3_large_patch16_384.fb_in22k_ft_in1k,90.247,9.753,98.625,1.375,304.76,384,1.000,bicubic,+2.527,+0.113,-17 +dm_nfnet_f6.dm_in1k,90.241,9.759,98.625,1.375,438.36,576,0.956,bicubic,+3.879,+0.729,+44 seresnextaa101d_32x8d.sw_in12k_ft_in1k_288,90.226,9.774,98.766,1.234,93.59,320,1.000,bicubic,+3.502,+0.590,+22 deit3_huge_patch14_224.fb_in22k_ft_in1k,90.226,9.774,98.640,1.360,632.13,224,1.000,bicubic,+3.040,+0.380,-1 -regnety_320.swag_ft_in1k,90.219,9.781,98.764,1.236,145.05,384,1.000,bicubic,+3.383,+0.402,+14 -vit_base_patch16_clip_384.laion2b_ft_in1k,90.213,9.787,98.704,1.296,86.86,384,1.000,bicubic,+3.593,+0.696,+22 -vit_large_patch16_384.augreg_in21k_ft_in1k,90.213,9.787,98.661,1.339,304.72,384,1.000,bicubic,+3.129,+0.359,-1 +regnety_320.swag_ft_in1k,90.213,9.787,98.764,1.236,145.05,384,1.000,bicubic,+3.379,+0.402,+14 +vit_large_patch16_384.augreg_in21k_ft_in1k,90.213,9.787,98.661,1.339,304.72,384,1.000,bicubic,+3.129,+0.359,0 +vit_base_patch16_clip_384.laion2b_ft_in1k,90.211,9.789,98.702,1.298,86.86,384,1.000,bicubic,+3.593,+0.694,+21 convformer_m36.sail_in22k_ft_in1k_384,90.204,9.796,98.651,1.349,57.05,384,1.000,bicubic,+3.312,+0.535,+8 convnextv2_huge.fcmae_ft_in1k,90.204,9.796,98.548,1.452,660.29,288,1.000,bicubic,+3.624,+0.576,+22 tf_efficientnetv2_l.in21k_ft_in1k,90.202,9.798,98.719,1.281,118.52,480,1.000,bicubic,+3.400,+0.583,+10 -vit_base_patch16_clip_384.openai_ft_in12k_in1k,90.200,9.800,98.651,1.349,86.86,384,0.950,bicubic,+3.176,+0.471,-2 +vit_base_patch16_clip_384.openai_ft_in12k_in1k,90.200,9.800,98.648,1.351,86.86,384,0.950,bicubic,+3.174,+0.466,-2 convformer_b36.sail_in22k_ft_in1k,90.189,9.811,98.695,1.304,99.88,224,1.000,bicubic,+3.191,+0.523,-3 -vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,90.189,9.811,98.585,1.415,86.86,384,1.000,bicubic,+2.981,+0.550,-13 +vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,90.189,9.811,98.585,1.415,86.86,384,1.000,bicubic,+2.983,+0.550,-13 cait_m48_448.fb_dist_in1k,90.189,9.811,98.484,1.516,356.46,448,1.000,bicubic,+3.697,+0.732,+25 -vit_huge_patch14_clip_224.laion2b_ft_in1k,90.181,9.819,98.544,1.456,632.05,224,1.000,bicubic,+2.593,+0.326,-27 -volo_d3_448.sail_in1k,90.174,9.826,98.550,1.450,86.63,448,1.000,bicubic,+3.674,+0.840,+20 -swinv2_large_window12to24_192to384.ms_in22k_ft_in1k,90.157,9.843,98.614,1.386,196.74,384,1.000,bicubic,+2.693,+0.364,-24 -beit_large_patch16_224.in22k_ft_in22k_in1k,90.149,9.851,98.725,1.275,304.43,224,0.900,bicubic,+2.671,+0.421,-28 -beitv2_large_patch16_224.in1k_ft_in1k,90.100,9.900,98.439,1.561,304.43,224,0.950,bicubic,+2.688,+0.205,-23 -tf_efficientnet_b7.ns_jft_in1k,90.098,9.902,98.617,1.383,66.35,600,0.949,bicubic,+3.258,+0.523,-2 -vit_large_patch14_clip_224.laion2b_ft_in1k,90.098,9.902,98.557,1.443,304.20,224,1.000,bicubic,+2.816,+0.311,-21 +vit_huge_patch14_clip_224.laion2b_ft_in1k,90.181,9.819,98.544,1.456,632.05,224,1.000,bicubic,+2.593,+0.326,-28 +volo_d3_448.sail_in1k,90.177,9.823,98.550,1.450,86.63,448,1.000,bicubic,+3.675,+0.840,+20 +swinv2_large_window12to24_192to384.ms_in22k_ft_in1k,90.157,9.843,98.614,1.386,196.74,384,1.000,bicubic,+2.693,+0.364,-25 +beit_large_patch16_224.in22k_ft_in22k_in1k,90.149,9.851,98.725,1.275,304.43,224,0.900,bicubic,+2.671,+0.421,-29 +beitv2_large_patch16_224.in1k_ft_in1k,90.100,9.900,98.439,1.561,304.43,224,0.950,bicubic,+2.688,+0.205,-24 +tf_efficientnet_b7.ns_jft_in1k,90.098,9.902,98.614,1.386,66.35,600,0.949,bicubic,+3.258,+0.522,-2 +vit_large_patch14_clip_224.laion2b_ft_in1k,90.095,9.905,98.555,1.445,304.20,224,1.000,bicubic,+2.809,+0.311,-21 convnextv2_base.fcmae_ft_in22k_in1k,90.068,9.932,98.676,1.324,88.72,288,1.000,bicubic,+3.070,+0.508,-11 -convnext_xlarge.fb_in22k_ft_in1k,90.066,9.934,98.619,1.381,350.20,288,1.000,bicubic,+2.736,+0.291,-24 -caformer_b36.sail_in1k_384,90.063,9.937,98.514,1.486,98.75,384,1.000,bicubic,+3.655,+0.700,+18 -cait_m36_384.fb_dist_in1k,90.051,9.949,98.495,1.505,271.22,384,1.000,bicubic,+3.991,+0.765,+39 -convnextv2_large.fcmae_ft_in22k_in1k,90.034,9.966,98.629,1.371,197.96,288,1.000,bicubic,+2.550,+0.273,-37 +convnext_xlarge.fb_in22k_ft_in1k,90.066,9.934,98.619,1.381,350.20,288,1.000,bicubic,+2.736,+0.291,-25 +caformer_b36.sail_in1k_384,90.063,9.937,98.514,1.486,98.75,384,1.000,bicubic,+3.655,+0.700,+19 +cait_m36_384.fb_dist_in1k,90.051,9.949,98.495,1.505,271.22,384,1.000,bicubic,+3.993,+0.765,+41 +convnextv2_large.fcmae_ft_in22k_in1k,90.034,9.966,98.629,1.371,197.96,288,1.000,bicubic,+2.550,+0.273,-38 seresnextaa101d_32x8d.sw_in12k_ft_in1k,90.029,9.971,98.685,1.315,93.59,288,1.000,bicubic,+3.545,+0.655,+11 -tf_efficientnetv2_m.in21k_ft_in1k,90.023,9.977,98.666,1.334,54.14,480,1.000,bicubic,+4.023,+0.720,+38 -convformer_s36.sail_in22k_ft_in1k_384,90.023,9.977,98.619,1.381,40.01,384,1.000,bicubic,+3.645,+0.635,+15 -swin_large_patch4_window12_384.ms_in22k_ft_in1k,90.019,9.981,98.661,1.339,196.74,384,1.000,bicubic,+2.887,+0.427,-26 -deit3_large_patch16_224.fb_in22k_ft_in1k,90.008,9.992,98.661,1.339,304.37,224,1.000,bicubic,+3.026,+0.425,-19 -convnext_base.clip_laiona_augreg_ft_in1k_384,90.001,9.998,98.548,1.452,88.59,384,1.000,bicubic,+3.499,+0.580,+3 +tiny_vit_21m_512.dist_in22k_ft_in1k,90.029,9.971,98.493,1.507,21.27,512,1.000,bicubic,+3.571,+0.609,+12 +tf_efficientnetv2_m.in21k_ft_in1k,90.025,9.975,98.666,1.334,54.14,480,1.000,bicubic,+4.033,+0.722,+42 +convformer_s36.sail_in22k_ft_in1k_384,90.023,9.977,98.619,1.381,40.01,384,1.000,bicubic,+3.645,+0.635,+14 +swin_large_patch4_window12_384.ms_in22k_ft_in1k,90.019,9.981,98.661,1.339,196.74,384,1.000,bicubic,+2.887,+0.427,-27 +deit3_large_patch16_224.fb_in22k_ft_in1k,90.008,9.992,98.659,1.341,304.37,224,1.000,bicubic,+3.026,+0.423,-20 +convnext_base.clip_laiona_augreg_ft_in1k_384,90.001,9.998,98.548,1.452,88.59,384,1.000,bicubic,+3.499,+0.580,+2 swin_base_patch4_window12_384.ms_in22k_ft_in1k,89.997,10.003,98.700,1.300,87.90,384,1.000,bicubic,+3.559,+0.634,+8 -vit_base_patch16_384.augreg_in21k_ft_in1k,89.989,10.011,98.678,1.322,86.86,384,1.000,bicubic,+3.993,+0.676,+34 -maxvit_base_tf_512.in1k,89.974,10.026,98.435,1.565,119.88,512,1.000,bicubic,+3.372,+0.517,-6 +vit_base_patch16_384.augreg_in21k_ft_in1k,89.989,10.011,98.678,1.322,86.86,384,1.000,bicubic,+3.995,+0.676,+35 +maxvit_base_tf_512.in1k,89.974,10.026,98.433,1.567,119.88,512,1.000,bicubic,+3.372,+0.515,-7 caformer_m36.sail_in1k_384,89.933,10.067,98.454,1.546,56.20,384,1.000,bicubic,+3.767,+0.634,+20 convnextv2_large.fcmae_ft_in1k,89.931,10.069,98.559,1.441,197.96,288,1.000,bicubic,+3.813,+0.737,+22 -maxvit_rmlp_base_rw_224.sw_in12k_ft_in1k,89.927,10.073,98.414,1.586,116.14,224,0.950,bicubic,+3.033,+0.400,-23 -swinv2_large_window12to16_192to256.ms_in22k_ft_in1k,89.925,10.075,98.505,1.494,196.74,256,0.900,bicubic,+2.973,+0.400,-26 -regnety_160.swag_ft_in1k,89.918,10.082,98.646,1.354,83.59,384,1.000,bicubic,+3.908,+0.592,+26 -convnext_small.fb_in22k_ft_in1k_384,89.916,10.084,98.685,1.315,50.22,384,1.000,bicubic,+4.138,+0.795,+41 -efficientnet_b5.sw_in12k_ft_in1k,89.910,10.090,98.567,1.433,30.39,448,1.000,bicubic,+4.018,+0.831,+32 -deit3_base_patch16_384.fb_in22k_ft_in1k,89.891,10.110,98.602,1.399,86.88,384,1.000,bicubic,+3.153,+0.487,-18 -xcit_large_24_p8_384.fb_dist_in1k,89.886,10.114,98.384,1.616,188.93,384,1.000,bicubic,+3.890,+0.694,+25 -volo_d5_224.sail_in1k,89.880,10.120,98.490,1.510,295.46,224,0.960,bicubic,+3.810,+0.915,+18 -convnext_large.fb_in22k_ft_in1k,89.876,10.124,98.593,1.407,197.77,288,1.000,bicubic,+2.850,+0.389,-38 +maxvit_rmlp_base_rw_224.sw_in12k_ft_in1k,89.927,10.073,98.414,1.586,116.14,224,0.950,bicubic,+3.033,+0.400,-24 +swinv2_large_window12to16_192to256.ms_in22k_ft_in1k,89.925,10.075,98.505,1.494,196.74,256,0.900,bicubic,+2.973,+0.400,-27 +regnety_160.swag_ft_in1k,89.918,10.082,98.644,1.356,83.59,384,1.000,bicubic,+3.898,+0.592,+27 +convnext_small.fb_in22k_ft_in1k_384,89.916,10.084,98.685,1.315,50.22,384,1.000,bicubic,+4.138,+0.795,+43 +efficientnet_b5.sw_in12k_ft_in1k,89.912,10.088,98.565,1.435,30.39,448,1.000,bicubic,+4.016,+0.829,+33 +deit3_base_patch16_384.fb_in22k_ft_in1k,89.891,10.110,98.602,1.399,86.88,384,1.000,bicubic,+3.151,+0.486,-19 +xcit_large_24_p8_384.fb_dist_in1k,89.886,10.114,98.384,1.616,188.93,384,1.000,bicubic,+3.890,+0.694,+24 +volo_d5_224.sail_in1k,89.880,10.120,98.490,1.510,295.46,224,0.960,bicubic,+3.810,+0.915,+19 +convnext_large.fb_in22k_ft_in1k,89.876,10.124,98.593,1.407,197.77,288,1.000,bicubic,+2.850,+0.389,-39 swinv2_base_window12to16_192to256.ms_in22k_ft_in1k,89.867,10.133,98.644,1.356,87.92,256,0.900,bicubic,+3.599,+0.762,+2 -convnext_base.fb_in22k_ft_in1k,89.858,10.142,98.691,1.309,88.59,288,1.000,bicubic,+3.584,+0.599,0 -caformer_m36.sail_in22k_ft_in1k,89.854,10.146,98.585,1.415,56.20,224,1.000,bicubic,+3.260,+0.561,-19 +tiny_vit_21m_384.dist_in22k_ft_in1k,89.863,10.137,98.499,1.501,21.23,384,1.000,bicubic,+3.755,+0.789,+12 +convnext_base.fb_in22k_ft_in1k,89.858,10.142,98.691,1.309,88.59,288,1.000,bicubic,+3.584,+0.599,-1 +caformer_m36.sail_in22k_ft_in1k,89.852,10.148,98.585,1.415,56.20,224,1.000,bicubic,+3.258,+0.561,-21 cait_s36_384.fb_dist_in1k,89.835,10.165,98.427,1.573,68.37,384,1.000,bicubic,+4.381,+0.949,+52 -coatnet_2_rw_224.sw_in12k_ft_in1k,89.831,10.169,98.527,1.473,73.87,224,0.950,bicubic,+3.263,+0.633,-19 -convformer_m36.sail_in22k_ft_in1k,89.818,10.182,98.548,1.452,57.05,224,1.000,bicubic,+3.672,+0.698,+6 +coatnet_2_rw_224.sw_in12k_ft_in1k,89.831,10.169,98.527,1.473,73.87,224,0.950,bicubic,+3.267,+0.631,-21 +convformer_m36.sail_in22k_ft_in1k,89.818,10.182,98.548,1.452,57.05,224,1.000,bicubic,+3.670,+0.698,+5 xcit_medium_24_p8_384.fb_dist_in1k,89.816,10.184,98.365,1.635,84.32,384,1.000,bicubic,+4.000,+0.773,+25 -convnext_base.clip_laion2b_augreg_ft_in12k_in1k,89.811,10.188,98.668,1.332,88.59,256,1.000,bicubic,+3.441,+0.684,-10 +convnext_base.clip_laion2b_augreg_ft_in12k_in1k,89.811,10.188,98.668,1.332,88.59,256,1.000,bicubic,+3.441,+0.684,-11 volo_d4_224.sail_in1k,89.811,10.188,98.427,1.573,192.96,224,0.960,bicubic,+3.939,+0.955,+20 -maxvit_large_tf_512.in1k,89.799,10.201,98.330,1.670,212.33,512,1.000,bicubic,+3.273,+0.450,-23 -vit_large_r50_s32_384.augreg_in21k_ft_in1k,89.792,10.208,98.520,1.480,329.09,384,1.000,bicubic,+3.610,+0.598,-3 -volo_d2_384.sail_in1k,89.788,10.212,98.403,1.597,58.87,384,1.000,bicubic,+3.746,+0.829,+7 +maxvit_large_tf_512.in1k,89.799,10.201,98.330,1.670,212.33,512,1.000,bicubic,+3.273,+0.450,-25 +vit_large_r50_s32_384.augreg_in21k_ft_in1k,89.792,10.208,98.522,1.478,329.09,384,1.000,bicubic,+3.610,+0.600,-4 swin_large_patch4_window7_224.ms_in22k_ft_in1k,89.786,10.214,98.640,1.360,196.53,224,0.900,bicubic,+3.474,+0.738,-13 -tf_efficientnet_b6.ns_jft_in1k,89.782,10.218,98.508,1.492,43.04,528,0.942,bicubic,+3.326,+0.624,-20 -coatnet_rmlp_2_rw_224.sw_in12k_ft_in1k,89.775,10.225,98.469,1.531,73.88,224,0.950,bicubic,+3.271,+0.575,-27 -tf_efficientnetv2_xl.in21k_ft_in1k,89.771,10.229,98.288,1.712,208.12,512,1.000,bicubic,+3.023,+0.274,-38 -maxxvitv2_rmlp_base_rw_224.sw_in12k_ft_in1k,89.752,10.248,98.484,1.516,116.09,224,0.950,bicubic,+3.110,+0.464,-36 -beitv2_base_patch16_224.in1k_ft_in22k_in1k,89.743,10.257,98.585,1.415,86.53,224,0.900,bicubic,+3.269,+0.532,-25 -dm_nfnet_f5.dm_in1k,89.741,10.259,98.441,1.559,377.21,544,0.954,bicubic,+3.643,+0.753,-5 -dm_nfnet_f4.dm_in1k,89.737,10.263,98.409,1.591,316.07,512,0.951,bicubic,+3.901,+0.745,+10 +tf_efficientnet_b6.ns_jft_in1k,89.786,10.214,98.508,1.492,43.04,528,0.942,bicubic,+3.328,+0.618,-20 +volo_d2_384.sail_in1k,89.784,10.216,98.403,1.597,58.87,384,1.000,bicubic,+3.742,+0.829,+5 +coatnet_rmlp_2_rw_224.sw_in12k_ft_in1k,89.775,10.225,98.469,1.531,73.88,224,0.950,bicubic,+3.271,+0.575,-29 +tf_efficientnetv2_xl.in21k_ft_in1k,89.773,10.227,98.288,1.712,208.12,512,1.000,bicubic,+3.025,+0.274,-40 +maxxvitv2_rmlp_base_rw_224.sw_in12k_ft_in1k,89.752,10.248,98.484,1.516,116.09,224,0.950,bicubic,+3.110,+0.464,-38 +beitv2_base_patch16_224.in1k_ft_in22k_in1k,89.743,10.257,98.585,1.415,86.53,224,0.900,bicubic,+3.269,+0.532,-27 +dm_nfnet_f4.dm_in1k,89.741,10.259,98.409,1.591,316.07,512,0.951,bicubic,+3.905,+0.591,+12 +dm_nfnet_f5.dm_in1k,89.737,10.263,98.441,1.559,377.21,544,0.954,bicubic,+3.637,+0.753,-6 xcit_small_24_p8_384.fb_dist_in1k,89.735,10.265,98.420,1.580,47.63,384,1.000,bicubic,+4.181,+0.850,+28 -regnety_160.lion_in12k_ft_in1k,89.724,10.276,98.608,1.392,83.59,288,1.000,bicubic,+3.738,+0.772,+2 -caformer_s18.sail_in22k_ft_in1k_384,89.720,10.280,98.580,1.420,26.34,384,1.000,bicubic,+4.306,+0.878,+36 -vit_base_patch8_224.augreg2_in21k_ft_in1k,89.718,10.283,98.510,1.490,86.58,224,0.900,bicubic,+3.499,+0.678,-20 +regnety_160.lion_in12k_ft_in1k,89.726,10.274,98.608,1.392,83.59,288,1.000,bicubic,+3.738,+0.774,+2 +caformer_s18.sail_in22k_ft_in1k_384,89.720,10.280,98.578,1.422,26.34,384,1.000,bicubic,+4.306,+0.876,+36 +vit_base_patch8_224.augreg2_in21k_ft_in1k,89.718,10.283,98.510,1.490,86.58,224,0.900,bicubic,+3.499,+0.678,-21 convformer_m36.sail_in1k_384,89.718,10.283,98.435,1.565,57.05,384,1.000,bicubic,+4.138,+0.893,+24 -vit_base_patch16_clip_384.openai_ft_in1k,89.707,10.293,98.508,1.492,86.86,384,1.000,bicubic,+3.503,+0.634,-20 -caformer_s36.sail_in22k_ft_in1k,89.701,10.300,98.638,1.362,39.30,224,1.000,bicubic,+3.909,+0.814,+8 +vit_base_patch16_clip_384.openai_ft_in1k,89.707,10.293,98.508,1.492,86.86,384,1.000,bicubic,+3.501,+0.632,-21 +caformer_s36.sail_in22k_ft_in1k,89.701,10.300,98.638,1.362,39.30,224,1.000,bicubic,+3.910,+0.812,+8 volo_d1_384.sail_in1k,89.698,10.302,98.290,1.710,26.78,384,1.000,bicubic,+4.454,+1.096,+45 deit3_large_patch16_384.fb_in1k,89.688,10.312,98.390,1.610,304.76,384,1.000,bicubic,+3.876,+0.792,+4 -caformer_s36.sail_in1k_384,89.679,10.321,98.324,1.676,39.30,384,1.000,bicubic,+3.939,+0.652,+10 +caformer_s36.sail_in1k_384,89.679,10.321,98.324,1.676,39.30,384,1.000,bicubic,+3.937,+0.652,+9 xcit_large_24_p16_384.fb_dist_in1k,89.662,10.338,98.403,1.597,189.10,384,1.000,bicubic,+3.908,+0.865,+7 -convformer_b36.sail_in1k_384,89.658,10.342,98.379,1.621,99.88,384,1.000,bicubic,+3.916,+0.855,+7 -tf_efficientnet_b5.ns_jft_in1k,89.651,10.349,98.482,1.518,30.39,456,0.934,bicubic,+3.563,+0.728,-18 +convformer_b36.sail_in1k_384,89.658,10.342,98.379,1.621,99.88,384,1.000,bicubic,+3.918,+0.855,+8 +tf_efficientnet_b5.ns_jft_in1k,89.651,10.349,98.486,1.514,30.39,456,0.934,bicubic,+3.563,+0.730,-18 dm_nfnet_f3.dm_in1k,89.647,10.353,98.463,1.537,254.92,416,0.940,bicubic,+3.961,+0.893,+9 -convnext_base.clip_laion2b_augreg_ft_in1k,89.645,10.355,98.463,1.537,88.59,256,1.000,bicubic,+3.487,+0.783,-24 -regnety_2560.seer_ft_in1k,89.632,10.368,98.399,1.601,"1,282.60",384,1.000,bicubic,+4.480,+0.963,+47 -convnext_small.in12k_ft_in1k_384,89.598,10.402,98.480,1.520,50.22,384,1.000,bicubic,+3.416,+0.558,-30 -maxvit_base_tf_384.in1k,89.589,10.411,98.320,1.680,119.65,384,1.000,bicubic,+3.287,+0.522,-37 +convnext_base.clip_laion2b_augreg_ft_in1k,89.645,10.355,98.463,1.537,88.59,256,1.000,bicubic,+3.487,+0.783,-25 +regnety_2560.seer_ft_in1k,89.632,10.368,98.399,1.601,"1,282.60",384,1.000,bicubic,+4.482,+0.961,+48 +convnext_small.in12k_ft_in1k_384,89.598,10.402,98.480,1.520,50.22,384,1.000,bicubic,+3.416,+0.558,-31 +maxvit_base_tf_384.in1k,89.589,10.411,98.320,1.680,119.65,384,1.000,bicubic,+3.287,+0.522,-38 tf_efficientnet_b8.ap_in1k,89.579,10.421,98.305,1.695,87.41,672,0.954,bicubic,+4.215,+1.013,+28 regnety_160.sw_in12k_ft_in1k,89.570,10.430,98.546,1.454,83.59,288,1.000,bicubic,+3.584,+0.712,-15 -vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,89.564,10.436,98.418,1.582,86.57,224,0.950,bicubic,+3.390,+0.662,-32 +vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,89.566,10.434,98.420,1.580,86.57,224,0.950,bicubic,+3.396,+0.664,-33 maxvit_tiny_tf_512.in1k,89.562,10.438,98.335,1.665,31.05,512,1.000,bicubic,+3.898,+0.751,+2 -convformer_s18.sail_in22k_ft_in1k_384,89.553,10.447,98.531,1.469,26.77,384,1.000,bicubic,+4.555,+0.961,+55 +convformer_s18.sail_in22k_ft_in1k_384,89.553,10.447,98.531,1.469,26.77,384,1.000,bicubic,+4.555,+0.961,+57 volo_d3_224.sail_in1k,89.553,10.447,98.373,1.627,86.33,224,0.960,bicubic,+4.139,+1.097,+16 -maxvit_large_tf_384.in1k,89.553,10.447,98.183,1.817,212.03,384,1.000,bicubic,+3.325,+0.493,-40 +maxvit_large_tf_384.in1k,89.553,10.447,98.185,1.815,212.03,384,1.000,bicubic,+3.323,+0.497,-41 tf_efficientnetv2_l.in1k,89.540,10.460,98.339,1.661,118.52,480,1.000,bicubic,+3.876,+0.865,-1 -flexivit_large.1200ep_in1k,89.534,10.466,98.414,1.586,304.36,240,0.950,bicubic,+3.888,+0.872,-1 +flexivit_large.1200ep_in1k,89.534,10.466,98.414,1.586,304.36,240,0.950,bicubic,+3.890,+0.874,-1 xcit_large_24_p8_224.fb_dist_in1k,89.517,10.483,98.217,1.783,188.93,224,1.000,bicubic,+4.115,+0.815,+14 -flexivit_large.600ep_in1k,89.508,10.492,98.392,1.608,304.36,240,0.950,bicubic,+3.970,+0.904,+2 -xcit_small_12_p8_384.fb_dist_in1k,89.508,10.492,98.307,1.693,26.21,384,1.000,bicubic,+4.430,+1.025,+41 -cait_s24_384.fb_dist_in1k,89.504,10.496,98.362,1.638,47.06,384,1.000,bicubic,+4.456,+1.016,+43 +flexivit_large.600ep_in1k,89.510,10.490,98.392,1.608,304.36,240,0.950,bicubic,+3.970,+0.904,+1 +xcit_small_12_p8_384.fb_dist_in1k,89.508,10.492,98.307,1.693,26.21,384,1.000,bicubic,+4.430,+1.025,+43 +cait_s24_384.fb_dist_in1k,89.504,10.496,98.362,1.638,47.06,384,1.000,bicubic,+4.456,+1.016,+45 convformer_s36.sail_in22k_ft_in1k,89.496,10.505,98.454,1.546,40.01,224,1.000,bicubic,+4.082,+0.886,+8 -convnextv2_tiny.fcmae_ft_in22k_in1k_384,89.485,10.515,98.484,1.516,28.64,384,1.000,bicubic,+4.379,+0.856,+33 +convnextv2_tiny.fcmae_ft_in22k_in1k_384,89.485,10.515,98.484,1.516,28.64,384,1.000,bicubic,+4.379,+0.856,+34 convformer_s36.sail_in1k_384,89.481,10.520,98.369,1.631,40.01,384,1.000,bicubic,+4.103,+0.893,+10 -xcit_medium_24_p16_384.fb_dist_in1k,89.481,10.520,98.296,1.704,84.40,384,1.000,bicubic,+4.059,+0.890,+3 -convnext_tiny.in12k_ft_in1k_384,89.472,10.528,98.505,1.494,28.59,384,1.000,bicubic,+4.350,+0.900,+28 -deit3_base_patch16_224.fb_in22k_ft_in1k,89.446,10.554,98.557,1.443,86.59,224,1.000,bicubic,+3.746,+0.811,-15 -vit_base_patch16_224.augreg2_in21k_ft_in1k,89.444,10.556,98.441,1.559,86.57,224,0.900,bicubic,+4.348,+0.911,+31 -maxvit_small_tf_512.in1k,89.442,10.558,98.356,1.644,69.13,512,1.000,bicubic,+3.360,+0.592,-43 -vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,89.440,10.560,98.403,1.597,88.34,448,1.000,bicubic,+3.662,+0.765,-23 -regnety_120.sw_in12k_ft_in1k,89.436,10.564,98.537,1.462,51.82,288,1.000,bicubic,+4.036,+0.956,+2 +xcit_medium_24_p16_384.fb_dist_in1k,89.481,10.520,98.296,1.704,84.40,384,1.000,bicubic,+4.056,+0.966,+2 +convnext_tiny.in12k_ft_in1k_384,89.472,10.528,98.505,1.494,28.59,384,1.000,bicubic,+4.350,+0.900,+30 +inception_next_base.sail_in1k_384,89.453,10.547,98.345,1.655,86.67,384,1.000,bicubic,+4.251,+0.931,+23 +regnety_120.sw_in12k_ft_in1k,89.446,10.554,98.537,1.462,51.82,288,1.000,bicubic,+4.046,+0.956,+5 +vit_base_patch16_224.augreg2_in21k_ft_in1k,89.446,10.554,98.441,1.559,86.57,224,0.900,bicubic,+4.352,+0.911,+31 +deit3_base_patch16_224.fb_in22k_ft_in1k,89.444,10.556,98.557,1.443,86.59,224,1.000,bicubic,+3.744,+0.811,-18 +maxvit_small_tf_512.in1k,89.444,10.556,98.354,1.646,69.13,512,1.000,bicubic,+3.360,+0.590,-45 vit_base_patch8_224.augreg_in21k_ft_in1k,89.436,10.564,98.484,1.516,86.58,224,0.900,bicubic,+3.638,+0.694,-28 -deit_base_distilled_patch16_384.fb_in1k,89.434,10.566,98.439,1.561,87.63,384,1.000,bicubic,+4.008,+1.109,-6 -tf_efficientnet_b7.ap_in1k,89.429,10.571,98.345,1.655,66.35,600,0.949,bicubic,+4.307,+1.093,+21 -vit_base_patch16_clip_224.laion2b_ft_in1k,89.427,10.573,98.469,1.531,86.57,224,1.000,bicubic,+3.961,+0.895,-10 -convnextv2_base.fcmae_ft_in1k,89.421,10.579,98.360,1.640,88.72,288,1.000,bicubic,+3.947,+0.976,-12 -caformer_b36.sail_in1k,89.410,10.590,98.222,1.778,98.75,224,1.000,bicubic,+3.904,+0.912,-14 -vit_base_patch16_clip_224.openai_ft_in12k_in1k,89.401,10.598,98.394,1.606,86.57,224,0.950,bicubic,+3.462,+0.666,-42 -hrnet_w48_ssld.paddle_in1k,89.401,10.598,98.379,1.621,77.47,288,1.000,bilinear,+4.924,+1.145,+68 -beit_base_patch16_224.in22k_ft_in22k_in1k,89.395,10.605,98.529,1.471,86.53,224,0.900,bicubic,+4.183,+0.871,+8 -regnetz_e8.ra3_in1k,89.378,10.622,98.459,1.542,57.70,320,1.000,bicubic,+4.342,+1.186,+24 -deit3_small_patch16_384.fb_in22k_ft_in1k,89.363,10.637,98.382,1.618,22.21,384,1.000,bicubic,+4.539,+0.894,+38 -vit_medium_patch16_gap_384.sw_in12k_ft_in1k,89.348,10.652,98.490,1.510,39.03,384,0.950,bicubic,+3.816,+0.852,-23 -tf_efficientnetv2_m.in1k,89.348,10.652,98.326,1.674,54.14,480,1.000,bicubic,+4.144,+0.962,+5 -tf_efficientnet_b8.ra_in1k,89.348,10.652,98.305,1.695,87.41,672,0.954,bicubic,+3.980,+0.911,-8 -tf_efficientnet_b6.ap_in1k,89.344,10.656,98.283,1.717,43.04,528,0.942,bicubic,+4.558,+1.147,+37 +vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,89.436,10.564,98.401,1.599,88.34,448,1.000,bicubic,+3.656,+0.763,-27 +deit_base_distilled_patch16_384.fb_in1k,89.434,10.566,98.439,1.561,87.63,384,1.000,bicubic,+4.010,+1.033,-6 +vit_base_patch16_clip_224.laion2b_ft_in1k,89.431,10.569,98.469,1.531,86.57,224,1.000,bicubic,+3.961,+0.893,-11 +tf_efficientnet_b7.ap_in1k,89.431,10.569,98.345,1.655,66.35,600,0.949,bicubic,+4.307,+1.093,+20 +convnextv2_base.fcmae_ft_in1k,89.421,10.579,98.360,1.640,88.72,288,1.000,bicubic,+3.947,+0.976,-13 +caformer_b36.sail_in1k,89.408,10.592,98.222,1.778,98.75,224,1.000,bicubic,+3.904,+0.912,-15 +vit_base_patch16_clip_224.openai_ft_in12k_in1k,89.404,10.596,98.394,1.606,86.57,224,0.950,bicubic,+3.462,+0.666,-42 +hrnet_w48_ssld.paddle_in1k,89.401,10.598,98.382,1.618,77.47,288,1.000,bilinear,+4.921,+1.148,+69 +beit_base_patch16_224.in22k_ft_in22k_in1k,89.395,10.605,98.529,1.471,86.53,224,0.900,bicubic,+4.183,+0.871,+7 +regnetz_e8.ra3_in1k,89.378,10.622,98.459,1.542,57.70,320,1.000,bicubic,+4.344,+1.186,+25 +deit3_small_patch16_384.fb_in22k_ft_in1k,89.363,10.637,98.386,1.614,22.21,384,1.000,bicubic,+4.539,+0.900,+39 +tf_efficientnetv2_m.in1k,89.350,10.650,98.326,1.674,54.14,480,1.000,bicubic,+4.146,+0.962,+5 +vit_medium_patch16_gap_384.sw_in12k_ft_in1k,89.348,10.652,98.495,1.505,39.03,384,0.950,bicubic,+3.818,+0.859,-24 +tf_efficientnet_b8.ra_in1k,89.348,10.652,98.305,1.695,87.41,672,0.954,bicubic,+3.980,+0.911,-10 +tf_efficientnet_b6.ap_in1k,89.344,10.656,98.283,1.717,43.04,528,0.942,bicubic,+4.556,+1.145,+38 volo_d2_224.sail_in1k,89.335,10.665,98.213,1.787,58.68,224,0.960,bicubic,+4.133,+1.023,+3 +eva02_small_patch14_336.mim_in22k_ft_in1k,89.333,10.667,98.377,1.623,22.13,336,1.000,bicubic,+3.615,+0.743,-38 caformer_s18.sail_in1k_384,89.331,10.669,98.294,1.706,26.34,384,1.000,bicubic,+4.305,+0.936,+18 -eva02_small_patch14_336.mim_in22k_ft_in1k,89.327,10.673,98.379,1.621,22.13,336,1.000,bicubic,+3.611,+0.747,-38 -vit_large_patch16_224.augreg_in21k_ft_in1k,89.318,10.682,98.394,1.606,304.33,224,0.900,bicubic,+3.484,+0.576,-49 -flexivit_large.300ep_in1k,89.305,10.694,98.324,1.676,304.36,240,0.950,bicubic,+4.015,+0.924,-11 -tf_efficientnet_b4.ns_jft_in1k,89.301,10.699,98.343,1.657,19.34,380,0.922,bicubic,+4.139,+0.873,0 -convnext_small.fb_in22k_ft_in1k,89.299,10.701,98.358,1.642,50.22,288,1.000,bicubic,+4.037,+0.676,-11 +vit_large_patch16_224.augreg_in21k_ft_in1k,89.318,10.682,98.390,1.610,304.33,224,0.900,bicubic,+3.482,+0.726,-51 +flexivit_large.300ep_in1k,89.310,10.690,98.324,1.676,304.36,240,0.950,bicubic,+4.022,+0.924,-12 +tf_efficientnet_b4.ns_jft_in1k,89.301,10.699,98.345,1.655,19.34,380,0.922,bicubic,+4.141,+0.877,0 +convnext_small.fb_in22k_ft_in1k,89.299,10.701,98.358,1.642,50.22,288,1.000,bicubic,+4.037,+0.676,-12 xcit_small_24_p16_384.fb_dist_in1k,89.295,10.705,98.326,1.674,47.67,384,1.000,bicubic,+4.205,+1.014,+6 -xcit_medium_24_p8_224.fb_dist_in1k,89.293,10.707,98.185,1.815,84.32,224,1.000,bicubic,+4.219,+0.911,+7 -beitv2_base_patch16_224.in1k_ft_in1k,89.271,10.729,98.262,1.738,86.53,224,0.900,bicubic,+3.677,+0.756,-39 -deit3_huge_patch14_224.fb_in1k,89.218,10.782,98.164,1.836,632.13,224,0.900,bicubic,+3.994,+0.804,-11 -coat_lite_medium_384.in1k,89.209,10.791,98.219,1.781,44.57,384,1.000,bicubic,+4.331,+0.847,+18 -xcit_small_24_p8_224.fb_dist_in1k,89.199,10.801,98.243,1.757,47.63,224,1.000,bicubic,+4.331,+1.053,+18 -xcit_small_12_p16_384.fb_dist_in1k,89.197,10.803,98.217,1.783,26.25,384,1.000,bicubic,+4.485,+1.099,+26 -vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,89.194,10.806,98.356,1.644,88.30,384,1.000,bicubic,+3.828,+0.700,-25 -dm_nfnet_f2.dm_in1k,89.192,10.808,98.228,1.772,193.78,352,0.920,bicubic,+3.998,+0.882,-11 -swin_base_patch4_window7_224.ms_in22k_ft_in1k,89.173,10.827,98.433,1.567,87.77,224,0.900,bicubic,+3.901,+0.869,-22 -vit_base_patch16_clip_224.openai_ft_in1k,89.167,10.833,98.269,1.732,86.57,224,0.900,bicubic,+3.875,+0.831,-25 -eca_nfnet_l2.ra3_in1k,89.147,10.852,98.315,1.685,56.72,384,1.000,bicubic,+4.445,+1.133,+21 -cait_xs24_384.fb_dist_in1k,89.147,10.852,98.292,1.708,26.67,384,1.000,bicubic,+5.085,+1.408,+83 -convformer_s18.sail_in1k_384,89.124,10.876,98.127,1.873,26.77,384,1.000,bicubic,+4.722,+1.016,+55 -maxvit_tiny_tf_384.in1k,89.109,10.891,98.211,1.789,30.98,384,1.000,bicubic,+4.009,+0.833,-12 -maxvit_small_tf_384.in1k,89.109,10.891,98.164,1.836,69.02,384,1.000,bicubic,+3.569,+0.702,-48 -resnext101_32x32d.fb_wsl_ig1b_ft_in1k,89.107,10.893,98.189,1.810,468.53,224,0.875,bilinear,+4.009,+0.751,-12 -tf_efficientnet_b7.ra_in1k,89.083,10.917,98.185,1.815,66.35,600,0.949,bicubic,+4.151,+0.977,+1 -ecaresnet269d.ra2_in1k,89.073,10.927,98.234,1.766,102.09,352,1.000,bicubic,+4.107,+1.012,-2 +xcit_medium_24_p8_224.fb_dist_in1k,89.293,10.707,98.185,1.815,84.32,224,1.000,bicubic,+4.219,+0.935,+8 +beitv2_base_patch16_224.in1k_ft_in1k,89.271,10.729,98.262,1.738,86.53,224,0.900,bicubic,+3.677,+0.756,-40 +deit3_huge_patch14_224.fb_in1k,89.218,10.782,98.164,1.836,632.13,224,0.900,bicubic,+3.994,+0.804,-12 +coat_lite_medium_384.in1k,89.209,10.791,98.219,1.781,44.57,384,1.000,bicubic,+4.331,+0.847,+19 +xcit_small_24_p8_224.fb_dist_in1k,89.199,10.801,98.243,1.757,47.63,224,1.000,bicubic,+4.331,+1.053,+19 +vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,89.197,10.803,98.358,1.642,88.30,384,1.000,bicubic,+3.831,+0.698,-25 +dm_nfnet_f2.dm_in1k,89.194,10.806,98.228,1.772,193.78,352,0.920,bicubic,+4.002,+0.882,-10 +xcit_small_12_p16_384.fb_dist_in1k,89.194,10.806,98.217,1.783,26.25,384,1.000,bicubic,+4.482,+1.099,+25 +swin_base_patch4_window7_224.ms_in22k_ft_in1k,89.173,10.827,98.433,1.567,87.77,224,0.900,bicubic,+3.901,+0.869,-23 +vit_base_patch16_clip_224.openai_ft_in1k,89.171,10.829,98.269,1.732,86.57,224,0.900,bicubic,+3.879,+0.832,-26 +eca_nfnet_l2.ra3_in1k,89.147,10.852,98.315,1.685,56.72,384,1.000,bicubic,+4.447,+1.049,+23 +cait_xs24_384.fb_dist_in1k,89.147,10.852,98.292,1.708,26.67,384,1.000,bicubic,+5.085,+1.408,+87 +fastvit_ma36.apple_dist_in1k,89.124,10.876,98.142,1.857,44.07,256,0.950,bicubic,+4.526,+1.141,+27 +convformer_s18.sail_in1k_384,89.124,10.876,98.130,1.870,26.77,384,1.000,bicubic,+4.722,+1.018,+57 +maxvit_tiny_tf_384.in1k,89.111,10.889,98.211,1.789,30.98,384,1.000,bicubic,+4.011,+0.833,-12 +maxvit_small_tf_384.in1k,89.109,10.891,98.164,1.836,69.02,384,1.000,bicubic,+3.569,+0.702,-50 +resnext101_32x32d.fb_wsl_ig1b_ft_in1k,89.107,10.893,98.189,1.810,468.53,224,0.875,bilinear,+4.009,+0.751,-13 +tf_efficientnet_b7.ra_in1k,89.081,10.919,98.185,1.815,66.35,600,0.949,bicubic,+4.149,+0.977,+1 +tiny_vit_21m_224.dist_in22k_ft_in1k,89.077,10.923,98.236,1.764,21.20,224,0.950,bicubic,+3.991,+0.870,-12 +ecaresnet269d.ra2_in1k,89.071,10.929,98.234,1.766,102.09,352,1.000,bicubic,+4.103,+1.012,-3 regnety_1280.seer_ft_in1k,89.064,10.936,98.157,1.843,644.81,384,1.000,bicubic,+4.632,+1.065,+41 -vit_base_patch32_clip_384.openai_ft_in12k_in1k,89.051,10.949,98.279,1.721,88.30,384,0.950,bicubic,+3.835,+0.873,-27 -xcit_large_24_p16_224.fb_dist_in1k,89.045,10.955,98.059,1.941,189.10,224,1.000,bicubic,+4.129,+0.929,-1 -convnext_small.in12k_ft_in1k,89.024,10.976,98.243,1.757,50.22,288,1.000,bicubic,+3.694,+0.697,-38 -dm_nfnet_f1.dm_in1k,89.019,10.981,98.254,1.746,132.63,320,0.910,bicubic,+4.317,+0.987,+11 -resmlp_big_24_224.fb_in22k_ft_in1k,89.019,10.981,98.215,1.785,129.14,224,0.875,bicubic,+4.621,+1.103,+45 -xcit_small_12_p8_224.fb_dist_in1k,89.011,10.989,98.076,1.924,26.21,224,1.000,bicubic,+4.775,+1.204,+56 -convnext_large.fb_in1k,88.994,11.006,98.040,1.960,197.77,288,1.000,bicubic,+4.148,+0.826,-1 -caformer_m36.sail_in1k,88.990,11.011,98.016,1.984,56.20,224,1.000,bicubic,+3.758,+0.816,-36 -efficientnetv2_rw_m.agc_in1k,88.987,11.013,98.217,1.783,53.24,416,1.000,bicubic,+4.175,+1.067,0 -regnety_1280.swag_lc_in1k,88.951,11.049,98.230,1.770,644.81,224,0.965,bicubic,+2.969,+0.380,-87 -regnetz_d8_evos.ch_in1k,88.951,11.049,98.181,1.819,23.46,320,1.000,bicubic,+4.825,+1.169,+59 +vit_base_patch32_clip_384.openai_ft_in12k_in1k,89.045,10.955,98.281,1.719,88.30,384,0.950,bicubic,+3.831,+0.877,-30 +xcit_large_24_p16_224.fb_dist_in1k,89.045,10.955,98.059,1.941,189.10,224,1.000,bicubic,+4.129,+0.931,-2 +convnext_small.in12k_ft_in1k,89.024,10.976,98.243,1.757,50.22,288,1.000,bicubic,+3.694,+0.697,-41 +resmlp_big_24_224.fb_in22k_ft_in1k,89.019,10.981,98.215,1.785,129.14,224,0.875,bicubic,+4.621,+1.103,+46 +dm_nfnet_f1.dm_in1k,89.017,10.983,98.256,1.744,132.63,320,0.910,bicubic,+4.315,+1.074,+8 +xcit_small_12_p8_224.fb_dist_in1k,89.009,10.991,98.076,1.924,26.21,224,1.000,bicubic,+4.773,+1.206,+56 +convnext_large.fb_in1k,88.994,11.006,98.040,1.960,197.77,288,1.000,bicubic,+4.148,+0.826,-2 +efficientnetv2_rw_m.agc_in1k,88.985,11.015,98.219,1.781,53.24,416,1.000,bicubic,+4.175,+1.067,-1 +caformer_m36.sail_in1k,88.985,11.015,98.016,1.984,56.20,224,1.000,bicubic,+3.753,+0.816,-39 +regnety_1280.swag_lc_in1k,88.955,11.045,98.228,1.772,644.81,224,0.965,bicubic,+2.973,+0.378,-90 +regnetz_d8_evos.ch_in1k,88.951,11.049,98.181,1.819,23.46,320,1.000,bicubic,+4.825,+1.169,+60 regnetz_040_h.ra3_in1k,88.949,11.051,98.209,1.791,28.94,320,1.000,bicubic,+4.457,+1.451,+19 -edgenext_base.in21k_ft_in1k,88.942,11.057,98.279,1.721,18.51,320,1.000,bicubic,+4.888,+1.083,+65 -tf_efficientnet_b5.ap_in1k,88.940,11.060,98.164,1.836,30.39,456,0.934,bicubic,+4.682,+1.190,+44 -mvitv2_large.fb_in1k,88.936,11.064,97.965,2.035,217.99,224,0.900,bicubic,+3.692,+0.751,-44 -caformer_s18.sail_in22k_ft_in1k,88.932,11.068,98.311,1.689,26.34,224,1.000,bicubic,+4.856,+1.113,+58 -deit3_base_patch16_384.fb_in1k,88.923,11.077,98.042,1.958,86.88,384,1.000,bicubic,+3.851,+0.790,-27 -deit3_medium_patch16_224.fb_in22k_ft_in1k,88.921,11.079,98.294,1.706,38.85,224,1.000,bicubic,+4.369,+1.106,+4 +edgenext_base.in21k_ft_in1k,88.942,11.057,98.279,1.721,18.51,320,1.000,bicubic,+4.888,+1.083,+66 +tf_efficientnet_b5.ap_in1k,88.942,11.057,98.166,1.834,30.39,456,0.934,bicubic,+4.684,+1.192,+44 +mvitv2_large.fb_in1k,88.936,11.064,97.965,2.035,217.99,224,0.900,bicubic,+3.692,+0.751,-47 +caformer_s18.sail_in22k_ft_in1k,88.932,11.068,98.311,1.689,26.34,224,1.000,bicubic,+4.858,+1.113,+60 +deit3_base_patch16_384.fb_in1k,88.923,11.077,98.042,1.958,86.88,384,1.000,bicubic,+3.849,+0.768,-28 +deit3_medium_patch16_224.fb_in22k_ft_in1k,88.919,11.081,98.296,1.704,38.85,224,1.000,bicubic,+4.369,+1.108,+4 volo_d1_224.sail_in1k,88.915,11.085,98.027,1.973,26.63,224,0.960,bicubic,+4.753,+1.251,+50 convnext_tiny.in12k_ft_in1k,88.906,11.094,98.309,1.691,28.59,288,1.000,bicubic,+4.456,+0.969,+15 -tf_efficientnetv2_s.in21k_ft_in1k,88.898,11.102,98.277,1.723,21.46,384,1.000,bicubic,+4.610,+1.025,+34 -vit_base_patch16_224.augreg_in21k_ft_in1k,88.870,11.130,98.230,1.770,86.57,224,0.900,bicubic,+4.338,+0.938,+3 -convnext_tiny.fb_in22k_ft_in1k_384,88.855,11.145,98.296,1.704,28.59,384,1.000,bicubic,+4.767,+1.152,+50 -regnetz_d8.ra3_in1k,88.853,11.147,98.189,1.810,23.37,320,1.000,bicubic,+4.799,+1.194,+55 -convformer_b36.sail_in1k,88.851,11.149,97.878,2.122,99.88,224,1.000,bicubic,+4.033,+0.932,-17 -coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k,88.842,11.158,97.869,2.131,41.72,224,0.950,bicubic,+3.932,+0.911,-24 -resnetrs420.tf_in1k,88.838,11.162,98.031,1.968,191.89,416,1.000,bicubic,+3.832,+0.907,-33 +tf_efficientnetv2_s.in21k_ft_in1k,88.898,11.102,98.275,1.725,21.46,384,1.000,bicubic,+4.612,+1.023,+34 +vit_base_patch16_224.augreg_in21k_ft_in1k,88.868,11.132,98.232,1.768,86.57,224,0.900,bicubic,+4.336,+0.938,+3 +convnext_tiny.fb_in22k_ft_in1k_384,88.855,11.145,98.296,1.704,28.59,384,1.000,bicubic,+4.767,+1.152,+52 +regnetz_d8.ra3_in1k,88.853,11.147,98.189,1.810,23.37,320,1.000,bicubic,+4.801,+1.194,+56 +convformer_b36.sail_in1k,88.851,11.149,97.878,2.122,99.88,224,1.000,bicubic,+4.033,+0.932,-18 +coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k,88.842,11.158,97.869,2.131,41.72,224,0.950,bicubic,+3.932,+0.911,-25 +resnetrs420.tf_in1k,88.838,11.162,98.031,1.968,191.89,416,1.000,bicubic,+3.834,+0.907,-34 resnext101_32x16d.fb_wsl_ig1b_ft_in1k,88.834,11.166,98.051,1.949,194.03,224,0.875,bilinear,+4.668,+0.853,+40 resnetrs270.tf_in1k,88.829,11.171,98.136,1.864,129.86,352,1.000,bicubic,+4.401,+1.168,+14 -vit_small_r26_s32_384.augreg_in21k_ft_in1k,88.817,11.184,98.343,1.657,36.47,384,1.000,bicubic,+4.769,+1.015,+49 -swin_small_patch4_window7_224.ms_in22k_ft_in1k,88.817,11.184,98.328,1.672,49.61,224,0.900,bicubic,+5.519,+1.364,+122 -vit_base_r50_s16_384.orig_in21k_ft_in1k,88.806,11.194,98.232,1.768,98.95,384,1.000,bicubic,+3.830,+0.942,-36 +vit_small_r26_s32_384.augreg_in21k_ft_in1k,88.821,11.179,98.341,1.659,36.47,384,1.000,bicubic,+4.773,+1.013,+52 +swin_small_patch4_window7_224.ms_in22k_ft_in1k,88.817,11.184,98.328,1.672,49.61,224,0.900,bicubic,+5.519,+1.364,+133 +vit_base_r50_s16_384.orig_in21k_ft_in1k,88.806,11.194,98.232,1.768,98.95,384,1.000,bicubic,+3.830,+0.942,-37 xcit_medium_24_p16_224.fb_dist_in1k,88.806,11.194,98.038,1.962,84.40,224,1.000,bicubic,+4.520,+1.106,+23 -tf_efficientnet_b7.aa_in1k,88.804,11.196,98.057,1.943,66.35,600,0.949,bicubic,+4.390,+1.151,+13 -maxxvit_rmlp_small_rw_256.sw_in1k,88.795,11.205,98.064,1.937,66.01,256,0.950,bicubic,+4.171,+0.996,-17 -seresnet152d.ra2_in1k,88.787,11.213,98.172,1.828,66.84,320,1.000,bicubic,+4.427,+1.132,+15 -xcit_tiny_24_p8_384.fb_dist_in1k,88.787,11.213,98.155,1.845,12.11,384,1.000,bicubic,+5.041,+1.445,+71 -convformer_m36.sail_in1k,88.787,11.213,97.767,2.233,57.05,224,1.000,bicubic,+4.293,+0.901,-6 -resnext101_32x8d.fb_swsl_ig1b_ft_in1k,88.782,11.218,98.151,1.849,88.79,224,0.875,bilinear,+4.480,+0.975,+15 -resnetrs200.tf_in1k,88.763,11.237,98.115,1.885,93.21,320,1.000,bicubic,+4.319,+1.033,-3 -convnext_base.fb_in1k,88.763,11.237,97.920,2.080,88.59,288,1.000,bicubic,+4.335,+0.952,+2 -deit3_large_patch16_224.fb_in1k,88.763,11.237,97.920,2.080,304.37,224,0.900,bicubic,+3.987,+0.882,-30 -tf_efficientnet_b6.aa_in1k,88.759,11.241,98.066,1.934,43.04,528,0.942,bicubic,+4.643,+1.186,+29 -resnetrs350.tf_in1k,88.757,11.243,98.031,1.968,163.96,384,1.000,bicubic,+4.043,+1.039,-32 -rexnetr_300.sw_in12k_ft_in1k,88.746,11.254,98.339,1.661,34.81,288,1.000,bicubic,+4.202,+1.083,-22 -caformer_s36.sail_in1k,88.746,11.254,98.023,1.977,39.30,224,1.000,bicubic,+4.238,+1.027,-16 -convnextv2_tiny.fcmae_ft_in22k_in1k,88.744,11.256,98.194,1.806,28.64,288,1.000,bicubic,+4.328,+0.934,-1 -vit_base_patch16_224_miil.in21k_ft_in1k,88.740,11.260,98.025,1.975,86.54,224,0.875,bilinear,+4.474,+1.221,+9 -edgenext_base.usi_in1k,88.735,11.265,98.147,1.853,18.51,320,1.000,bicubic,+4.777,+1.377,+36 -regnetz_040.ra3_in1k,88.731,11.269,98.091,1.909,27.12,320,1.000,bicubic,+4.491,+1.159,+11 -convformer_s18.sail_in22k_ft_in1k,88.727,11.273,98.194,1.806,26.77,224,1.000,bicubic,+4.989,+1.146,+60 -resnetv2_152x2_bit.goog_in21k_ft_in1k,88.725,11.275,98.311,1.689,236.34,448,1.000,bilinear,+4.215,+1.319,-25 -regnety_160.deit_in1k,88.703,11.297,98.068,1.932,83.59,288,1.000,bicubic,+5.013,+1.286,+64 -davit_base.msft_in1k,88.701,11.299,97.874,2.127,87.95,224,0.950,bicubic,+4.059,+0.854,-37 -regnety_640.seer_ft_in1k,88.674,11.326,98.166,1.834,281.38,384,1.000,bicubic,+4.766,+1.244,+33 -vit_small_patch16_384.augreg_in21k_ft_in1k,88.652,11.348,98.230,1.770,22.20,384,1.000,bicubic,+4.850,+1.132,+45 -regnetz_d32.ra3_in1k,88.652,11.348,98.078,1.922,27.58,320,0.950,bicubic,+4.630,+1.210,+25 -flexivit_base.1200ep_in1k,88.648,11.352,97.935,2.065,86.59,240,0.950,bicubic,+3.970,+0.939,-42 -mvitv2_base.fb_in1k,88.644,11.356,97.826,2.174,51.47,224,0.900,bicubic,+4.194,+0.968,-23 -regnety_080.ra3_in1k,88.635,11.365,97.965,2.035,39.18,288,1.000,bicubic,+4.709,+1.075,+26 -vit_medium_patch16_gap_256.sw_in12k_ft_in1k,88.633,11.367,98.189,1.810,38.86,256,0.950,bicubic,+4.187,+1.346,-24 -davit_small.msft_in1k,88.631,11.369,97.953,2.047,49.75,224,0.950,bicubic,+4.379,+1.013,-3 -eca_nfnet_l1.ra2_in1k,88.624,11.376,98.132,1.868,41.41,320,1.000,bicubic,+4.614,+1.106,+20 -swinv2_base_window16_256.ms_in1k,88.586,11.414,97.908,2.092,87.92,256,0.900,bicubic,+3.986,+0.818,-44 -maxvit_base_tf_224.in1k,88.584,11.416,97.848,2.152,119.47,224,0.950,bicubic,+3.724,+0.860,-60 -regnety_320.seer_ft_in1k,88.573,11.427,98.106,1.894,145.05,384,1.000,bicubic,+5.239,+1.400,+83 +tf_efficientnet_b7.aa_in1k,88.804,11.196,98.057,1.943,66.35,600,0.949,bicubic,+4.388,+1.149,+13 +maxxvit_rmlp_small_rw_256.sw_in1k,88.795,11.205,98.064,1.937,66.01,256,0.950,bicubic,+4.171,+0.996,-18 +fastvit_sa36.apple_dist_in1k,88.789,11.211,98.096,1.905,31.53,256,0.900,bicubic,+4.763,+1.242,+47 +seresnet152d.ra2_in1k,88.787,11.213,98.172,1.828,66.84,320,1.000,bicubic,+4.427,+1.132,+14 +xcit_tiny_24_p8_384.fb_dist_in1k,88.787,11.213,98.155,1.845,12.11,384,1.000,bicubic,+5.041,+1.755,+74 +convformer_m36.sail_in1k,88.787,11.213,97.769,2.231,57.05,224,1.000,bicubic,+4.293,+0.903,-7 +resnext101_32x8d.fb_swsl_ig1b_ft_in1k,88.782,11.218,98.151,1.849,88.79,224,0.875,bilinear,+4.480,+0.975,+14 +resnetrs200.tf_in1k,88.763,11.237,98.115,1.885,93.21,320,1.000,bicubic,+4.319,+1.273,-5 +convnext_base.fb_in1k,88.763,11.237,97.920,2.080,88.59,288,1.000,bicubic,+4.335,+0.952,+1 +deit3_large_patch16_224.fb_in1k,88.763,11.237,97.920,2.080,304.37,224,0.900,bicubic,+3.989,+0.884,-32 +tf_efficientnet_b6.aa_in1k,88.759,11.241,98.066,1.934,43.04,528,0.942,bicubic,+4.647,+1.182,+29 +resnetrs350.tf_in1k,88.757,11.243,98.031,1.968,163.96,384,1.000,bicubic,+4.043,+1.039,-34 +rexnetr_300.sw_in12k_ft_in1k,88.746,11.254,98.339,1.661,34.81,288,1.000,bicubic,+4.200,+1.083,-23 +caformer_s36.sail_in1k,88.746,11.254,98.023,1.977,39.30,224,1.000,bicubic,+4.240,+1.027,-17 +convnextv2_tiny.fcmae_ft_in22k_in1k,88.744,11.256,98.194,1.806,28.64,288,1.000,bicubic,+4.328,+0.934,-2 +vit_base_patch16_224_miil.in21k_ft_in1k,88.742,11.258,98.027,1.973,86.54,224,0.875,bilinear,+4.476,+1.223,+8 +edgenext_base.usi_in1k,88.735,11.265,98.147,1.853,18.51,320,1.000,bicubic,+4.777,+1.377,+38 +regnetz_040.ra3_in1k,88.731,11.269,98.091,1.909,27.12,320,1.000,bicubic,+4.491,+1.159,+10 +convformer_s18.sail_in22k_ft_in1k,88.727,11.273,98.194,1.806,26.77,224,1.000,bicubic,+4.989,+1.146,+65 +resnetv2_152x2_bit.goog_in21k_ft_in1k,88.725,11.275,98.311,1.689,236.34,448,1.000,bilinear,+4.215,+0.877,-26 +regnety_160.deit_in1k,88.703,11.297,98.068,1.932,83.59,288,1.000,bicubic,+5.013,+1.288,+69 +davit_base.msft_in1k,88.701,11.299,97.874,2.127,87.95,224,0.950,bicubic,+4.059,+0.854,-39 +regnety_640.seer_ft_in1k,88.674,11.326,98.166,1.834,281.38,384,1.000,bicubic,+4.766,+1.244,+35 +regnetz_d32.ra3_in1k,88.652,11.348,98.078,1.922,27.58,320,0.950,bicubic,+4.630,+1.210,+27 +vit_small_patch16_384.augreg_in21k_ft_in1k,88.648,11.352,98.230,1.770,22.20,384,1.000,bicubic,+4.844,+1.130,+47 +flexivit_base.1200ep_in1k,88.648,11.352,97.935,2.065,86.59,240,0.950,bicubic,+3.972,+0.941,-43 +mvitv2_base.fb_in1k,88.644,11.356,97.826,2.174,51.47,224,0.900,bicubic,+4.194,+0.968,-24 +regnety_080.ra3_in1k,88.635,11.365,97.965,2.035,39.18,288,1.000,bicubic,+4.709,+1.075,+28 +vit_medium_patch16_gap_256.sw_in12k_ft_in1k,88.633,11.367,98.189,1.810,38.86,256,0.950,bicubic,+4.187,+0.980,-25 +davit_small.msft_in1k,88.631,11.369,97.953,2.047,49.75,224,0.950,bicubic,+4.379,+1.013,-4 +eca_nfnet_l1.ra2_in1k,88.622,11.378,98.132,1.868,41.41,320,1.000,bicubic,+4.610,+1.106,+22 +repvgg_d2se.rvgg_in1k,88.599,11.401,97.984,2.015,133.33,320,1.000,bilinear,+5.039,+1.326,+69 +maxvit_base_tf_224.in1k,88.588,11.412,97.850,2.150,119.47,224,0.950,bicubic,+3.728,+0.862,-62 +swinv2_base_window16_256.ms_in1k,88.586,11.414,97.908,2.092,87.92,256,0.900,bicubic,+3.986,+0.818,-48 resnetaa101d.sw_in12k_ft_in1k,88.573,11.427,98.076,1.924,44.57,288,1.000,bicubic,+4.449,+0.970,+4 -resnetv2_152x4_bit.goog_in21k_ft_in1k,88.554,11.446,98.192,1.808,936.53,480,1.000,bilinear,+3.638,+0.754,-69 -resnet200d.ra2_in1k,88.554,11.446,97.961,2.039,64.69,320,1.000,bicubic,+4.590,+1.137,+16 -xcit_small_24_p16_224.fb_dist_in1k,88.545,11.455,98.004,1.996,47.67,224,1.000,bicubic,+4.671,+1.268,+21 -flexivit_base.600ep_in1k,88.545,11.455,97.933,2.067,86.59,240,0.950,bicubic,+4.023,+0.997,-44 -seresnextaa101d_32x8d.ah_in1k,88.537,11.463,98.002,1.998,93.59,288,1.000,bicubic,+3.971,+0.926,-51 -maxvit_rmlp_small_rw_224.sw_in1k,88.522,11.478,97.773,2.227,64.90,224,0.900,bicubic,+4.030,+0.763,-41 -resnest269e.in1k,88.520,11.480,98.027,1.973,110.93,416,0.928,bicubic,+4.010,+0.593,-46 -coatnet_rmlp_2_rw_224.sw_in1k,88.513,11.487,97.566,2.434,73.88,224,0.950,bicubic,+3.907,+0.826,-56 -efficientformerv2_l.snap_dist_in1k,88.507,11.493,97.961,2.039,26.32,224,0.950,bicubic,+4.875,+1.401,+46 -gcvit_base.in1k,88.501,11.499,97.769,2.231,90.32,224,0.875,bicubic,+4.055,+0.561,-39 -swinv2_base_window8_256.ms_in1k,88.498,11.502,97.891,2.109,87.92,256,0.900,bicubic,+4.248,+0.967,-18 -seresnext101_32x8d.ah_in1k,88.494,11.506,97.884,2.116,93.57,288,1.000,bicubic,+4.308,+1.010,-12 -convformer_s36.sail_in1k,88.486,11.514,97.763,2.237,40.01,224,1.000,bicubic,+4.426,+1.017,-4 -crossvit_18_dagger_408.in1k,88.479,11.521,97.895,2.105,44.61,408,1.000,bicubic,+4.281,+1.079,-15 -flexivit_base.300ep_in1k,88.479,11.521,97.846,2.154,86.59,240,0.950,bicubic,+4.073,+0.960,-34 -efficientnetv2_rw_s.ra2_in1k,88.475,11.525,97.978,2.022,23.94,384,1.000,bicubic,+4.667,+1.246,+18 -resnetv2_101x3_bit.goog_in21k_ft_in1k,88.466,11.534,98.157,1.843,387.93,448,1.000,bilinear,+4.028,+0.775,-44 -maxvit_large_tf_224.in1k,88.460,11.540,97.809,2.191,211.79,224,0.950,bicubic,+3.518,+0.839,-87 -maxvit_small_tf_224.in1k,88.454,11.546,97.880,2.120,68.93,224,0.950,bicubic,+4.028,+1.056,-42 -resnetv2_50x3_bit.goog_in21k_ft_in1k,88.447,11.553,98.200,1.800,217.32,448,1.000,bilinear,+4.427,+1.074,-5 -cait_s24_224.fb_dist_in1k,88.443,11.557,97.961,2.039,46.92,224,1.000,bicubic,+5.001,+1.387,+47 +regnety_320.seer_ft_in1k,88.571,11.429,98.106,1.894,145.05,384,1.000,bicubic,+5.243,+1.398,+93 +efficientvit_b3.r288_in1k,88.562,11.438,97.707,2.293,48.65,288,1.000,bicubic,+4.409,+0.971,0 +resnetv2_152x4_bit.goog_in21k_ft_in1k,88.554,11.446,98.192,1.808,936.53,480,1.000,bilinear,+3.638,+0.754,-73 +resnet200d.ra2_in1k,88.554,11.446,97.961,2.039,64.69,320,1.000,bicubic,+4.590,+1.135,+16 +xcit_small_24_p16_224.fb_dist_in1k,88.545,11.455,98.004,1.996,47.67,224,1.000,bicubic,+4.671,+1.268,+22 +flexivit_base.600ep_in1k,88.545,11.455,97.933,2.067,86.59,240,0.950,bicubic,+4.021,+0.997,-47 +seresnextaa101d_32x8d.ah_in1k,88.537,11.463,98.002,1.998,93.59,288,1.000,bicubic,+3.971,+0.926,-54 +maxvit_rmlp_small_rw_224.sw_in1k,88.522,11.478,97.773,2.227,64.90,224,0.900,bicubic,+4.030,+0.763,-44 +resnest269e.in1k,88.520,11.480,98.029,1.971,110.93,416,0.928,bicubic,+4.012,+1.039,-49 +coatnet_rmlp_2_rw_224.sw_in1k,88.513,11.487,97.566,2.434,73.88,224,0.950,bicubic,+3.905,+0.826,-60 +efficientformerv2_l.snap_dist_in1k,88.509,11.491,97.963,2.037,26.32,224,0.950,bicubic,+4.877,+1.405,+49 +repvit_m2_3.dist_300e_in1k,88.503,11.497,97.942,2.058,23.69,224,0.950,bicubic,+4.999,+1.438,+57 +gcvit_base.in1k,88.501,11.499,97.769,2.231,90.32,224,0.875,bicubic,+4.056,+0.687,-42 +swinv2_base_window8_256.ms_in1k,88.498,11.502,97.891,2.109,87.92,256,0.900,bicubic,+4.248,+0.967,-22 +seresnext101_32x8d.ah_in1k,88.494,11.506,97.884,2.116,93.57,288,1.000,bicubic,+4.308,+1.010,-16 +repvit_m2_3.dist_450e_in1k,88.488,11.512,98.059,1.941,23.69,224,0.950,bicubic,+4.746,+1.415,+31 +convformer_s36.sail_in1k,88.486,11.514,97.763,2.237,40.01,224,1.000,bicubic,+4.426,+1.017,-7 +flexivit_base.300ep_in1k,88.479,11.521,97.846,2.154,86.59,240,0.950,bicubic,+4.073,+0.962,-38 +crossvit_18_dagger_408.in1k,88.473,11.527,97.897,2.103,44.61,408,1.000,bicubic,+4.271,+1.079,-22 +efficientnetv2_rw_s.ra2_in1k,88.469,11.531,97.978,2.022,23.94,384,1.000,bicubic,+4.663,+1.246,+17 +resnetv2_101x3_bit.goog_in21k_ft_in1k,88.466,11.534,98.157,1.843,387.93,448,1.000,bilinear,+4.028,+0.775,-49 +fastvit_sa24.apple_dist_in1k,88.460,11.540,97.957,2.043,21.55,256,0.900,bicubic,+5.118,+1.405,+69 +maxvit_large_tf_224.in1k,88.460,11.540,97.809,2.191,211.79,224,0.950,bicubic,+3.518,+0.839,-94 +maxvit_small_tf_224.in1k,88.456,11.544,97.880,2.120,68.93,224,0.950,bicubic,+4.030,+1.056,-48 +resnetv2_50x3_bit.goog_in21k_ft_in1k,88.447,11.553,98.200,1.800,217.32,448,1.000,bilinear,+4.427,+1.074,-8 +cait_s24_224.fb_dist_in1k,88.443,11.557,97.961,2.039,46.92,224,1.000,bicubic,+5.001,+1.387,+52 resmlp_big_24_224.fb_distilled_in1k,88.441,11.559,97.938,2.062,129.14,224,0.875,bicubic,+4.849,+1.287,+37 -regnetv_064.ra3_in1k,88.439,11.561,98.061,1.939,30.58,288,1.000,bicubic,+4.723,+1.317,+23 -resnest200e.in1k,88.434,11.566,98.040,1.960,70.20,320,0.909,bicubic,+4.588,+1.156,+3 -vit_large_r50_s32_224.augreg_in21k_ft_in1k,88.430,11.570,98.081,1.919,328.99,224,0.900,bicubic,+4.008,+0.911,-47 -tf_efficientnet_b3.ns_jft_in1k,88.428,11.572,98.031,1.968,12.23,300,0.904,bicubic,+4.372,+1.113,-17 -seresnext101d_32x8d.ah_in1k,88.428,11.572,97.961,2.039,93.59,288,1.000,bicubic,+4.070,+1.041,-40 -swin_base_patch4_window12_384.ms_in1k,88.426,11.574,97.803,2.197,87.90,384,1.000,bicubic,+3.950,+0.911,-61 -tf_efficientnetv2_s.in1k,88.409,11.591,97.927,2.073,21.46,384,1.000,bicubic,+4.509,+1.229,-7 -convnext_small.fb_in1k,88.407,11.593,98.012,1.988,50.22,288,1.000,bicubic,+4.707,+1.204,+19 -tf_efficientnet_b5.aa_in1k,88.407,11.593,97.931,2.069,30.39,456,0.934,bicubic,+4.719,+1.219,+20 -regnety_320.swag_lc_in1k,88.398,11.602,98.117,1.883,145.05,224,0.965,bicubic,+3.852,+0.675,-76 -vit_base_patch16_384.orig_in21k_ft_in1k,88.389,11.611,98.160,1.840,86.86,384,1.000,bicubic,+4.189,+0.940,-35 -regnetz_c16_evos.ch_in1k,88.381,11.619,98.040,1.960,13.49,320,0.950,bicubic,+5.749,+1.566,+112 -tresnet_v2_l.miil_in21k_ft_in1k,88.379,11.621,97.923,2.077,46.17,224,0.875,bilinear,+4.479,+1.429,-12 -swinv2_small_window16_256.ms_in1k,88.372,11.628,97.848,2.152,49.73,256,0.900,bicubic,+4.148,+1.070,-40 -efficientnet_b4.ra2_in1k,88.366,11.634,97.961,2.039,19.34,384,1.000,bicubic,+4.952,+1.363,+34 -resnet152d.ra2_in1k,88.362,11.638,97.931,2.069,60.21,320,1.000,bicubic,+4.678,+1.191,+14 -maxvit_rmlp_tiny_rw_256.sw_in1k,88.355,11.645,97.820,2.180,29.15,256,0.950,bicubic,+4.131,+0.952,-42 -tf_efficientnet_b4.ap_in1k,88.347,11.653,97.888,2.112,19.34,380,0.922,bicubic,+5.097,+1.494,+47 -deit3_small_patch16_224.fb_in22k_ft_in1k,88.336,11.664,98.127,1.873,22.06,224,1.000,bicubic,+5.262,+1.352,+64 -regnety_064.ra3_in1k,88.323,11.677,97.865,2.135,30.58,288,1.000,bicubic,+4.603,+1.143,+3 -convnextv2_nano.fcmae_ft_in22k_in1k_384,88.315,11.685,97.938,2.062,15.62,384,1.000,bicubic,+4.941,+1.194,+35 -crossvit_15_dagger_408.in1k,88.313,11.687,97.874,2.127,28.50,408,1.000,bicubic,+4.471,+1.096,-16 -tf_efficientnet_b5.ra_in1k,88.308,11.692,97.918,2.082,30.39,456,0.934,bicubic,+4.498,+1.164,-12 -cs3se_edgenet_x.c2ns_in1k,88.296,11.704,97.935,2.065,50.72,320,1.000,bicubic,+4.754,+1.263,+14 -deit3_small_patch16_384.fb_in1k,88.296,11.704,97.888,2.112,22.21,384,1.000,bicubic,+4.866,+1.214,+22 -pvt_v2_b4.in1k,88.285,11.715,97.816,2.184,62.56,224,0.900,bicubic,+4.575,+1.142,-1 -efficientformer_l7.snap_dist_in1k,88.278,11.722,97.882,2.118,82.23,224,0.950,bicubic,+4.896,+1.346,+28 -mvitv2_small.fb_in1k,88.264,11.736,97.692,2.308,34.87,224,0.900,bicubic,+4.494,+1.116,-12 -resnetrs152.tf_in1k,88.249,11.751,97.737,2.263,86.62,320,1.000,bicubic,+4.547,+1.125,-3 -deit3_base_patch16_224.fb_in1k,88.244,11.756,97.816,2.184,86.59,224,0.900,bicubic,+4.458,+1.228,-16 -xcit_small_12_p16_224.fb_dist_in1k,88.240,11.760,97.844,2.156,26.25,224,1.000,bicubic,+4.912,+1.428,+31 -gcvit_small.in1k,88.217,11.783,97.788,2.212,51.09,224,0.875,bicubic,+4.325,+1.130,-30 -regnetv_040.ra3_in1k,88.212,11.788,97.972,2.028,20.64,288,1.000,bicubic,+5.014,+1.314,+34 -deit_base_distilled_patch16_224.fb_in1k,88.212,11.788,97.910,2.090,87.34,224,0.900,bicubic,+4.826,+1.422,+20 -xception65p.ra3_in1k,88.189,11.811,97.788,2.212,39.82,299,0.940,bicubic,+5.053,+1.680,+39 -swinv2_small_window8_256.ms_in1k,88.172,11.828,97.777,2.223,49.73,256,0.900,bicubic,+4.318,+1.133,-32 -caformer_s18.sail_in1k,88.163,11.837,97.728,2.272,26.34,224,1.000,bicubic,+4.507,+1.212,-5 -xcit_tiny_24_p16_384.fb_dist_in1k,88.161,11.839,97.942,2.058,12.12,384,1.000,bicubic,+5.591,+1.666,+100 -xcit_large_24_p8_224.fb_in1k,88.161,11.839,97.391,2.609,188.93,224,1.000,bicubic,+3.767,+0.727,-76 -resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k_384,88.153,11.848,98.051,1.949,236.34,384,1.000,bicubic,+4.319,+0.925,-32 -coat_lite_medium.in1k,88.144,11.856,97.899,2.101,44.57,224,0.900,bicubic,+4.544,+1.171,-6 -resnext101_32x8d.fb_wsl_ig1b_ft_in1k,88.144,11.856,97.859,2.142,88.79,224,0.875,bilinear,+5.446,+1.715,+73 -cait_xxs36_384.fb_dist_in1k,88.140,11.860,97.903,2.097,17.37,384,1.000,bicubic,+5.936,+1.759,+141 -dm_nfnet_f0.dm_in1k,88.131,11.869,97.906,2.095,71.49,256,0.900,bicubic,+4.645,+1.338,-1 -resnext101_32x4d.fb_swsl_ig1b_ft_in1k,88.112,11.888,97.965,2.035,44.18,224,0.875,bilinear,+4.880,+1.207,+21 -pit_b_distilled_224.in1k,88.108,11.892,97.654,2.346,74.79,224,0.900,bicubic,+4.342,+1.188,-29 -xcit_tiny_12_p8_384.fb_dist_in1k,88.103,11.897,97.925,2.075,6.71,384,1.000,bicubic,+5.715,+1.705,+109 -pvt_v2_b5.in1k,88.103,11.897,97.694,2.306,81.96,224,0.900,bicubic,+4.361,+1.060,-26 -pvt_v2_b3.in1k,88.099,11.901,97.775,2.225,45.24,224,0.900,bicubic,+4.979,+1.221,+30 -rexnetr_200.sw_in12k_ft_in1k,88.097,11.903,98.006,1.994,16.52,288,1.000,bicubic,+4.961,+1.370,+23 -xception65.ra3_in1k,88.069,11.931,97.750,2.250,39.92,299,0.940,bicubic,+4.887,+1.158,+18 -hrnet_w18_ssld.paddle_in1k,88.067,11.933,97.824,2.176,21.30,288,1.000,bilinear,+6.021,+1.574,+148 -swin_s3_base_224.ms_in1k,88.046,11.954,97.662,2.338,71.13,224,0.900,bicubic,+4.126,+0.990,-55 -xcit_tiny_24_p8_224.fb_dist_in1k,88.037,11.963,97.818,2.182,12.11,224,1.000,bicubic,+5.471,+1.760,+86 -convnextv2_tiny.fcmae_ft_in1k,88.035,11.965,97.859,2.142,28.64,288,1.000,bicubic,+4.571,+1.141,-11 -resnet152.a1h_in1k,88.033,11.967,97.696,2.304,60.19,288,1.000,bicubic,+4.583,+1.158,-12 -focalnet_base_srf.ms_in1k,88.033,11.967,97.656,2.344,88.15,224,0.900,bicubic,+4.215,+0.974,-46 -regnety_160.swag_lc_in1k,88.031,11.969,98.044,1.956,83.59,224,0.965,bicubic,+4.249,+0.764,-43 -maxvit_tiny_tf_224.in1k,88.027,11.973,97.816,2.184,30.92,224,0.950,bicubic,+4.625,+1.226,-9 -focalnet_base_lrf.ms_in1k,88.003,11.997,97.609,2.391,88.75,224,0.900,bicubic,+4.165,+1.001,-53 -gcvit_tiny.in1k,88.001,11.999,97.722,2.278,28.22,224,0.875,bicubic,+4.617,+1.324,-7 -eca_nfnet_l0.ra2_in1k,87.980,12.020,97.869,2.131,24.14,288,1.000,bicubic,+5.402,+1.375,+75 -tf_efficientnet_b5.in1k,87.973,12.027,97.933,2.067,30.39,456,0.934,bicubic,+4.797,+1.397,+6 -cs3sedarknet_x.c2ns_in1k,87.973,12.027,97.794,2.205,35.40,288,1.000,bicubic,+5.315,+1.445,+57 -nfnet_l0.ra2_in1k,87.969,12.031,97.867,2.133,35.07,288,1.000,bicubic,+5.217,+1.351,+45 -efficientformer_l3.snap_dist_in1k,87.963,12.037,97.709,2.291,31.41,224,0.950,bicubic,+5.413,+1.461,+76 -xcit_small_24_p8_224.fb_in1k,87.956,12.044,97.581,2.419,47.63,224,1.000,bicubic,+4.122,+0.949,-58 -tf_efficientnet_b4.aa_in1k,87.954,12.046,97.739,2.261,19.34,380,0.922,bicubic,+4.936,+1.439,+20 -regnetz_c16.ra3_in1k,87.952,12.048,97.782,2.218,13.46,320,1.000,bicubic,+5.318,+1.460,+54 -regnety_032.ra_in1k,87.945,12.055,97.897,2.103,19.44,288,1.000,bicubic,+5.217,+1.481,+42 -coatnet_1_rw_224.sw_in1k,87.943,12.057,97.453,2.547,41.72,224,0.950,bicubic,+4.347,+1.071,-35 -resnet101d.ra2_in1k,87.935,12.065,97.910,2.090,44.57,320,1.000,bicubic,+4.919,+1.458,+17 -regnety_040.ra3_in1k,87.933,12.067,97.880,2.120,20.65,288,1.000,bicubic,+4.889,+1.382,+12 -mobilevitv2_200.cvnets_in22k_ft_in1k_384,87.933,12.067,97.822,2.178,18.45,384,1.000,bicubic,+4.533,+1.240,-22 -swinv2_cr_small_ns_224.sw_in1k,87.933,12.067,97.668,2.332,49.70,224,0.900,bicubic,+4.435,+1.184,-34 -focalnet_small_lrf.ms_in1k,87.930,12.069,97.696,2.304,50.34,224,0.900,bicubic,+4.436,+1.116,-34 -resnetv2_101.a1h_in1k,87.924,12.076,97.651,2.349,44.54,288,1.000,bicubic,+4.922,+1.197,+13 -vit_base_patch32_384.augreg_in21k_ft_in1k,87.909,12.091,98.010,1.990,88.30,384,1.000,bicubic,+4.559,+1.172,-20 -sequencer2d_l.in1k,87.907,12.093,97.703,2.297,54.30,224,0.875,bicubic,+4.513,+1.207,-27 -twins_svt_large.in1k,87.903,12.097,97.581,2.419,99.27,224,0.900,bicubic,+4.225,+0.991,-49 -coatnet_rmlp_1_rw_224.sw_in1k,87.892,12.108,97.624,2.376,41.69,224,0.950,bicubic,+4.530,+1.174,-24 -swin_base_patch4_window7_224.ms_in1k,87.866,12.134,97.564,2.436,87.77,224,0.900,bicubic,+4.260,+1.112,-48 -twins_pcpvt_large.in1k,87.864,12.136,97.859,2.142,60.99,224,0.900,bicubic,+4.734,+1.257,-7 -maxvit_tiny_rw_224.sw_in1k,87.856,12.144,97.643,2.357,29.06,224,0.950,bicubic,+4.352,+1.139,-44 -swin_s3_small_224.ms_in1k,87.849,12.151,97.431,2.568,49.74,224,0.900,bicubic,+4.093,+0.980,-67 -convformer_s18.sail_in1k,87.845,12.155,97.551,2.449,26.77,224,1.000,bicubic,+4.859,+1.301,+6 -mobilevitv2_175.cvnets_in22k_ft_in1k_384,87.841,12.159,97.728,2.272,14.25,384,1.000,bicubic,+4.903,+1.302,+7 -deit_base_patch16_384.fb_in1k,87.841,12.159,97.506,2.494,86.86,384,1.000,bicubic,+4.735,+1.138,-6 -ecaresnet101d.miil_in1k,87.839,12.161,97.899,2.101,44.57,288,0.950,bicubic,+4.855,+1.357,+4 -convnext_nano.in12k_ft_in1k,87.837,12.164,97.888,2.112,15.59,288,1.000,bicubic,+4.975,+1.332,+10 -xcit_small_12_p8_224.fb_in1k,87.822,12.178,97.568,2.432,26.21,224,1.000,bicubic,+4.490,+1.084,-30 -flexivit_small.1200ep_in1k,87.813,12.187,97.615,2.385,22.06,240,0.950,bicubic,+5.293,+1.491,+52 -vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,87.809,12.191,97.756,2.244,88.22,224,0.900,bicubic,+4.513,+1.228,-30 -focalnet_small_srf.ms_in1k,87.809,12.191,97.575,2.425,49.89,224,0.900,bicubic,+4.393,+1.137,-45 -maxxvit_rmlp_nano_rw_256.sw_in1k,87.807,12.193,97.752,2.248,16.78,256,0.950,bicubic,+4.765,+1.402,-9 -flexivit_small.600ep_in1k,87.807,12.193,97.579,2.421,22.06,240,0.950,bicubic,+5.445,+1.497,+65 -tf_efficientnetv2_b3.in21k_ft_in1k,87.805,12.195,97.893,2.107,14.36,300,0.900,bicubic,+5.135,+1.267,+21 -deit3_medium_patch16_224.fb_in1k,87.802,12.198,97.656,2.344,38.85,224,0.900,bicubic,+4.716,+1.360,-16 -tresnet_xl.miil_in1k_448,87.798,12.202,97.459,2.541,78.44,448,0.875,bilinear,+4.738,+1.285,-14 -resnetv2_50x1_bit.goog_distilled_in1k,87.792,12.208,97.903,2.097,25.55,224,0.875,bicubic,+4.972,+1.389,+2 -convnext_tiny.fb_in1k,87.770,12.230,97.585,2.415,28.59,288,1.000,bicubic,+5.072,+0.953,+15 -regnety_320.tv2_in1k,87.743,12.257,97.673,2.327,145.05,224,0.965,bicubic,+4.581,+1.257,-31 -resnext101_64x4d.tv_in1k,87.740,12.259,97.592,2.408,83.46,224,0.875,bilinear,+4.748,+1.348,-12 +regnetv_064.ra3_in1k,88.436,11.563,98.061,1.939,30.58,288,1.000,bicubic,+4.721,+1.319,+23 +resnest200e.in1k,88.434,11.566,98.040,1.960,70.20,320,0.909,bicubic,+4.590,+1.156,+1 +vit_large_r50_s32_224.augreg_in21k_ft_in1k,88.432,11.568,98.083,1.917,328.99,224,0.900,bicubic,+4.014,+0.911,-54 +inception_next_base.sail_in1k,88.432,11.568,97.773,2.227,86.67,224,0.950,bicubic,+4.340,+0.977,-24 +tf_efficientnet_b3.ns_jft_in1k,88.428,11.572,98.031,1.968,12.23,300,0.904,bicubic,+4.376,+1.113,-20 +seresnext101d_32x8d.ah_in1k,88.428,11.572,97.961,2.039,93.59,288,1.000,bicubic,+4.070,+1.041,-47 +swin_base_patch4_window12_384.ms_in1k,88.426,11.574,97.803,2.197,87.90,384,1.000,bicubic,+3.950,+0.911,-68 +tf_efficientnetv2_s.in1k,88.409,11.591,97.927,2.073,21.46,384,1.000,bicubic,+4.511,+1.231,-11 +convnext_small.fb_in1k,88.407,11.593,98.012,1.988,50.22,288,1.000,bicubic,+4.707,+1.204,+18 +tf_efficientnet_b5.aa_in1k,88.407,11.593,97.931,2.069,30.39,456,0.934,bicubic,+4.719,+1.219,+19 +regnety_320.swag_lc_in1k,88.398,11.602,98.115,1.885,145.05,224,0.965,bicubic,+3.850,+0.673,-83 +vit_base_patch16_384.orig_in21k_ft_in1k,88.392,11.608,98.160,1.840,86.86,384,1.000,bicubic,+4.192,+0.942,-41 +regnetz_c16_evos.ch_in1k,88.381,11.619,98.040,1.960,13.49,320,0.950,bicubic,+5.745,+1.566,+121 +tresnet_v2_l.miil_in21k_ft_in1k,88.375,11.625,97.925,2.075,46.17,224,0.875,bilinear,+4.481,+1.435,-16 +swinv2_small_window16_256.ms_in1k,88.372,11.628,97.848,2.152,49.73,256,0.900,bicubic,+4.148,+1.070,-47 +efficientnet_b4.ra2_in1k,88.366,11.634,97.961,2.039,19.34,384,1.000,bicubic,+4.952,+1.363,+38 +resnet152d.ra2_in1k,88.362,11.638,97.931,2.069,60.21,320,1.000,bicubic,+4.678,+1.193,+13 +fastvit_ma36.apple_in1k,88.358,11.643,97.923,2.077,44.07,256,0.950,bicubic,+4.475,+1.181,-18 +maxvit_rmlp_tiny_rw_256.sw_in1k,88.355,11.645,97.820,2.180,29.15,256,0.950,bicubic,+4.131,+0.952,-50 +tf_efficientnet_b4.ap_in1k,88.347,11.653,97.891,2.109,19.34,380,0.922,bicubic,+5.097,+1.495,+52 +deit3_small_patch16_224.fb_in22k_ft_in1k,88.338,11.662,98.132,1.868,22.06,224,1.000,bicubic,+5.262,+1.356,+71 +regnety_064.ra3_in1k,88.323,11.677,97.865,2.135,30.58,288,1.000,bicubic,+4.603,+1.143,+1 +efficientvit_b3.r256_in1k,88.319,11.681,97.560,2.440,48.65,256,1.000,bicubic,+4.517,+1.044,-11 +convnextv2_nano.fcmae_ft_in22k_in1k_384,88.315,11.685,97.938,2.062,15.62,384,1.000,bicubic,+4.941,+1.194,+37 +tf_efficientnet_b5.ra_in1k,88.313,11.687,97.914,2.086,30.39,456,0.934,bicubic,+4.499,+1.162,-17 +crossvit_15_dagger_408.in1k,88.313,11.687,97.874,2.127,28.50,408,1.000,bicubic,+4.473,+1.096,-21 +cs3se_edgenet_x.c2ns_in1k,88.300,11.700,97.933,2.067,50.72,320,1.000,bicubic,+4.754,+1.263,+13 +deit3_small_patch16_384.fb_in1k,88.296,11.704,97.888,2.112,22.21,384,1.000,bicubic,+4.868,+1.214,+24 +pvt_v2_b4.in1k,88.285,11.715,97.816,2.184,62.56,224,0.900,bicubic,+4.573,+1.146,-4 +efficientformer_l7.snap_dist_in1k,88.278,11.722,97.882,2.118,82.23,224,0.950,bicubic,+4.896,+1.346,+30 +mvitv2_small.fb_in1k,88.264,11.736,97.692,2.308,34.87,224,0.900,bicubic,+4.494,+1.116,-16 +inception_next_small.sail_in1k,88.253,11.747,97.816,2.184,49.37,224,0.875,bicubic,+4.675,+1.218,+6 +resnetrs152.tf_in1k,88.249,11.751,97.737,2.263,86.62,320,1.000,bicubic,+4.547,+1.125,-7 +deit3_base_patch16_224.fb_in1k,88.242,11.758,97.818,2.182,86.59,224,0.900,bicubic,+4.456,+1.232,-21 +xcit_small_12_p16_224.fb_dist_in1k,88.240,11.760,97.841,2.159,26.25,224,1.000,bicubic,+4.912,+1.425,+33 +gcvit_small.in1k,88.223,11.777,97.788,2.212,51.09,224,0.875,bicubic,+4.331,+1.130,-37 +deit_base_distilled_patch16_224.fb_in1k,88.210,11.790,97.910,2.090,87.34,224,0.900,bicubic,+4.820,+1.422,+21 +regnetv_040.ra3_in1k,88.208,11.792,97.972,2.028,20.64,288,1.000,bicubic,+5.018,+1.314,+38 +xception65p.ra3_in1k,88.189,11.811,97.788,2.212,39.82,299,0.940,bicubic,+5.063,+1.306,+45 +swinv2_small_window8_256.ms_in1k,88.172,11.828,97.777,2.223,49.73,256,0.900,bicubic,+4.318,+1.133,-38 +caformer_s18.sail_in1k,88.163,11.837,97.728,2.272,26.34,224,1.000,bicubic,+4.509,+1.210,-9 +xcit_tiny_24_p16_384.fb_dist_in1k,88.161,11.839,97.942,2.058,12.12,384,1.000,bicubic,+5.591,+1.666,+108 +xcit_large_24_p8_224.fb_in1k,88.159,11.841,97.391,2.609,188.93,224,1.000,bicubic,+3.765,+0.727,-87 +resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k_384,88.148,11.852,98.051,1.949,236.34,384,1.000,bicubic,+4.312,+0.925,-38 +tiny_vit_21m_224.in1k,88.146,11.854,97.850,2.150,21.20,224,0.950,bicubic,+4.892,+1.258,+26 +coat_lite_medium.in1k,88.144,11.856,97.899,2.101,44.57,224,0.900,bicubic,+4.544,+1.171,-11 +resnext101_32x8d.fb_wsl_ig1b_ft_in1k,88.144,11.856,97.859,2.142,88.79,224,0.875,bilinear,+5.446,+1.715,+77 +cait_xxs36_384.fb_dist_in1k,88.140,11.860,97.903,2.097,17.37,384,1.000,bicubic,+5.936,+1.759,+149 +dm_nfnet_f0.dm_in1k,88.133,11.867,97.903,2.097,71.49,256,0.900,bicubic,+4.647,+1.335,-2 +resnext101_32x4d.fb_swsl_ig1b_ft_in1k,88.112,11.888,97.965,2.035,44.18,224,0.875,bilinear,+4.886,+1.205,+24 +pit_b_distilled_224.in1k,88.110,11.890,97.654,2.346,74.79,224,0.900,bicubic,+4.344,+1.186,-35 +xcit_tiny_12_p8_384.fb_dist_in1k,88.103,11.897,97.925,2.075,6.71,384,1.000,bicubic,+5.715,+1.705,+116 +tiny_vit_11m_224.dist_in22k_ft_in1k,88.103,11.897,97.790,2.210,11.00,224,0.950,bicubic,+4.875,+1.160,+20 +pvt_v2_b5.in1k,88.103,11.897,97.694,2.306,81.96,224,0.900,bicubic,+4.363,+1.058,-31 +rexnetr_200.sw_in12k_ft_in1k,88.099,11.901,98.006,1.994,16.52,288,1.000,bicubic,+4.961,+1.370,+25 +pvt_v2_b3.in1k,88.099,11.901,97.777,2.223,45.24,224,0.900,bicubic,+4.981,+1.221,+32 +fastvit_sa36.apple_in1k,88.088,11.912,97.790,2.210,31.53,256,0.900,bicubic,+4.588,+1.160,-13 +hrnet_w18_ssld.paddle_in1k,88.067,11.933,97.824,2.176,21.30,288,1.000,bilinear,+6.019,+1.574,+157 +xception65.ra3_in1k,88.067,11.933,97.750,2.250,39.92,299,0.940,bicubic,+4.887,+1.158,+18 +efficientvit_b3.r224_in1k,88.065,11.935,97.566,2.434,48.65,224,0.950,bicubic,+4.605,+1.236,-11 +swin_s3_base_224.ms_in1k,88.046,11.954,97.662,2.338,71.13,224,0.900,bicubic,+4.126,+0.990,-66 +xcit_tiny_24_p8_224.fb_dist_in1k,88.037,11.963,97.818,2.182,12.11,224,1.000,bicubic,+5.471,+1.760,+89 +convnextv2_tiny.fcmae_ft_in1k,88.035,11.965,97.859,2.142,28.64,288,1.000,bicubic,+4.571,+1.141,-15 +regnety_160.swag_lc_in1k,88.033,11.967,98.042,1.958,83.59,224,0.965,bicubic,+4.251,+0.762,-51 +resnet152.a1h_in1k,88.033,11.967,97.696,2.304,60.19,288,1.000,bicubic,+4.583,+1.158,-16 +focalnet_base_srf.ms_in1k,88.033,11.967,97.656,2.344,88.15,224,0.900,bicubic,+4.213,+0.976,-56 +maxvit_tiny_tf_224.in1k,88.027,11.973,97.816,2.184,30.92,224,0.950,bicubic,+4.625,+1.226,-12 +focalnet_base_lrf.ms_in1k,88.003,11.997,97.609,2.391,88.75,224,0.900,bicubic,+4.165,+1.001,-63 +gcvit_tiny.in1k,88.001,11.999,97.722,2.278,28.22,224,0.875,bicubic,+4.617,+1.324,-10 +eca_nfnet_l0.ra2_in1k,87.980,12.020,97.871,2.129,24.14,288,1.000,bicubic,+5.402,+1.379,+77 +tf_efficientnet_b5.in1k,87.975,12.025,97.933,2.067,30.39,456,0.934,bicubic,+4.799,+1.397,+6 +cs3sedarknet_x.c2ns_in1k,87.975,12.025,97.794,2.205,35.40,288,1.000,bicubic,+5.317,+1.445,+60 +nfnet_l0.ra2_in1k,87.967,12.033,97.867,2.133,35.07,288,1.000,bicubic,+5.217,+1.351,+46 +efficientformer_l3.snap_dist_in1k,87.963,12.037,97.711,2.289,31.41,224,0.950,bicubic,+5.415,+1.461,+79 +tf_efficientnet_b4.aa_in1k,87.958,12.042,97.739,2.261,19.34,380,0.922,bicubic,+4.940,+1.439,+23 +xcit_small_24_p8_224.fb_in1k,87.956,12.044,97.581,2.419,47.63,224,1.000,bicubic,+4.122,+0.949,-69 +regnetz_c16.ra3_in1k,87.952,12.048,97.779,2.220,13.46,320,1.000,bicubic,+5.320,+1.462,+58 +regnety_032.ra_in1k,87.950,12.050,97.897,2.103,19.44,288,1.000,bicubic,+5.224,+1.481,+43 +coatnet_1_rw_224.sw_in1k,87.943,12.057,97.453,2.547,41.72,224,0.950,bicubic,+4.347,+1.071,-43 +resnet101d.ra2_in1k,87.937,12.063,97.910,2.090,44.57,320,1.000,bicubic,+4.917,+1.458,+17 +regnety_040.ra3_in1k,87.933,12.067,97.880,2.120,20.65,288,1.000,bicubic,+4.889,+1.378,+13 +mobilevitv2_200.cvnets_in22k_ft_in1k_384,87.933,12.067,97.822,2.178,18.45,384,1.000,bicubic,+4.533,+1.240,-25 +swinv2_cr_small_ns_224.sw_in1k,87.933,12.067,97.668,2.332,49.70,224,0.900,bicubic,+4.435,+1.184,-38 +focalnet_small_lrf.ms_in1k,87.930,12.069,97.696,2.304,50.34,224,0.900,bicubic,+4.436,+1.116,-38 +repvit_m1_5.dist_450e_in1k,87.928,12.072,97.703,2.297,14.64,224,0.950,bicubic,+5.416,+1.591,+72 +resnetv2_101.a1h_in1k,87.924,12.076,97.651,2.349,44.54,288,1.000,bicubic,+4.924,+1.197,+13 +efficientvit_b2.r288_in1k,87.920,12.080,97.600,2.400,24.33,288,1.000,bicubic,+4.820,+1.296,+3 +vit_base_patch32_384.augreg_in21k_ft_in1k,87.909,12.091,98.010,1.990,88.30,384,1.000,bicubic,+4.557,+1.170,-25 +sequencer2d_l.in1k,87.907,12.093,97.703,2.297,54.30,224,0.875,bicubic,+4.513,+1.207,-32 +twins_svt_large.in1k,87.903,12.097,97.581,2.419,99.27,224,0.900,bicubic,+4.225,+0.993,-59 +coatnet_rmlp_1_rw_224.sw_in1k,87.892,12.108,97.624,2.376,41.69,224,0.950,bicubic,+4.530,+1.174,-29 +twins_pcpvt_large.in1k,87.869,12.131,97.859,2.142,60.99,224,0.900,bicubic,+4.739,+1.255,-9 +swin_base_patch4_window7_224.ms_in1k,87.866,12.134,97.564,2.436,87.77,224,0.900,bicubic,+4.260,+1.112,-59 +maxvit_tiny_rw_224.sw_in1k,87.856,12.144,97.643,2.357,29.06,224,0.950,bicubic,+4.352,+1.129,-51 +swin_s3_small_224.ms_in1k,87.849,12.151,97.431,2.568,49.74,224,0.900,bicubic,+4.093,+0.980,-78 +convformer_s18.sail_in1k,87.845,12.155,97.551,2.449,26.77,224,1.000,bicubic,+4.859,+1.301,+5 +deit_base_patch16_384.fb_in1k,87.845,12.155,97.508,2.492,86.86,384,1.000,bicubic,+4.741,+1.140,-8 +mobilevitv2_175.cvnets_in22k_ft_in1k_384,87.841,12.159,97.728,2.272,14.25,384,1.000,bicubic,+4.903,+1.302,+6 +ecaresnet101d.miil_in1k,87.839,12.161,97.899,2.101,44.57,288,0.950,bicubic,+4.855,+1.357,+3 +convnext_nano.in12k_ft_in1k,87.837,12.164,97.888,2.112,15.59,288,1.000,bicubic,+4.975,+1.332,+9 +xcit_small_12_p8_224.fb_in1k,87.822,12.178,97.568,2.432,26.21,224,1.000,bicubic,+4.488,+1.086,-35 +flexivit_small.600ep_in1k,87.811,12.189,97.577,2.423,22.06,240,0.950,bicubic,+5.449,+1.493,+72 +vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,87.809,12.191,97.756,2.244,88.22,224,0.900,bicubic,+4.513,+1.228,-35 +flexivit_small.1200ep_in1k,87.809,12.191,97.613,2.387,22.06,240,0.950,bicubic,+5.283,+1.487,+51 +focalnet_small_srf.ms_in1k,87.809,12.191,97.575,2.425,49.89,224,0.900,bicubic,+4.393,+1.137,-51 +tf_efficientnetv2_b3.in21k_ft_in1k,87.807,12.193,97.895,2.105,14.36,300,0.900,bicubic,+5.137,+1.269,+21 +maxxvit_rmlp_nano_rw_256.sw_in1k,87.807,12.193,97.752,2.248,16.78,256,0.950,bicubic,+4.765,+1.402,-11 +deit3_medium_patch16_224.fb_in1k,87.807,12.193,97.654,2.346,38.85,224,0.900,bicubic,+4.721,+1.360,-15 +tresnet_xl.miil_in1k_448,87.796,12.204,97.459,2.541,78.44,448,0.875,bilinear,+4.738,+1.287,-15 +resnetv2_50x1_bit.goog_distilled_in1k,87.790,12.210,97.899,2.101,25.55,224,0.875,bicubic,+4.966,+1.381,+1 +repvit_m1_5.dist_300e_in1k,87.772,12.227,97.649,2.351,14.64,224,0.950,bicubic,+5.396,+1.619,+61 +convnext_tiny.fb_in1k,87.770,12.230,97.585,2.415,28.59,288,1.000,bicubic,+5.072,+0.953,+13 +regnety_320.tv2_in1k,87.743,12.257,97.673,2.327,145.05,224,0.965,bicubic,+4.581,+1.259,-34 +resnext101_64x4d.tv_in1k,87.740,12.259,97.592,2.408,83.46,224,0.875,bilinear,+4.748,+1.348,-14 convnextv2_nano.fcmae_ft_in22k_in1k,87.732,12.268,97.886,2.114,15.62,288,1.000,bicubic,+5.068,+1.366,+15 -twins_pcpvt_base.in1k,87.730,12.270,97.728,2.272,43.83,224,0.900,bicubic,+5.020,+1.382,+8 -tresnet_m.miil_in21k_ft_in1k,87.723,12.277,97.517,2.483,31.39,224,0.875,bilinear,+4.649,+1.403,-22 -gc_efficientnetv2_rw_t.agc_in1k,87.719,12.281,97.803,2.197,13.68,288,1.000,bicubic,+5.267,+1.511,+44 -mvitv2_tiny.fb_in1k,87.719,12.281,97.553,2.447,24.17,224,0.900,bicubic,+5.309,+1.401,+45 -maxvit_rmlp_nano_rw_256.sw_in1k,87.715,12.285,97.577,2.423,15.50,256,0.950,bicubic,+4.761,+1.311,-15 -resnetv2_101x1_bit.goog_in21k_ft_in1k,87.683,12.317,97.940,2.060,44.54,448,1.000,bilinear,+5.341,+1.420,+54 -rexnet_300.nav_in1k,87.683,12.317,97.611,2.389,34.71,224,0.875,bicubic,+4.909,+1.375,-3 -swin_small_patch4_window7_224.ms_in1k,87.662,12.338,97.568,2.432,49.61,224,0.900,bicubic,+4.454,+1.252,-45 -efficientnetv2_rw_t.ra2_in1k,87.651,12.349,97.683,2.317,13.65,288,1.000,bicubic,+5.301,+1.492,+50 -twins_svt_base.in1k,87.651,12.349,97.525,2.474,56.07,224,0.900,bicubic,+4.529,+1.109,-36 +twins_pcpvt_base.in1k,87.730,12.270,97.728,2.272,43.83,224,0.900,bicubic,+5.016,+1.382,+6 +tresnet_m.miil_in21k_ft_in1k,87.725,12.274,97.517,2.483,31.39,224,0.875,bilinear,+4.656,+1.407,-24 +mvitv2_tiny.fb_in1k,87.719,12.281,97.553,2.447,24.17,224,0.900,bicubic,+5.309,+1.401,+48 +gc_efficientnetv2_rw_t.agc_in1k,87.717,12.283,97.803,2.197,13.68,288,1.000,bicubic,+5.261,+1.507,+45 +maxvit_rmlp_nano_rw_256.sw_in1k,87.715,12.285,97.577,2.423,15.50,256,0.950,bicubic,+4.761,+1.311,-17 +resnetv2_101x1_bit.goog_in21k_ft_in1k,87.683,12.317,97.940,2.060,44.54,448,1.000,bilinear,+5.341,+1.420,+57 +rexnet_300.nav_in1k,87.683,12.317,97.611,2.389,34.71,224,0.875,bicubic,+4.909,+1.373,-5 +swin_small_patch4_window7_224.ms_in1k,87.662,12.338,97.568,2.432,49.61,224,0.900,bicubic,+4.454,+1.252,-48 +efficientnetv2_rw_t.ra2_in1k,87.651,12.349,97.690,2.310,13.65,288,1.000,bicubic,+5.301,+1.498,+53 +twins_svt_base.in1k,87.651,12.349,97.525,2.474,56.07,224,0.900,bicubic,+4.531,+1.111,-39 mobilevitv2_150.cvnets_in22k_ft_in1k_384,87.649,12.351,97.647,2.353,10.59,384,1.000,bicubic,+5.063,+1.333,+18 -coat_small.in1k,87.647,12.354,97.530,2.470,21.69,224,0.900,bicubic,+5.285,+1.322,+43 -maxxvitv2_nano_rw_256.sw_in1k,87.638,12.362,97.525,2.474,23.70,256,0.950,bicubic,+4.528,+1.201,-37 -pnasnet5large.tf_in1k,87.636,12.364,97.487,2.513,86.06,331,0.911,bicubic,+4.854,+1.447,-12 -resnet101.a1h_in1k,87.634,12.366,97.558,2.442,44.55,288,1.000,bicubic,+4.856,+1.248,-12 -resnetaa50d.sw_in12k_ft_in1k,87.623,12.377,97.803,2.197,25.58,288,1.000,bicubic,+5.023,+1.305,+8 -flexivit_small.300ep_in1k,87.623,12.377,97.611,2.389,22.06,240,0.950,bicubic,+5.445,+1.575,+67 -cs3edgenet_x.c2_in1k,87.621,12.379,97.654,2.346,47.82,288,1.000,bicubic,+4.913,+1.284,-8 -xcit_medium_24_p8_224.fb_in1k,87.612,12.388,97.201,2.799,84.32,224,1.000,bicubic,+3.864,+0.801,-104 -swinv2_tiny_window16_256.ms_in1k,87.610,12.390,97.560,2.440,28.35,256,0.900,bicubic,+4.806,+1.324,-19 -resnext101_32x16d.fb_swsl_ig1b_ft_in1k,87.606,12.394,97.816,2.184,194.03,224,0.875,bilinear,+4.270,+0.970,-66 -resnext50_32x4d.fb_swsl_ig1b_ft_in1k,87.600,12.400,97.649,2.351,25.03,224,0.875,bilinear,+5.425,+1.427,+62 -nest_base_jx.goog_in1k,87.597,12.403,97.521,2.479,67.72,224,0.875,bicubic,+4.063,+1.147,-88 -maxvit_nano_rw_256.sw_in1k,87.595,12.405,97.519,2.481,15.45,256,0.950,bicubic,+4.667,+1.299,-32 -tf_efficientnet_b4.in1k,87.582,12.418,97.602,2.398,19.34,380,0.922,bicubic,+4.974,+1.850,-2 -davit_tiny.msft_in1k,87.565,12.435,97.585,2.415,28.36,224,0.950,bicubic,+4.869,+1.311,-13 -levit_384.fb_dist_in1k,87.563,12.437,97.538,2.462,39.13,224,0.900,bicubic,+4.967,+1.520,-1 -levit_conv_384.fb_dist_in1k,87.561,12.439,97.538,2.462,39.13,224,0.900,bicubic,+4.971,+1.290,0 -sequencer2d_m.in1k,87.559,12.441,97.581,2.419,38.31,224,0.875,bicubic,+4.747,+1.307,-30 -convnextv2_nano.fcmae_ft_in1k,87.553,12.447,97.666,2.334,15.62,288,1.000,bicubic,+5.067,+1.440,+14 +coat_small.in1k,87.647,12.354,97.530,2.470,21.69,224,0.900,bicubic,+5.285,+1.322,+46 +fastvit_sa24.apple_in1k,87.638,12.362,97.726,2.274,21.55,256,0.900,bicubic,+4.960,+1.454,-1 +maxxvitv2_nano_rw_256.sw_in1k,87.638,12.362,97.525,2.474,23.70,256,0.950,bicubic,+4.528,+1.201,-42 +efficientvit_b2.r256_in1k,87.638,12.362,97.453,2.547,24.33,256,1.000,bicubic,+4.948,+1.359,-1 +pnasnet5large.tf_in1k,87.636,12.364,97.487,2.513,86.06,331,0.911,bicubic,+4.854,+1.447,-16 +resnet101.a1h_in1k,87.634,12.366,97.558,2.442,44.55,288,1.000,bicubic,+4.856,+1.248,-16 +resnetaa50d.sw_in12k_ft_in1k,87.623,12.377,97.803,2.197,25.58,288,1.000,bicubic,+5.023,+1.305,+7 +cs3edgenet_x.c2_in1k,87.621,12.379,97.654,2.346,47.82,288,1.000,bicubic,+4.913,+1.284,-11 +flexivit_small.300ep_in1k,87.621,12.379,97.613,2.387,22.06,240,0.950,bicubic,+5.443,+1.575,+66 +xcit_medium_24_p8_224.fb_in1k,87.612,12.388,97.201,2.799,84.32,224,1.000,bicubic,+3.866,+0.491,-117 +swinv2_tiny_window16_256.ms_in1k,87.610,12.390,97.560,2.440,28.35,256,0.900,bicubic,+4.806,+1.324,-23 +resnext101_32x16d.fb_swsl_ig1b_ft_in1k,87.606,12.394,97.816,2.184,194.03,224,0.875,bilinear,+4.270,+0.970,-73 +resnext50_32x4d.fb_swsl_ig1b_ft_in1k,87.600,12.400,97.649,2.351,25.03,224,0.875,bilinear,+5.428,+1.425,+63 +nest_base_jx.goog_in1k,87.597,12.403,97.521,2.479,67.72,224,0.875,bicubic,+4.063,+1.147,-99 +maxvit_nano_rw_256.sw_in1k,87.595,12.405,97.519,2.481,15.45,256,0.950,bicubic,+4.667,+1.299,-36 +tf_efficientnet_b4.in1k,87.585,12.415,97.602,2.398,19.34,380,0.922,bicubic,+4.977,+1.850,-4 +davit_tiny.msft_in1k,87.565,12.435,97.585,2.415,28.36,224,0.950,bicubic,+4.869,+1.311,-17 +levit_384.fb_dist_in1k,87.563,12.437,97.538,2.462,39.13,224,0.900,bicubic,+4.967,+1.520,-3 +levit_conv_384.fb_dist_in1k,87.561,12.439,97.538,2.462,39.13,224,0.900,bicubic,+4.971,+1.522,-2 +sequencer2d_m.in1k,87.559,12.441,97.581,2.419,38.31,224,0.875,bicubic,+4.747,+1.307,-34 +convnextv2_nano.fcmae_ft_in1k,87.553,12.447,97.666,2.334,15.62,288,1.000,bicubic,+5.067,+1.440,+13 tf_efficientnet_b2.ns_jft_in1k,87.553,12.447,97.626,2.374,9.11,260,0.890,bicubic,+5.175,+1.372,+23 -ecaresnet50t.ra2_in1k,87.544,12.456,97.649,2.351,25.57,320,0.950,bicubic,+5.192,+1.509,+26 -regnetx_320.tv2_in1k,87.538,12.462,97.564,2.436,107.81,224,0.965,bicubic,+4.728,+1.356,-33 -vit_base_patch32_clip_224.laion2b_ft_in1k,87.529,12.471,97.547,2.453,88.22,224,0.900,bicubic,+4.947,+1.347,-3 -efficientformerv2_s2.snap_dist_in1k,87.514,12.486,97.615,2.385,12.71,224,0.950,bicubic,+5.348,+1.705,+50 -coatnet_bn_0_rw_224.sw_in1k,87.508,12.492,97.551,2.449,27.44,224,0.950,bicubic,+5.108,+1.365,+14 -vit_base_patch16_rpn_224.sw_in1k,87.504,12.496,97.491,2.509,86.54,224,0.900,bicubic,+5.297,+1.493,+42 +ecaresnet50t.ra2_in1k,87.544,12.456,97.649,2.351,25.57,320,0.950,bicubic,+5.192,+1.509,+27 +regnetx_320.tv2_in1k,87.538,12.462,97.564,2.436,107.81,224,0.965,bicubic,+4.728,+1.356,-37 +vit_base_patch32_clip_224.laion2b_ft_in1k,87.529,12.471,97.547,2.453,88.22,224,0.900,bicubic,+4.947,+1.347,-5 +efficientformerv2_s2.snap_dist_in1k,87.516,12.484,97.615,2.385,12.71,224,0.950,bicubic,+5.350,+1.705,+51 +inception_next_tiny.sail_in1k,87.516,12.484,97.549,2.451,28.06,224,0.875,bicubic,+5.038,+1.527,+9 +coatnet_bn_0_rw_224.sw_in1k,87.508,12.492,97.551,2.449,27.44,224,0.950,bicubic,+5.108,+1.365,+13 +vit_base_patch16_rpn_224.sw_in1k,87.504,12.496,97.489,2.511,86.54,224,0.900,bicubic,+5.302,+1.493,+43 pvt_v2_b2_li.in1k,87.501,12.499,97.470,2.530,22.55,224,0.900,bicubic,+5.307,+1.378,+44 -resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k,87.497,12.503,97.818,2.182,236.34,224,0.875,bicubic,+4.621,+1.236,-44 -edgenext_small.usi_in1k,87.493,12.507,97.587,2.413,5.59,320,1.000,bicubic,+5.929,+1.875,+94 -nest_small_jx.goog_in1k,87.493,12.507,97.513,2.487,38.35,224,0.875,bicubic,+4.369,+1.193,-68 -vit_relpos_base_patch16_clsgap_224.sw_in1k,87.471,12.529,97.525,2.474,86.43,224,0.900,bicubic,+4.711,+1.353,-37 -vit_relpos_base_patch16_224.sw_in1k,87.467,12.533,97.558,2.442,86.43,224,0.900,bicubic,+4.971,+1.419,0 -regnety_080_tv.tv2_in1k,87.465,12.535,97.636,2.364,39.38,224,0.965,bicubic,+4.875,+1.618,-17 -fbnetv3_g.ra2_in1k,87.446,12.554,97.545,2.455,16.62,288,0.950,bilinear,+5.410,+1.487,+52 -resnet61q.ra2_in1k,87.439,12.561,97.598,2.402,36.85,288,1.000,bicubic,+4.915,+1.468,-7 +resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k,87.495,12.505,97.818,2.182,236.34,224,0.875,bicubic,+4.619,+1.236,-49 +edgenext_small.usi_in1k,87.493,12.507,97.587,2.413,5.59,320,1.000,bicubic,+5.929,+1.875,+96 +nest_small_jx.goog_in1k,87.493,12.507,97.513,2.487,38.35,224,0.875,bicubic,+4.369,+1.193,-74 +vit_relpos_base_patch16_clsgap_224.sw_in1k,87.471,12.529,97.525,2.474,86.43,224,0.900,bicubic,+4.711,+1.353,-42 +vit_relpos_base_patch16_224.sw_in1k,87.467,12.533,97.558,2.442,86.43,224,0.900,bicubic,+4.971,+1.419,-2 +regnety_080_tv.tv2_in1k,87.465,12.535,97.636,2.364,39.38,224,0.965,bicubic,+4.871,+1.388,-20 +fbnetv3_g.ra2_in1k,87.446,12.554,97.545,2.455,16.62,288,0.950,bilinear,+5.406,+1.485,+53 +resnet61q.ra2_in1k,87.439,12.561,97.598,2.402,36.85,288,1.000,bicubic,+4.915,+1.468,-9 wide_resnet50_2.racm_in1k,87.437,12.563,97.543,2.458,68.88,288,0.950,bicubic,+5.157,+1.479,+24 -poolformerv2_m48.sail_in1k,87.435,12.565,97.419,2.581,73.35,224,1.000,bicubic,+4.815,+1.347,-26 -efficientnet_b3.ra2_in1k,87.433,12.567,97.681,2.319,12.23,320,1.000,bicubic,+5.191,+1.563,+24 -regnetx_160.tv2_in1k,87.433,12.567,97.444,2.556,54.28,224,0.965,bicubic,+4.867,+1.272,-13 -resnext101_64x4d.c1_in1k,87.433,12.567,97.444,2.556,83.46,288,1.000,bicubic,+4.277,+1.070,-83 -cait_xxs24_384.fb_dist_in1k,87.414,12.586,97.621,2.378,12.03,384,1.000,bicubic,+6.442,+1.981,+143 -resnet51q.ra2_in1k,87.397,12.603,97.583,2.417,35.70,288,1.000,bilinear,+5.037,+1.401,+4 +poolformerv2_m48.sail_in1k,87.435,12.565,97.421,2.579,73.35,224,1.000,bicubic,+4.817,+1.349,-29 +efficientnet_b3.ra2_in1k,87.433,12.567,97.679,2.321,12.23,320,1.000,bicubic,+5.187,+1.561,+24 +regnetx_160.tv2_in1k,87.433,12.567,97.444,2.556,54.28,224,0.965,bicubic,+4.867,+1.272,-16 +resnext101_64x4d.c1_in1k,87.433,12.567,97.444,2.556,83.46,288,1.000,bicubic,+4.277,+1.070,-89 +cait_xxs24_384.fb_dist_in1k,87.414,12.586,97.621,2.378,12.03,384,1.000,bicubic,+6.442,+1.981,+149 +resnet51q.ra2_in1k,87.397,12.603,97.583,2.417,35.70,288,1.000,bilinear,+5.037,+1.397,+4 cs3darknet_x.c2ns_in1k,87.395,12.605,97.611,2.389,35.05,288,1.000,bicubic,+5.173,+1.381,+22 -cs3sedarknet_l.c2ns_in1k,87.395,12.605,97.568,2.432,21.91,288,0.950,bicubic,+5.611,+1.610,+64 -coat_lite_small.in1k,87.388,12.612,97.374,2.626,19.84,224,0.900,bicubic,+5.074,+1.526,+9 -tresnet_l.miil_in1k_448,87.382,12.618,97.485,2.515,55.99,448,0.875,bilinear,+5.106,+1.507,+15 +cs3sedarknet_l.c2ns_in1k,87.395,12.605,97.570,2.430,21.91,288,0.950,bicubic,+5.611,+1.606,+66 +coat_lite_small.in1k,87.390,12.610,97.374,2.626,19.84,224,0.900,bicubic,+5.078,+1.524,+9 +pvt_v2_b2.in1k,87.382,12.618,97.519,2.481,25.36,224,0.900,bicubic,+5.298,+1.563,+36 +tresnet_l.miil_in1k_448,87.382,12.618,97.487,2.513,55.99,448,0.875,bilinear,+5.106,+1.509,+14 resnetv2_50d_gn.ah_in1k,87.380,12.620,97.536,2.464,25.57,288,1.000,bicubic,+5.422,+1.608,+47 -pvt_v2_b2.in1k,87.377,12.623,97.519,2.481,25.36,224,0.900,bicubic,+5.291,+1.563,+33 -sequencer2d_s.in1k,87.377,12.623,97.387,2.613,27.65,224,0.875,bicubic,+5.037,+1.357,+1 -swinv2_cr_small_224.sw_in1k,87.377,12.623,97.346,2.654,49.70,224,0.900,bicubic,+4.242,+0.862,-90 -xcit_tiny_24_p8_224.fb_in1k,87.373,12.627,97.626,2.374,12.11,224,1.000,bicubic,+5.481,+1.656,+48 -vit_relpos_medium_patch16_cls_224.sw_in1k,87.363,12.637,97.451,2.549,38.76,224,0.900,bicubic,+4.791,+1.383,-29 -nasnetalarge.tf_in1k,87.360,12.640,97.417,2.583,88.75,331,0.911,bicubic,+4.734,+1.375,-43 -crossvit_18_dagger_240.in1k,87.352,12.648,97.453,2.547,44.27,240,0.875,bicubic,+4.836,+1.387,-24 -seresnext50_32x4d.racm_in1k,87.350,12.650,97.613,2.387,27.56,288,0.950,bicubic,+5.154,+1.465,+15 -wide_resnet101_2.tv2_in1k,87.326,12.674,97.404,2.596,126.89,224,0.965,bilinear,+4.828,+1.386,-25 -ecaresnet50d.miil_in1k,87.322,12.678,97.666,2.334,25.58,288,0.950,bicubic,+5.672,+1.784,+58 -resnext101_32x8d.tv2_in1k,87.318,12.682,97.560,2.440,88.79,224,0.965,bilinear,+4.486,+1.328,-72 -crossvit_18_240.in1k,87.316,12.684,97.487,2.513,43.27,240,0.875,bicubic,+4.920,+1.427,-19 -focalnet_tiny_srf.ms_in1k,87.301,12.699,97.414,2.586,28.43,224,0.900,bicubic,+5.167,+1.446,+17 -resnest101e.in1k,87.290,12.710,97.562,2.438,48.28,256,0.875,bilinear,+4.406,+1.240,-78 -gcvit_xtiny.in1k,87.281,12.719,97.481,2.519,19.98,224,0.875,bicubic,+5.327,+1.513,+33 -coatnet_rmlp_nano_rw_224.sw_in1k,87.277,12.723,97.447,2.554,15.15,224,0.900,bicubic,+5.227,+1.567,+21 -ecaresnet101d_pruned.miil_in1k,87.273,12.727,97.713,2.287,24.88,288,0.950,bicubic,+5.275,+1.553,+25 -vit_relpos_medium_patch16_rpn_224.sw_in1k,87.269,12.731,97.447,2.554,38.73,224,0.900,bicubic,+4.959,+1.475,-10 -swin_tiny_patch4_window7_224.ms_in22k_ft_in1k,87.249,12.751,97.782,2.218,28.29,224,0.900,bicubic,+6.281,+1.768,+120 -resnetrs101.tf_in1k,87.241,12.759,97.455,2.545,63.62,288,0.940,bicubic,+4.957,+1.441,-8 -coatnext_nano_rw_224.sw_in1k,87.239,12.761,97.543,2.458,14.70,224,0.900,bicubic,+5.297,+1.627,+28 -poolformer_m48.sail_in1k,87.237,12.763,97.318,2.682,73.47,224,0.950,bicubic,+4.755,+1.352,-35 -regnety_160.tv2_in1k,87.234,12.765,97.461,2.539,83.59,224,0.965,bicubic,+4.593,+1.245,-64 -tresnet_xl.miil_in1k,87.232,12.768,97.397,2.603,78.44,224,0.875,bilinear,+5.158,+1.471,+11 -mixer_b16_224.miil_in21k_ft_in1k,87.230,12.770,97.414,2.586,59.88,224,0.875,bilinear,+4.924,+1.694,-16 -xcit_tiny_12_p8_224.fb_dist_in1k,87.224,12.776,97.449,2.551,6.71,224,1.000,bicubic,+6.012,+1.847,+89 -xcit_tiny_12_p16_384.fb_dist_in1k,87.209,12.791,97.466,2.534,6.72,384,1.000,bicubic,+6.271,+2.052,+114 -convit_base.fb_in1k,87.209,12.791,97.284,2.716,86.54,224,0.875,bicubic,+4.919,+1.348,-17 -resnetv2_50d_evos.ah_in1k,87.205,12.795,97.421,2.579,25.59,288,1.000,bicubic,+5.205,+1.521,+12 -tf_efficientnet_b3.ap_in1k,87.190,12.810,97.382,2.618,12.23,300,0.904,bicubic,+5.364,+1.756,+26 -resnet152.tv2_in1k,87.188,12.812,97.387,2.613,60.19,224,0.965,bilinear,+4.900,+1.383,-20 -visformer_small.in1k,87.183,12.817,97.323,2.677,40.22,224,0.900,bicubic,+5.081,+1.625,0 -vit_base_patch32_clip_224.openai_ft_in1k,87.179,12.821,97.466,2.534,88.22,224,0.900,bicubic,+5.249,+1.500,+18 -vit_srelpos_medium_patch16_224.sw_in1k,87.177,12.823,97.310,2.690,38.74,224,0.900,bicubic,+4.937,+1.368,-18 -focalnet_tiny_lrf.ms_in1k,87.175,12.825,97.370,2.630,28.65,224,0.900,bicubic,+5.021,+1.422,-7 -crossvit_15_dagger_240.in1k,87.164,12.836,97.434,2.566,28.21,240,0.875,bicubic,+4.834,+1.474,-31 -convnext_tiny_hnf.a2h_in1k,87.147,12.853,97.280,2.720,28.59,288,1.000,bicubic,+4.563,+1.272,-65 -vit_relpos_medium_patch16_224.sw_in1k,87.145,12.855,97.500,2.500,38.75,224,0.900,bicubic,+4.683,+1.418,-50 -swin_s3_tiny_224.ms_in1k,87.143,12.857,97.308,2.692,28.33,224,0.900,bicubic,+4.999,+1.354,-10 -coatnet_0_rw_224.sw_in1k,87.128,12.872,97.233,2.767,27.44,224,0.950,bicubic,+4.738,+1.397,-46 -xcit_small_24_p16_224.fb_in1k,87.119,12.881,97.267,2.733,47.67,224,1.000,bicubic,+4.539,+1.255,-67 -swinv2_tiny_window8_256.ms_in1k,87.089,12.911,97.510,2.490,28.35,256,0.900,bicubic,+5.269,+1.516,+15 -pit_s_distilled_224.in1k,87.081,12.919,97.365,2.635,24.04,224,0.900,bicubic,+5.273,+1.637,+14 -ecaresnet50t.a1_in1k,87.081,12.919,97.122,2.878,25.57,288,1.000,bicubic,+4.953,+1.480,-12 -xception41p.ra3_in1k,87.059,12.941,97.207,2.793,26.91,299,0.940,bicubic,+5.087,+1.411,-1 -mobilevitv2_200.cvnets_in22k_ft_in1k,87.057,12.943,97.431,2.568,18.45,256,0.888,bicubic,+4.725,+1.490,-42 -resnext50_32x4d.a1h_in1k,87.057,12.943,97.331,2.669,25.03,288,1.000,bicubic,+5.043,+1.397,-7 -regnetz_b16.ra3_in1k,87.047,12.953,97.410,2.590,9.72,288,1.000,bicubic,+6.319,+1.890,+115 -crossvit_15_240.in1k,87.044,12.956,97.423,2.577,27.53,240,0.875,bicubic,+5.510,+1.731,+31 +sequencer2d_s.in1k,87.377,12.623,97.387,2.613,27.65,224,0.875,bicubic,+5.037,+1.359,+1 +swinv2_cr_small_224.sw_in1k,87.377,12.623,97.346,2.654,49.70,224,0.900,bicubic,+4.242,+1.238,-97 +xcit_tiny_24_p8_224.fb_in1k,87.373,12.627,97.626,2.374,12.11,224,1.000,bicubic,+5.481,+1.656,+49 +fastvit_sa12.apple_dist_in1k,87.363,12.637,97.493,2.507,11.58,256,0.900,bicubic,+5.509,+1.783,+51 +vit_relpos_medium_patch16_cls_224.sw_in1k,87.363,12.637,97.451,2.549,38.76,224,0.900,bicubic,+4.791,+1.383,-33 +nasnetalarge.tf_in1k,87.360,12.640,97.417,2.583,88.75,331,0.911,bicubic,+4.734,+1.375,-47 +seresnext50_32x4d.racm_in1k,87.356,12.644,97.617,2.383,27.56,288,0.950,bicubic,+5.160,+1.469,+15 +crossvit_18_dagger_240.in1k,87.350,12.650,97.453,2.547,44.27,240,0.875,bicubic,+4.832,+1.385,-29 +repvit_m3.dist_in1k,87.326,12.674,97.481,2.519,10.68,224,0.950,bicubic,+5.824,+1.913,+77 +ecaresnet50d.miil_in1k,87.322,12.678,97.666,2.334,25.58,288,0.950,bicubic,+5.672,+1.784,+59 +wide_resnet101_2.tv2_in1k,87.322,12.678,97.404,2.596,126.89,224,0.965,bilinear,+4.820,+1.388,-30 +resnext101_32x8d.tv2_in1k,87.318,12.682,97.560,2.440,88.79,224,0.965,bilinear,+4.486,+1.328,-80 +crossvit_18_240.in1k,87.318,12.682,97.487,2.513,43.27,240,0.875,bicubic,+4.918,+1.427,-21 +focalnet_tiny_srf.ms_in1k,87.301,12.699,97.414,2.586,28.43,224,0.900,bicubic,+5.163,+1.446,+16 +resnest101e.in1k,87.288,12.712,97.562,2.438,48.28,256,0.875,bilinear,+4.404,+1.240,-85 +gcvit_xtiny.in1k,87.279,12.721,97.478,2.522,19.98,224,0.875,bicubic,+5.325,+1.513,+32 +tiny_vit_11m_224.in1k,87.277,12.723,97.487,2.513,11.00,224,0.950,bicubic,+5.785,+1.625,+69 +coatnet_rmlp_nano_rw_224.sw_in1k,87.277,12.723,97.447,2.554,15.15,224,0.900,bicubic,+5.227,+1.569,+20 +ecaresnet101d_pruned.miil_in1k,87.269,12.731,97.713,2.287,24.88,288,0.950,bicubic,+5.271,+1.553,+23 +vit_relpos_medium_patch16_rpn_224.sw_in1k,87.269,12.731,97.447,2.554,38.73,224,0.900,bicubic,+4.959,+1.475,-13 +swin_tiny_patch4_window7_224.ms_in22k_ft_in1k,87.249,12.751,97.782,2.218,28.29,224,0.900,bicubic,+6.281,+1.768,+123 +resnetrs101.tf_in1k,87.241,12.759,97.455,2.545,63.62,288,0.940,bicubic,+4.957,+1.441,-11 +coatnext_nano_rw_224.sw_in1k,87.239,12.761,97.543,2.458,14.70,224,0.900,bicubic,+5.297,+1.627,+26 +poolformer_m48.sail_in1k,87.237,12.763,97.318,2.682,73.47,224,0.950,bicubic,+4.755,+1.352,-40 +regnety_160.tv2_in1k,87.232,12.768,97.461,2.539,83.59,224,0.965,bicubic,+4.586,+1.247,-70 +mixer_b16_224.miil_in21k_ft_in1k,87.230,12.770,97.414,2.586,59.88,224,0.875,bilinear,+4.924,+1.694,-18 +tresnet_xl.miil_in1k,87.230,12.770,97.397,2.603,78.44,224,0.875,bilinear,+5.156,+1.469,+8 +xcit_tiny_12_p8_224.fb_dist_in1k,87.224,12.776,97.449,2.551,6.71,224,1.000,bicubic,+6.012,+1.847,+91 +xcit_tiny_12_p16_384.fb_dist_in1k,87.209,12.791,97.466,2.534,6.72,384,1.000,bicubic,+6.271,+2.052,+117 +convit_base.fb_in1k,87.209,12.791,97.284,2.716,86.54,224,0.875,bicubic,+4.919,+1.348,-20 +resnetv2_50d_evos.ah_in1k,87.205,12.795,97.421,2.579,25.59,288,1.000,bicubic,+5.203,+1.521,+10 +resnet152.tv2_in1k,87.188,12.812,97.387,2.613,60.19,224,0.965,bilinear,+4.901,+1.383,-22 +tf_efficientnet_b3.ap_in1k,87.188,12.812,97.382,2.618,12.23,300,0.904,bicubic,+5.368,+1.756,+25 +vit_base_patch32_clip_224.openai_ft_in1k,87.179,12.821,97.466,2.534,88.22,224,0.900,bicubic,+5.249,+1.500,+16 +visformer_small.in1k,87.179,12.821,97.323,2.677,40.22,224,0.900,bicubic,+5.073,+1.445,-2 +vit_srelpos_medium_patch16_224.sw_in1k,87.177,12.823,97.310,2.690,38.74,224,0.900,bicubic,+4.937,+1.368,-21 +focalnet_tiny_lrf.ms_in1k,87.175,12.825,97.370,2.630,28.65,224,0.900,bicubic,+5.021,+1.422,-10 +crossvit_15_dagger_240.in1k,87.166,12.834,97.431,2.568,28.21,240,0.875,bicubic,+4.836,+1.475,-34 +convnext_tiny_hnf.a2h_in1k,87.147,12.853,97.280,2.720,28.59,288,1.000,bicubic,+4.563,+1.272,-71 +vit_relpos_medium_patch16_224.sw_in1k,87.145,12.855,97.500,2.500,38.75,224,0.900,bicubic,+4.683,+1.418,-54 +swin_s3_tiny_224.ms_in1k,87.143,12.857,97.308,2.692,28.33,224,0.900,bicubic,+4.999,+1.354,-12 +coatnet_0_rw_224.sw_in1k,87.128,12.872,97.233,2.767,27.44,224,0.950,bicubic,+4.738,+1.397,-50 +xcit_small_24_p16_224.fb_in1k,87.119,12.881,97.267,2.733,47.67,224,1.000,bicubic,+4.543,+1.255,-72 +repvit_m1_1.dist_450e_in1k,87.104,12.896,97.412,2.588,8.80,224,0.950,bicubic,+5.792,+1.876,+63 +swinv2_tiny_window8_256.ms_in1k,87.089,12.911,97.510,2.490,28.35,256,0.900,bicubic,+5.269,+1.516,+12 +pit_s_distilled_224.in1k,87.081,12.919,97.363,2.637,24.04,224,0.900,bicubic,+5.267,+1.633,+11 +efficientvit_b2.r224_in1k,87.081,12.919,97.203,2.797,24.33,224,0.950,bicubic,+4.933,+1.497,-19 +ecaresnet50t.a1_in1k,87.081,12.919,97.122,2.878,25.57,288,1.000,bicubic,+4.953,+1.480,-15 +mobilevitv2_200.cvnets_in22k_ft_in1k,87.057,12.943,97.431,2.568,18.45,256,0.888,bicubic,+4.725,+1.490,-46 +resnext50_32x4d.a1h_in1k,87.057,12.943,97.331,2.669,25.03,288,1.000,bicubic,+5.043,+1.397,-10 +xception41p.ra3_in1k,87.051,12.949,97.201,2.799,26.91,299,0.940,bicubic,+5.079,+1.417,-7 +regnetz_b16.ra3_in1k,87.047,12.953,97.412,2.588,9.72,288,1.000,bicubic,+6.319,+1.894,+119 +crossvit_15_240.in1k,87.042,12.958,97.423,2.577,27.53,240,0.875,bicubic,+5.506,+1.687,+27 convit_small.fb_in1k,87.042,12.958,97.350,2.650,27.78,224,0.875,bicubic,+5.622,+1.606,+44 -gcresnet50t.ra2_in1k,87.029,12.970,97.391,2.609,25.90,288,1.000,bicubic,+5.573,+1.673,+39 -tf_efficientnetv2_b3.in1k,87.027,12.973,97.301,2.699,14.36,300,0.904,bicubic,+5.057,+1.489,-6 -xcit_small_12_p16_224.fb_in1k,87.012,12.988,97.239,2.761,26.25,224,1.000,bicubic,+5.042,+1.451,-8 -poolformerv2_m36.sail_in1k,87.008,12.992,97.284,2.716,56.08,224,1.000,bicubic,+4.792,+1.452,-35 -nest_tiny_jx.goog_in1k,87.006,12.994,97.378,2.622,17.06,224,0.875,bicubic,+5.580,+1.760,+36 -deit_small_distilled_patch16_224.fb_in1k,87.006,12.994,97.320,2.679,22.44,224,0.900,bicubic,+5.788,+1.936,+56 -deit3_small_patch16_224.fb_in1k,87.006,12.994,97.171,2.829,22.06,224,0.900,bicubic,+5.636,+1.715,+45 -swinv2_cr_tiny_ns_224.sw_in1k,87.002,12.998,97.280,2.720,28.33,224,0.900,bicubic,+5.200,+1.462,+1 -resnet101.a1_in1k,87.000,13.000,96.960,3.040,44.55,288,1.000,bicubic,+4.678,+1.328,-53 -coatnet_nano_rw_224.sw_in1k,86.995,13.005,97.248,2.752,15.14,224,0.900,bicubic,+5.297,+1.602,+4 -resnet152.a2_in1k,86.995,13.005,96.923,3.077,60.19,288,1.000,bicubic,+4.387,+0.795,-95 +tf_efficientnetv2_b3.in1k,87.027,12.973,97.301,2.699,14.36,300,0.904,bicubic,+5.055,+1.499,-10 +gcresnet50t.ra2_in1k,87.025,12.975,97.391,2.609,25.90,288,1.000,bicubic,+5.569,+1.673,+37 +xcit_small_12_p16_224.fb_in1k,87.010,12.990,97.242,2.759,26.25,224,1.000,bicubic,+5.040,+1.430,-11 +nest_tiny_jx.goog_in1k,87.008,12.992,97.378,2.622,17.06,224,0.875,bicubic,+5.582,+1.760,+37 +poolformerv2_m36.sail_in1k,87.008,12.992,97.284,2.716,56.08,224,1.000,bicubic,+4.792,+1.360,-42 +deit3_small_patch16_224.fb_in1k,87.008,12.992,97.171,2.829,22.06,224,0.900,bicubic,+5.638,+1.715,+45 +deit_small_distilled_patch16_224.fb_in1k,87.004,12.996,97.323,2.677,22.44,224,0.900,bicubic,+5.788,+1.699,+56 +swinv2_cr_tiny_ns_224.sw_in1k,87.002,12.998,97.280,2.720,28.33,224,0.900,bicubic,+5.200,+1.462,-2 +resnet101.a1_in1k,87.000,13.000,96.960,3.040,44.55,288,1.000,bicubic,+4.678,+1.328,-58 +resnet152.a2_in1k,86.995,13.005,96.923,3.077,60.19,288,1.000,bicubic,+4.387,+0.795,-102 +coatnet_nano_rw_224.sw_in1k,86.993,13.007,97.248,2.752,15.14,224,0.900,bicubic,+5.297,+1.602,0 resmlp_36_224.fb_distilled_in1k,86.987,13.013,97.276,2.724,44.69,224,0.875,bicubic,+5.839,+1.798,+59 -poolformer_m36.sail_in1k,86.955,13.045,97.141,2.859,56.17,224,0.950,bicubic,+4.853,+1.263,-30 -mobilevitv2_175.cvnets_in22k_ft_in1k,86.951,13.050,97.335,2.665,14.25,256,0.888,bicubic,+5.013,+1.545,-14 -resnet101.a2_in1k,86.942,13.058,96.990,3.010,44.55,288,1.000,bicubic,+4.706,+1.260,-48 -regnety_032.tv2_in1k,86.940,13.060,97.410,2.590,19.44,224,0.965,bicubic,+5.184,+1.570,-4 -xcit_large_24_p16_224.fb_in1k,86.940,13.060,96.923,3.077,189.10,224,1.000,bicubic,+4.040,+1.037,-132 -resnet101.tv2_in1k,86.936,13.065,97.248,2.752,44.55,224,0.965,bilinear,+5.046,+1.480,-15 -xcit_medium_24_p16_224.fb_in1k,86.933,13.067,97.103,2.897,84.40,224,1.000,bicubic,+4.293,+1.119,-109 -resnetv2_50.a1h_in1k,86.929,13.071,97.340,2.660,25.55,288,1.000,bicubic,+5.531,+1.614,+26 -poolformerv2_s36.sail_in1k,86.923,13.077,97.353,2.647,30.79,224,1.000,bicubic,+5.355,+1.663,+4 -tnt_s_patch16_224,86.914,13.086,97.361,2.639,23.76,224,0.900,bicubic,+5.378,+1.625,+7 -vit_relpos_small_patch16_224.sw_in1k,86.891,13.109,97.489,2.511,21.98,224,0.900,bicubic,+5.429,+1.669,+16 -vit_small_patch16_224.augreg_in21k_ft_in1k,86.867,13.133,97.609,2.391,22.05,224,0.900,bicubic,+5.483,+1.473,+24 -vit_small_r26_s32_224.augreg_in21k_ft_in1k,86.863,13.137,97.528,2.472,36.43,224,0.900,bicubic,+4.999,+1.506,-21 -resnet152.a1_in1k,86.861,13.139,96.793,3.207,60.19,288,1.000,bicubic,+4.129,+1.073,-127 -ecaresnetlight.miil_in1k,86.852,13.148,97.508,2.492,30.16,288,0.950,bicubic,+5.444,+1.692,+18 -resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k,86.846,13.154,97.521,2.479,194.03,224,0.875,bilinear,+5.004,+1.429,-23 -tf_efficientnet_b3.aa_in1k,86.844,13.156,97.297,2.703,12.23,300,0.904,bicubic,+5.200,+1.575,-10 -rexnet_200.nav_in1k,86.842,13.158,97.276,2.724,16.37,224,0.875,bicubic,+5.206,+1.612,-10 -convmixer_1536_20.in1k,86.840,13.161,97.355,2.645,51.63,224,0.960,bicubic,+5.478,+1.741,+20 -resnet50.fb_swsl_ig1b_ft_in1k,86.831,13.169,97.493,2.507,25.56,224,0.875,bilinear,+5.649,+1.501,+34 -deit_base_patch16_224.fb_in1k,86.829,13.171,97.052,2.949,86.57,224,0.900,bicubic,+4.837,+1.316,-40 -tresnet_m.miil_in1k_448,86.816,13.184,97.216,2.784,31.39,448,0.875,bilinear,+5.108,+1.642,-21 -tf_efficientnet_lite4.in1k,86.801,13.199,97.265,2.735,13.01,380,0.920,bilinear,+5.269,+1.601,-4 +poolformer_m36.sail_in1k,86.955,13.045,97.141,2.859,56.17,224,0.950,bicubic,+4.853,+1.443,-34 +mobilevitv2_175.cvnets_in22k_ft_in1k,86.951,13.050,97.335,2.665,14.25,256,0.888,bicubic,+5.013,+1.545,-18 +regnety_032.tv2_in1k,86.942,13.058,97.410,2.590,19.44,224,0.965,bicubic,+5.186,+1.566,-6 +resnet101.a2_in1k,86.942,13.058,96.990,3.010,44.55,288,1.000,bicubic,+4.706,+1.260,-54 +xcit_large_24_p16_224.fb_in1k,86.942,13.058,96.921,3.079,189.10,224,1.000,bicubic,+4.040,+1.037,-142 +resnet101.tv2_in1k,86.936,13.065,97.248,2.752,44.55,224,0.965,bilinear,+5.047,+1.480,-19 +xcit_medium_24_p16_224.fb_in1k,86.933,13.067,97.103,2.897,84.40,224,1.000,bicubic,+4.293,+1.121,-117 +resnetv2_50.a1h_in1k,86.929,13.071,97.340,2.660,25.55,288,1.000,bicubic,+5.531,+1.614,+25 +poolformerv2_s36.sail_in1k,86.921,13.079,97.353,2.647,30.79,224,1.000,bicubic,+5.355,+1.663,+1 +tnt_s_patch16_224,86.914,13.086,97.361,2.639,23.76,224,0.900,bicubic,+5.378,+1.671,+4 +vit_relpos_small_patch16_224.sw_in1k,86.891,13.109,97.489,2.511,21.98,224,0.900,bicubic,+5.429,+1.669,+15 +vit_small_patch16_224.augreg_in21k_ft_in1k,86.871,13.129,97.609,2.391,22.05,224,0.900,bicubic,+5.486,+1.473,+23 +vit_small_r26_s32_224.augreg_in21k_ft_in1k,86.856,13.143,97.530,2.470,36.43,224,0.900,bicubic,+4.992,+1.508,-26 +resnet152.a1_in1k,86.856,13.143,96.793,3.207,60.19,288,1.000,bicubic,+4.124,+1.073,-136 +ecaresnetlight.miil_in1k,86.852,13.148,97.508,2.492,30.16,288,0.950,bicubic,+5.444,+1.692,+17 +resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k,86.848,13.152,97.521,2.479,194.03,224,0.875,bilinear,+5.010,+1.429,-26 +convmixer_1536_20.in1k,86.840,13.161,97.355,2.645,51.63,224,0.960,bicubic,+5.478,+1.741,+21 +tf_efficientnet_b3.aa_in1k,86.840,13.161,97.297,2.703,12.23,300,0.904,bicubic,+5.200,+1.575,-15 +rexnet_200.nav_in1k,86.840,13.161,97.276,2.724,16.37,224,0.875,bicubic,+5.204,+1.610,-13 +resnet50.fb_swsl_ig1b_ft_in1k,86.827,13.173,97.493,2.507,25.56,224,0.875,bilinear,+5.655,+1.507,+33 +repvit_m1_1.dist_300e_in1k,86.827,13.173,97.318,2.682,8.80,224,0.950,bicubic,+6.001,+2.148,+75 +deit_base_patch16_224.fb_in1k,86.827,13.173,97.052,2.949,86.57,224,0.900,bicubic,+4.835,+1.316,-43 +tresnet_m.miil_in1k_448,86.816,13.184,97.216,2.784,31.39,448,0.875,bilinear,+5.106,+1.642,-25 +tf_efficientnet_lite4.in1k,86.799,13.201,97.265,2.735,13.01,380,0.920,bilinear,+5.269,+1.601,-9 coat_mini.in1k,86.799,13.201,97.156,2.844,10.34,224,0.900,bicubic,+5.529,+1.774,+22 -resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k,86.795,13.205,97.472,2.528,88.79,224,0.875,bilinear,+5.189,+1.432,-15 -eva02_tiny_patch14_336.mim_in22k_ft_in1k,86.786,13.214,97.269,2.731,5.76,336,1.000,bicubic,+6.156,+1.743,+84 -seresnet50.ra2_in1k,86.778,13.223,97.361,2.639,28.09,288,0.950,bicubic,+5.493,+1.709,+18 -vit_base_patch16_224.orig_in21k_ft_in1k,86.773,13.227,97.444,2.556,86.57,224,0.900,bicubic,+4.987,+1.320,-31 -convnextv2_pico.fcmae_ft_in1k,86.773,13.227,97.331,2.669,9.07,288,0.950,bicubic,+5.687,+1.851,+41 -regnetx_080.tv2_in1k,86.771,13.229,97.197,2.803,39.57,224,0.965,bicubic,+5.233,+1.655,-14 +resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k,86.795,13.205,97.472,2.528,88.79,224,0.875,bilinear,+5.189,+1.432,-19 +eva02_tiny_patch14_336.mim_in22k_ft_in1k,86.784,13.216,97.269,2.731,5.76,336,1.000,bicubic,+6.154,+1.743,+87 +seresnet50.ra2_in1k,86.778,13.223,97.361,2.639,28.09,288,0.950,bicubic,+5.493,+1.709,+17 +vit_base_patch16_224.orig_in21k_ft_in1k,86.773,13.227,97.442,2.558,86.57,224,0.900,bicubic,+4.983,+1.316,-35 +convnextv2_pico.fcmae_ft_in1k,86.773,13.227,97.331,2.669,9.07,288,0.950,bicubic,+5.687,+1.851,+39 +regnetx_080.tv2_in1k,86.771,13.229,97.197,2.803,39.57,224,0.965,bicubic,+5.231,+1.655,-18 cs3darknet_l.c2ns_in1k,86.767,13.233,97.459,2.541,21.16,288,0.950,bicubic,+5.871,+1.797,+53 -resnetaa50.a1h_in1k,86.763,13.237,97.391,2.609,25.56,288,1.000,bicubic,+5.149,+1.589,-23 -tresnet_l.miil_in1k,86.763,13.237,97.273,2.727,55.99,224,0.875,bilinear,+5.283,+1.650,-8 -resnet50d.ra2_in1k,86.760,13.239,97.372,2.628,25.58,288,0.950,bicubic,+5.404,+1.634,+6 -ese_vovnet39b.ra_in1k,86.756,13.244,97.372,2.628,24.57,288,0.950,bicubic,+6.406,+2.006,+98 -resnet50_gn.a1h_in1k,86.754,13.246,97.449,2.551,25.56,288,0.950,bicubic,+5.538,+1.821,+15 -twins_svt_small.in1k,86.754,13.246,97.182,2.818,24.06,224,0.900,bicubic,+5.076,+1.522,-34 -seresnet50.a1_in1k,86.746,13.255,96.951,3.049,28.09,288,1.000,bicubic,+5.644,+1.621,+27 -mobilevitv2_150.cvnets_in22k_ft_in1k,86.743,13.257,97.214,2.786,10.59,256,0.888,bicubic,+5.255,+1.546,-16 -crossvit_base_240.in1k,86.733,13.267,97.122,2.878,105.03,240,0.875,bicubic,+4.517,+1.198,-82 -levit_256.fb_dist_in1k,86.731,13.269,97.254,2.746,18.89,224,0.900,bicubic,+5.217,+1.762,-20 -levit_conv_256.fb_dist_in1k,86.726,13.274,97.256,2.744,18.89,224,0.900,bicubic,+5.206,+1.766,-23 -ecaresnet50t.a2_in1k,86.726,13.274,97.081,2.919,25.57,288,1.000,bicubic,+5.068,+1.529,-37 -cs3darknet_focus_l.c2ns_in1k,86.724,13.276,97.376,2.624,21.15,288,0.950,bicubic,+5.844,+1.694,+43 -convnext_nano_ols.d1h_in1k,86.718,13.282,97.047,2.953,15.65,288,1.000,bicubic,+5.118,+1.411,-33 -vit_srelpos_small_patch16_224.sw_in1k,86.707,13.293,97.252,2.748,21.97,224,0.900,bicubic,+5.615,+1.920,+21 -resnet50.ram_in1k,86.699,13.301,97.199,2.801,25.56,288,0.950,bicubic,+6.723,+2.147,+112 -halo2botnet50ts_256.a1h_in1k,86.688,13.312,97.098,2.902,22.64,256,0.950,bicubic,+4.626,+1.464,-74 -pit_b_224.in1k,86.688,13.312,96.894,3.107,73.76,224,0.900,bicubic,+4.250,+1.178,-121 -crossvit_small_240.in1k,86.686,13.314,97.273,2.727,26.86,240,0.875,bicubic,+5.670,+1.817,+22 -resnet50d.a1_in1k,86.671,13.329,96.693,3.307,25.58,288,1.000,bicubic,+5.221,+1.475,-22 -ecaresnet50d_pruned.miil_in1k,86.669,13.331,97.429,2.571,19.94,288,0.950,bicubic,+5.879,+1.859,+43 -tf_efficientnet_b1.ns_jft_in1k,86.669,13.331,97.382,2.618,7.79,240,0.882,bicubic,+5.275,+1.646,-18 -swin_tiny_patch4_window7_224.ms_in1k,86.658,13.342,97.203,2.797,28.29,224,0.900,bicubic,+5.282,+1.659,-17 -poolformer_s36.sail_in1k,86.654,13.346,97.152,2.848,30.86,224,0.900,bicubic,+5.224,+1.708,-25 -gernet_l.idstcv_in1k,86.643,13.357,97.188,2.812,31.08,256,0.875,bilinear,+5.289,+1.658,-15 -efficientnet_el.ra_in1k,86.630,13.370,97.186,2.814,10.59,300,0.904,bicubic,+5.318,+1.650,-15 -twins_pcpvt_small.in1k,86.620,13.380,97.344,2.656,24.11,224,0.900,bicubic,+5.524,+1.696,+8 +resnetaa50.a1h_in1k,86.765,13.235,97.391,2.609,25.56,288,1.000,bicubic,+5.151,+1.589,-27 +tresnet_l.miil_in1k,86.763,13.237,97.273,2.727,55.99,224,0.875,bilinear,+5.283,+1.650,-10 +resnet50d.ra2_in1k,86.760,13.239,97.372,2.628,25.58,288,0.950,bicubic,+5.404,+1.634,+4 +ese_vovnet39b.ra_in1k,86.756,13.244,97.372,2.628,24.57,288,0.950,bicubic,+6.406,+2.006,+104 +twins_svt_small.in1k,86.752,13.248,97.180,2.820,24.06,224,0.900,bicubic,+5.076,+1.522,-37 +resnet50_gn.a1h_in1k,86.750,13.250,97.449,2.551,25.56,288,0.950,bicubic,+5.534,+2.065,+12 +tiny_vit_5m_224.dist_in22k_ft_in1k,86.748,13.252,97.316,2.684,5.39,224,0.950,bicubic,+5.872,+1.652,+50 +seresnet50.a1_in1k,86.746,13.255,96.951,3.049,28.09,288,1.000,bicubic,+5.644,+1.623,+25 +mobilevitv2_150.cvnets_in22k_ft_in1k,86.743,13.257,97.214,2.786,10.59,256,0.888,bicubic,+5.255,+1.546,-19 +fastvit_s12.apple_dist_in1k,86.741,13.259,97.207,2.793,9.47,256,0.900,bicubic,+5.671,+1.923,+28 +crossvit_base_240.in1k,86.733,13.267,97.122,2.878,105.03,240,0.875,bicubic,+4.519,+1.288,-90 +levit_256.fb_dist_in1k,86.731,13.269,97.254,2.746,18.89,224,0.900,bicubic,+5.207,+1.760,-27 +levit_conv_256.fb_dist_in1k,86.726,13.274,97.256,2.744,18.89,224,0.900,bicubic,+5.204,+1.766,-28 +ecaresnet50t.a2_in1k,86.726,13.274,97.081,2.919,25.57,288,1.000,bicubic,+5.068,+1.531,-43 +cs3darknet_focus_l.c2ns_in1k,86.722,13.278,97.376,2.624,21.15,288,0.950,bicubic,+5.846,+1.694,+41 +convnext_nano_ols.d1h_in1k,86.718,13.282,97.047,2.953,15.65,288,1.000,bicubic,+5.118,+1.411,-39 +vit_srelpos_small_patch16_224.sw_in1k,86.707,13.293,97.252,2.748,21.97,224,0.900,bicubic,+5.615,+1.682,+18 +resnet50.ram_in1k,86.699,13.301,97.199,2.801,25.56,288,0.950,bicubic,+6.723,+2.147,+118 +crossvit_small_240.in1k,86.686,13.314,97.276,2.724,26.86,240,0.875,bicubic,+5.668,+1.820,+22 +halo2botnet50ts_256.a1h_in1k,86.686,13.314,97.098,2.902,22.64,256,0.950,bicubic,+4.626,+1.464,-82 +pit_b_224.in1k,86.686,13.314,96.894,3.107,73.76,224,0.900,bicubic,+4.248,+1.180,-131 +resnet50d.a1_in1k,86.671,13.329,96.693,3.307,25.58,288,1.000,bicubic,+5.221,+1.475,-26 +ecaresnet50d_pruned.miil_in1k,86.669,13.331,97.429,2.571,19.94,288,0.950,bicubic,+5.879,+1.859,+44 +tf_efficientnet_b1.ns_jft_in1k,86.669,13.331,97.382,2.618,7.79,240,0.882,bicubic,+5.281,+1.644,-22 +swin_tiny_patch4_window7_224.ms_in1k,86.658,13.342,97.203,2.797,28.29,224,0.900,bicubic,+5.282,+1.659,-21 +poolformer_s36.sail_in1k,86.654,13.346,97.152,2.848,30.86,224,0.900,bicubic,+5.224,+1.708,-29 +gernet_l.idstcv_in1k,86.643,13.357,97.188,2.812,31.08,256,0.875,bilinear,+5.289,+1.658,-19 +efficientnet_el.ra_in1k,86.630,13.370,97.190,2.810,10.59,300,0.904,bicubic,+5.318,+1.700,-18 +twins_pcpvt_small.in1k,86.622,13.378,97.344,2.656,24.11,224,0.900,bicubic,+5.530,+1.696,+5 +repvit_m2.dist_in1k,86.615,13.385,97.207,2.793,8.80,224,0.950,bicubic,+6.155,+2.039,+67 resmlp_24_224.fb_distilled_in1k,86.615,13.385,97.137,2.863,30.02,224,0.875,bicubic,+5.859,+1.913,+39 -gcresnext50ts.ch_in1k,86.609,13.391,97.188,2.812,15.67,288,1.000,bicubic,+5.377,+1.644,-13 -resnet50.c2_in1k,86.605,13.395,97.338,2.662,25.56,288,1.000,bicubic,+5.735,+1.804,+28 -nf_resnet50.ra2_in1k,86.592,13.408,97.295,2.705,25.56,288,0.940,bicubic,+5.952,+1.963,+47 -resnest50d_4s2x40d.in1k,86.588,13.412,97.267,2.733,30.42,224,0.875,bicubic,+5.468,+1.707,-2 -sebotnet33ts_256.a1h_in1k,86.585,13.415,96.791,3.209,13.70,256,0.940,bicubic,+5.419,+1.623,-8 +gcresnext50ts.ch_in1k,86.609,13.391,97.188,2.812,15.67,288,1.000,bicubic,+5.379,+1.646,-17 +resnet50.c2_in1k,86.605,13.395,97.338,2.662,25.56,288,1.000,bicubic,+5.735,+1.804,+26 +nf_resnet50.ra2_in1k,86.592,13.408,97.295,2.705,25.56,288,0.940,bicubic,+5.952,+1.961,+47 +resnest50d_4s2x40d.in1k,86.588,13.412,97.267,2.733,30.42,224,0.875,bicubic,+5.468,+1.707,-6 +sebotnet33ts_256.a1h_in1k,86.585,13.415,96.793,3.207,13.70,256,0.940,bicubic,+5.417,+1.625,-12 +efficientnet_b3_pruned.in1k,86.579,13.421,97.184,2.816,9.86,300,0.904,bicubic,+5.727,+1.940,+24 repvgg_b3.rvgg_in1k,86.579,13.421,97.139,2.861,123.09,224,0.875,bilinear,+6.073,+1.885,+53 -efficientnet_b3_pruned.in1k,86.577,13.423,97.184,2.816,9.86,300,0.904,bicubic,+5.725,+1.940,+25 -wide_resnet50_2.tv2_in1k,86.570,13.430,97.248,2.752,68.88,224,0.965,bilinear,+4.964,+1.486,-56 -sehalonet33ts.ra2_in1k,86.566,13.434,97.002,2.998,13.69,256,0.940,bicubic,+5.610,+1.726,+11 -resnet50.a1_in1k,86.541,13.459,96.842,3.158,25.56,288,1.000,bicubic,+5.327,+1.740,-17 -resnet50.c1_in1k,86.536,13.464,97.235,2.765,25.56,288,1.000,bicubic,+5.624,+1.683,+12 -convnext_nano.d1h_in1k,86.536,13.464,97.182,2.818,15.59,288,1.000,bicubic,+5.054,+1.524,-46 -xcit_tiny_24_p16_224.fb_dist_in1k,86.534,13.466,97.218,2.782,12.12,224,1.000,bicubic,+6.080,+2.000,+56 -seresnet50.a2_in1k,86.519,13.481,96.987,3.013,28.09,288,1.000,bicubic,+5.413,+1.765,-10 -vit_small_patch16_384.augreg_in1k,86.502,13.498,97.182,2.818,22.20,384,1.000,bicubic,+5.386,+1.608,-12 -halonet50ts.a1h_in1k,86.487,13.513,97.148,2.852,22.73,256,0.940,bicubic,+4.827,+1.538,-71 -resnext101_32x4d.fb_ssl_yfcc100m_ft_in1k,86.485,13.515,97.474,2.526,44.18,224,0.875,bilinear,+5.561,+1.740,+6 -maxvit_rmlp_pico_rw_256.sw_in1k,86.481,13.519,97.201,2.799,7.52,256,0.950,bicubic,+5.967,+1.987,+40 -resnet152s.gluon_in1k,86.466,13.534,97.109,2.891,60.32,224,0.875,bicubic,+5.464,+1.699,-6 -haloregnetz_b.ra3_in1k,86.466,13.534,96.947,3.053,11.68,224,0.940,bicubic,+5.418,+1.747,-8 -mobilevitv2_200.cvnets_in1k,86.457,13.543,96.970,3.030,18.45,256,0.888,bicubic,+5.323,+1.608,-20 -seresnet33ts.ra2_in1k,86.455,13.545,97.192,2.808,19.78,288,1.000,bicubic,+5.671,+1.830,+13 -resnext50d_32x4d.bt_in1k,86.455,13.545,97.165,2.835,25.05,288,0.950,bicubic,+5.791,+1.745,+26 -resnet50.d_in1k,86.455,13.545,97.056,2.944,25.56,288,1.000,bicubic,+5.483,+1.626,-5 -resnet50.tv2_in1k,86.442,13.558,97.145,2.855,25.56,224,0.965,bilinear,+5.592,+1.711,+8 -resnetv2_50x1_bit.goog_in21k_ft_in1k,86.440,13.560,97.605,2.396,25.55,448,1.000,bilinear,+6.100,+1.924,+48 -resnet50.b1k_in1k,86.440,13.560,97.237,2.763,25.56,288,1.000,bicubic,+5.734,+1.805,+18 -resnest50d_1s4x24d.in1k,86.432,13.568,97.152,2.848,25.68,224,0.875,bicubic,+5.444,+1.826,-13 -poolformerv2_s24.sail_in1k,86.389,13.611,97.150,2.850,21.34,224,1.000,bicubic,+5.641,+1.840,+11 +wide_resnet50_2.tv2_in1k,86.566,13.434,97.248,2.752,68.88,224,0.965,bilinear,+4.960,+1.488,-64 +sehalonet33ts.ra2_in1k,86.566,13.434,97.004,2.995,13.69,256,0.940,bicubic,+5.608,+1.732,+9 +fastvit_sa12.apple_in1k,86.564,13.436,97.233,2.767,11.58,256,0.900,bicubic,+5.720,+1.893,+22 +resnet50.a1_in1k,86.541,13.459,96.838,3.162,25.56,288,1.000,bicubic,+5.327,+1.736,-22 +repvit_m1_0.dist_450e_in1k,86.538,13.462,97.098,2.902,7.30,224,0.950,bicubic,+6.104,+2.180,+59 +resnet50.c1_in1k,86.536,13.464,97.235,2.765,25.56,288,1.000,bicubic,+5.624,+1.683,+7 +convnext_nano.d1h_in1k,86.536,13.464,97.182,2.818,15.59,288,1.000,bicubic,+5.054,+1.524,-53 +xcit_tiny_24_p16_224.fb_dist_in1k,86.534,13.466,97.218,2.782,12.12,224,1.000,bicubic,+6.080,+2.000,+55 +seresnet50.a2_in1k,86.519,13.481,96.987,3.013,28.09,288,1.000,bicubic,+5.413,+1.765,-16 +vit_small_patch16_384.augreg_in1k,86.496,13.504,97.182,2.818,22.20,384,1.000,bicubic,+5.380,+1.608,-18 +halonet50ts.a1h_in1k,86.487,13.513,97.148,2.852,22.73,256,0.940,bicubic,+4.825,+1.538,-80 +resnext101_32x4d.fb_ssl_yfcc100m_ft_in1k,86.483,13.517,97.474,2.526,44.18,224,0.875,bilinear,+5.559,+1.740,+1 +maxvit_rmlp_pico_rw_256.sw_in1k,86.481,13.519,97.201,2.799,7.52,256,0.950,bicubic,+5.967,+1.987,+38 +haloregnetz_b.ra3_in1k,86.466,13.534,96.947,3.053,11.68,224,0.940,bicubic,+5.420,+1.747,-13 +resnet152s.gluon_in1k,86.464,13.536,97.109,2.891,60.32,224,0.875,bicubic,+5.456,+1.693,-11 +seresnet33ts.ra2_in1k,86.462,13.538,97.190,2.810,19.78,288,1.000,bicubic,+5.678,+1.828,+14 +repvit_m1_0.dist_300e_in1k,86.457,13.543,97.054,2.946,7.30,224,0.950,bicubic,+6.331,+2.310,+75 +mobilevitv2_200.cvnets_in1k,86.457,13.543,96.970,3.030,18.45,256,0.888,bicubic,+5.323,+1.608,-27 +resnext50d_32x4d.bt_in1k,86.455,13.545,97.165,2.835,25.05,288,0.950,bicubic,+5.791,+1.745,+22 +resnet50.d_in1k,86.455,13.545,97.056,2.944,25.56,288,1.000,bicubic,+5.483,+1.626,-12 +resnetv2_50x1_bit.goog_in21k_ft_in1k,86.440,13.560,97.605,2.396,25.55,448,1.000,bilinear,+6.098,+1.922,+49 +resnet50.tv2_in1k,86.440,13.560,97.145,2.855,25.56,224,0.965,bilinear,+5.592,+1.711,+3 +resnet50.b1k_in1k,86.438,13.562,97.235,2.765,25.56,288,1.000,bicubic,+5.732,+1.803,+14 +resnest50d_1s4x24d.in1k,86.432,13.568,97.152,2.848,25.68,224,0.875,bicubic,+5.444,+1.826,-19 +poolformerv2_s24.sail_in1k,86.389,13.611,97.150,2.850,21.34,224,1.000,bicubic,+5.641,+1.840,+8 +regnety_016.tv2_in1k,86.372,13.628,97.188,2.812,11.20,224,0.965,bicubic,+5.706,+1.858,+15 repvgg_b3g4.rvgg_in1k,86.368,13.632,97.047,2.953,83.83,224,0.875,bilinear,+6.152,+1.955,+60 -regnety_016.tv2_in1k,86.365,13.634,97.188,2.812,11.20,224,0.965,bicubic,+5.697,+1.858,+17 -darknetaa53.c2ns_in1k,86.361,13.639,97.160,2.840,36.02,288,1.000,bilinear,+5.859,+1.838,+28 -efficientformer_l1.snap_dist_in1k,86.357,13.643,97.019,2.981,12.29,224,0.950,bicubic,+5.859,+2.031,+28 -darknet53.c2ns_in1k,86.353,13.647,97.135,2.865,41.61,288,1.000,bicubic,+5.817,+1.701,+23 -lamhalobotnet50ts_256.a1h_in1k,86.353,13.647,97.043,2.957,22.57,256,0.950,bicubic,+4.799,+1.553,-79 -legacy_senet154.in1k,86.344,13.656,96.934,3.066,115.09,224,0.875,bilinear,+5.036,+1.442,-52 -resnet50.a1h_in1k,86.340,13.660,97.058,2.942,25.56,224,1.000,bicubic,+5.664,+1.752,+9 -cait_xxs36_224.fb_dist_in1k,86.329,13.671,97.118,2.882,17.30,224,1.000,bicubic,+6.583,+2.244,+79 -tf_efficientnet_b3.in1k,86.323,13.677,96.966,3.034,12.23,300,0.904,bicubic,+5.445,+1.666,-10 -gernet_m.idstcv_in1k,86.321,13.679,97.101,2.899,21.14,224,0.875,bilinear,+5.587,+1.915,+1 -mobilevitv2_175.cvnets_in1k,86.321,13.679,96.985,3.015,14.25,256,0.888,bicubic,+5.461,+1.729,-10 -resnet50d.a2_in1k,86.314,13.686,96.674,3.326,25.58,288,1.000,bicubic,+5.150,+1.590,-44 -vit_small_patch32_384.augreg_in21k_ft_in1k,86.310,13.690,97.417,2.583,22.92,384,1.000,bicubic,+5.824,+1.821,+18 -efficientnet_b2.ra_in1k,86.310,13.690,96.987,3.013,9.11,288,1.000,bicubic,+5.700,+1.673,+9 -gcresnet33ts.ra2_in1k,86.304,13.696,97.058,2.942,19.88,288,1.000,bicubic,+5.704,+1.738,+8 -pit_s_224.in1k,86.304,13.696,97.047,2.953,23.46,224,0.900,bicubic,+5.212,+1.477,-37 -resnext50_32x4d.a1_in1k,86.284,13.716,96.710,3.290,25.03,288,1.000,bicubic,+4.818,+1.536,-80 -resnext50_32x4d.a2_in1k,86.280,13.720,96.684,3.316,25.03,288,1.000,bicubic,+4.976,+1.588,-63 -resnet50.b2k_in1k,86.272,13.729,97.071,2.929,25.56,288,1.000,bicubic,+5.818,+1.753,+19 -senet154.gluon_in1k,86.272,13.729,96.957,3.042,115.09,224,0.875,bicubic,+5.046,+1.599,-61 -resnext50_32x4d.tv2_in1k,86.269,13.731,97.054,2.946,25.03,224,0.965,bilinear,+5.087,+1.714,-55 -eca_resnet33ts.ra2_in1k,86.257,13.743,97.150,2.850,19.68,288,1.000,bicubic,+5.585,+1.786,-5 -resnest50d.in1k,86.248,13.752,97.069,2.931,27.48,224,0.875,bilinear,+5.284,+1.685,-34 -gcvit_xxtiny.in1k,86.244,13.756,97.107,2.893,12.00,224,0.875,bicubic,+6.516,+2.027,+64 -regnetx_032.tv2_in1k,86.244,13.756,97.092,2.908,15.30,224,0.965,bicubic,+5.318,+1.814,-33 -vit_base_patch16_384.augreg_in1k,86.229,13.771,96.964,3.036,86.86,384,1.000,bicubic,+5.127,+1.844,-51 -convmixer_768_32.in1k,86.220,13.780,97.037,2.963,21.11,224,0.960,bicubic,+6.052,+1.963,+35 -cspdarknet53.ra_in1k,86.190,13.810,97.007,2.993,27.64,256,0.887,bilinear,+6.128,+1.927,+39 -efficientnet_el_pruned.in1k,86.186,13.814,97.028,2.972,10.59,300,0.904,bicubic,+5.886,+1.806,+22 -tresnet_m.miil_in1k,86.186,13.814,96.667,3.333,31.39,224,0.875,bilinear,+5.388,+1.811,-25 -rexnet_150.nav_in1k,86.171,13.829,97.060,2.940,9.73,224,0.875,bicubic,+5.847,+1.886,+17 -inception_v4.tf_in1k,86.163,13.837,96.921,3.079,42.68,299,0.875,bicubic,+6.007,+1.953,+33 -inception_resnet_v2.tf_in1k,86.131,13.869,97.045,2.955,55.84,299,0.897,bicubic,+5.669,+1.737,+3 -xcit_tiny_12_p8_224.fb_in1k,86.114,13.886,97.088,2.912,6.71,224,1.000,bicubic,+6.425,+2.378,+58 -resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,86.101,13.899,97.212,2.788,25.03,224,0.875,bilinear,+5.763,+1.814,+12 -res2net101d.in1k,86.099,13.901,96.851,3.149,45.23,224,0.875,bilinear,+4.875,+1.499,-76 -resnet50.a2_in1k,86.097,13.903,96.701,3.299,25.56,288,1.000,bicubic,+5.325,+1.713,-29 -tf_efficientnet_el.in1k,86.082,13.918,96.953,3.047,10.59,300,0.904,bicubic,+5.830,+1.835,+16 -mobilevitv2_150.cvnets_in1k,86.082,13.918,96.857,3.143,10.59,256,0.888,bicubic,+5.712,+1.783,+5 -cspresnext50.ra_in1k,86.077,13.923,97.107,2.893,20.57,256,0.887,bilinear,+5.521,+1.785,-15 -convnext_pico_ols.d1_in1k,86.067,13.933,97.017,2.983,9.06,288,1.000,bicubic,+5.603,+1.771,-6 -resnet101s.gluon_in1k,86.064,13.936,97.032,2.968,44.67,224,0.875,bicubic,+5.762,+1.882,+8 -edgenext_small_rw.sw_in1k,86.054,13.946,96.928,3.072,7.83,320,1.000,bicubic,+5.596,+1.738,-6 -lambda_resnet50ts.a1h_in1k,86.047,13.953,96.742,3.258,21.54,256,0.950,bicubic,+4.891,+1.644,-75 -seresnext101_32x4d.gluon_in1k,86.026,13.974,96.972,3.027,48.96,224,0.875,bicubic,+5.134,+1.676,-48 -poolformer_s24.sail_in1k,86.013,13.987,97.032,2.968,21.39,224,0.900,bicubic,+5.717,+1.960,+6 -convnext_pico.d1_in1k,86.013,13.987,96.934,3.066,9.05,288,0.950,bicubic,+5.599,+1.884,-5 -resnetblur50.bt_in1k,85.996,14.004,96.985,3.015,25.56,288,0.950,bicubic,+5.762,+1.751,+10 -tf_efficientnet_b2.ap_in1k,85.981,14.019,96.812,3.188,9.11,260,0.890,bicubic,+5.673,+1.784,0 -ecaresnet26t.ra2_in1k,85.979,14.021,97.041,2.959,16.01,320,0.950,bicubic,+6.129,+1.951,+28 -resnet152.a3_in1k,85.979,14.021,96.851,3.149,60.19,224,0.950,bicubic,+5.433,+1.851,-25 -seresnext101_64x4d.gluon_in1k,85.973,14.027,96.981,3.019,88.23,224,0.875,bicubic,+5.077,+1.685,-56 -efficientformerv2_s1.snap_dist_in1k,85.962,14.038,96.870,3.130,6.19,224,0.950,bicubic,+6.274,+1.816,+40 -vit_base_patch32_224.augreg_in21k_ft_in1k,85.956,14.044,97.128,2.872,88.22,224,0.900,bicubic,+5.240,+1.562,-41 -resnext50_32x4d.ra_in1k,85.932,14.068,97.037,2.963,25.03,288,0.950,bicubic,+5.234,+1.647,-40 -fbnetv3_d.ra2_in1k,85.930,14.070,97.026,2.974,10.31,256,0.950,bilinear,+6.248,+2.082,+38 -resnet152d.gluon_in1k,85.919,14.081,96.814,3.186,60.21,224,0.875,bicubic,+5.443,+1.612,-23 -vit_large_patch32_384.orig_in21k_ft_in1k,85.911,14.089,97.372,2.628,306.63,384,1.000,bicubic,+4.401,+1.282,-125 +darknetaa53.c2ns_in1k,86.359,13.641,97.165,2.835,36.02,288,1.000,bilinear,+5.853,+1.843,+24 +efficientformer_l1.snap_dist_in1k,86.357,13.643,97.019,2.981,12.29,224,0.950,bicubic,+5.859,+2.031,+25 +darknet53.c2ns_in1k,86.350,13.649,97.130,2.869,41.61,288,1.000,bicubic,+5.819,+1.698,+20 +lamhalobotnet50ts_256.a1h_in1k,86.350,13.649,97.041,2.959,22.57,256,0.950,bicubic,+4.798,+1.549,-89 +fastvit_t12.apple_dist_in1k,86.344,13.656,97.098,2.902,7.55,256,0.900,bicubic,+5.992,+2.056,+37 +legacy_senet154.in1k,86.344,13.656,96.934,3.066,115.09,224,0.875,bilinear,+5.032,+1.374,-60 +resnet50.a1h_in1k,86.340,13.660,97.060,2.940,25.56,224,1.000,bicubic,+5.662,+1.754,+5 +cait_xxs36_224.fb_dist_in1k,86.329,13.671,97.118,2.882,17.30,224,1.000,bicubic,+6.583,+2.244,+81 +tf_efficientnet_b3.in1k,86.325,13.675,96.964,3.036,12.23,300,0.904,bicubic,+5.451,+1.664,-16 +mobilevitv2_175.cvnets_in1k,86.321,13.679,96.985,3.015,14.25,256,0.888,bicubic,+5.461,+1.729,-15 +gernet_m.idstcv_in1k,86.319,13.681,97.098,2.902,21.14,224,0.875,bilinear,+5.582,+1.908,-4 +resnet50d.a2_in1k,86.314,13.686,96.674,3.326,25.58,288,1.000,bicubic,+5.150,+1.594,-52 +vit_small_patch32_384.augreg_in21k_ft_in1k,86.312,13.688,97.419,2.581,22.92,384,1.000,bicubic,+5.826,+1.819,+15 +pit_s_224.in1k,86.308,13.692,97.049,2.951,23.46,224,0.900,bicubic,+5.222,+1.719,-42 +efficientnet_b2.ra_in1k,86.306,13.694,96.987,3.013,9.11,288,1.000,bicubic,+5.696,+1.673,+3 +gcresnet33ts.ra2_in1k,86.301,13.699,97.060,2.940,19.88,288,1.000,bicubic,+5.701,+1.738,+3 +resnext50_32x4d.a1_in1k,86.284,13.716,96.710,3.290,25.03,288,1.000,bicubic,+4.818,+1.536,-89 +resnext50_32x4d.a2_in1k,86.280,13.720,96.684,3.316,25.03,288,1.000,bicubic,+4.976,+1.588,-71 +resnet50.b2k_in1k,86.272,13.729,97.071,2.929,25.56,288,1.000,bicubic,+5.818,+1.753,+16 +senet154.gluon_in1k,86.272,13.729,96.957,3.042,115.09,224,0.875,bicubic,+5.046,+1.599,-69 +resnext50_32x4d.tv2_in1k,86.267,13.733,97.054,2.946,25.03,224,0.965,bilinear,+5.085,+1.714,-64 +eca_resnet33ts.ra2_in1k,86.257,13.743,97.150,2.850,19.68,288,1.000,bicubic,+5.585,+1.786,-9 +resnest50d.in1k,86.248,13.752,97.069,2.931,27.48,224,0.875,bilinear,+5.288,+1.687,-41 +gcvit_xxtiny.in1k,86.244,13.756,97.107,2.893,12.00,224,0.875,bicubic,+6.518,+2.027,+67 +regnetx_032.tv2_in1k,86.244,13.756,97.092,2.908,15.30,224,0.965,bicubic,+5.318,+1.814,-40 +vit_base_patch16_384.augreg_in1k,86.231,13.769,96.964,3.036,86.86,384,1.000,bicubic,+5.129,+1.844,-59 +convmixer_768_32.in1k,86.220,13.780,97.037,2.963,21.11,224,0.960,bicubic,+6.052,+1.963,+36 +efficientnet_el_pruned.in1k,86.192,13.807,97.028,2.972,10.59,300,0.904,bicubic,+5.894,+1.806,+23 +tresnet_m.miil_in1k,86.188,13.812,96.667,3.333,31.39,224,0.875,bilinear,+5.390,+1.811,-28 +cspdarknet53.ra_in1k,86.178,13.822,97.009,2.991,27.64,256,0.887,bilinear,+6.110,+1.931,+38 +rexnet_150.nav_in1k,86.169,13.831,97.060,2.940,9.73,224,0.875,bicubic,+5.845,+2.070,+16 +inception_v4.tf_in1k,86.163,13.837,96.919,3.081,42.68,299,0.875,bicubic,+6.007,+1.949,+33 +efficientvit_b1.r288_in1k,86.154,13.846,96.932,3.068,9.10,288,1.000,bicubic,+5.830,+1.756,+15 +inception_resnet_v2.tf_in1k,86.133,13.867,97.045,2.955,55.84,299,0.897,bicubic,+5.675,+1.855,-1 +xcit_tiny_12_p8_224.fb_in1k,86.114,13.886,97.088,2.912,6.71,224,1.000,bicubic,+6.425,+2.034,+61 +resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,86.101,13.899,97.212,2.788,25.03,224,0.875,bilinear,+5.767,+1.812,+10 +res2net101d.in1k,86.099,13.901,96.851,3.149,45.23,224,0.875,bilinear,+4.881,+1.501,-85 +resnet50.a2_in1k,86.097,13.903,96.701,3.299,25.56,288,1.000,bicubic,+5.325,+1.713,-34 +tf_efficientnet_el.in1k,86.082,13.918,96.955,3.045,10.59,300,0.904,bicubic,+5.834,+1.835,+15 +mobilevitv2_150.cvnets_in1k,86.082,13.918,96.857,3.143,10.59,256,0.888,bicubic,+5.712,+1.783,+2 +cspresnext50.ra_in1k,86.077,13.923,97.107,2.893,20.57,256,0.887,bilinear,+5.523,+1.781,-20 +convnext_pico_ols.d1_in1k,86.069,13.931,97.017,2.983,9.06,288,1.000,bicubic,+5.607,+1.765,-11 +resnet101s.gluon_in1k,86.067,13.933,97.030,2.970,44.67,224,0.875,bicubic,+5.763,+1.878,+7 +edgenext_small_rw.sw_in1k,86.054,13.946,96.928,3.072,7.83,320,1.000,bicubic,+5.596,+1.620,-10 +lambda_resnet50ts.a1h_in1k,86.049,13.950,96.742,3.258,21.54,256,0.950,bicubic,+4.891,+1.644,-84 +seresnext101_32x4d.gluon_in1k,86.028,13.972,96.972,3.027,48.96,224,0.875,bicubic,+5.136,+1.676,-56 +convnext_pico.d1_in1k,86.015,13.985,96.932,3.068,9.05,288,0.950,bicubic,+5.599,+1.884,-8 +poolformer_s24.sail_in1k,86.013,13.987,97.030,2.970,21.39,224,0.900,bicubic,+5.719,+1.956,+5 +resnetblur50.bt_in1k,85.992,14.008,96.985,3.015,25.56,288,0.950,bicubic,+5.758,+1.751,+9 +resnet152.a3_in1k,85.985,14.015,96.849,3.151,60.19,224,0.950,bicubic,+5.439,+1.849,-28 +ecaresnet26t.ra2_in1k,85.981,14.019,97.043,2.957,16.01,320,0.950,bicubic,+6.131,+1.953,+29 +tf_efficientnet_b2.ap_in1k,85.981,14.019,96.812,3.188,9.11,260,0.890,bicubic,+5.671,+1.786,-3 +seresnext101_64x4d.gluon_in1k,85.973,14.027,96.981,3.019,88.23,224,0.875,bicubic,+5.079,+1.685,-64 +efficientformerv2_s1.snap_dist_in1k,85.962,14.038,96.874,3.126,6.19,224,0.950,bicubic,+6.270,+2.158,+41 +vit_base_patch32_224.augreg_in21k_ft_in1k,85.956,14.044,97.128,2.872,88.22,224,0.900,bicubic,+5.240,+1.562,-46 +resnext50_32x4d.ra_in1k,85.934,14.066,97.032,2.968,25.03,288,0.950,bicubic,+5.236,+1.640,-45 +fbnetv3_d.ra2_in1k,85.930,14.070,97.026,2.974,10.31,256,0.950,bilinear,+6.248,+2.082,+40 +vit_large_patch32_384.orig_in21k_ft_in1k,85.915,14.085,97.370,2.630,306.63,384,1.000,bicubic,+4.405,+1.280,-137 +resnet152d.gluon_in1k,85.915,14.085,96.814,3.186,60.21,224,0.875,bicubic,+5.439,+1.612,-28 tf_efficientnet_b2.aa_in1k,85.896,14.104,96.864,3.136,9.11,260,0.890,bicubic,+5.812,+1.958,+7 -tf_efficientnetv2_b2.in1k,85.885,14.115,96.889,3.111,10.10,260,0.890,bicubic,+5.691,+1.847,+1 -vit_base_patch16_224.sam_in1k,85.872,14.128,96.691,3.309,86.57,224,0.900,bicubic,+5.628,+1.935,-4 -resnet101d.gluon_in1k,85.864,14.136,96.674,3.326,44.57,224,0.875,bicubic,+5.438,+1.650,-22 -repvgg_b2g4.rvgg_in1k,85.862,14.138,96.804,3.196,61.76,224,0.875,bilinear,+6.480,+2.128,+51 -mixnet_xl.ra_in1k,85.804,14.196,96.716,3.284,11.90,224,0.875,bicubic,+5.322,+1.780,-31 -inception_resnet_v2.tf_ens_adv_in1k,85.763,14.237,96.759,3.241,55.84,299,0.897,bicubic,+5.785,+1.813,+4 -tf_efficientnet_lite3.in1k,85.757,14.243,96.891,3.109,8.20,300,0.904,bilinear,+5.949,+1.979,+19 -resnext101_32x4d.gluon_in1k,85.753,14.247,96.637,3.363,44.18,224,0.875,bicubic,+5.413,+1.707,-21 +tf_efficientnetv2_b2.in1k,85.887,14.113,96.887,3.113,10.10,260,0.890,bicubic,+5.691,+1.845,0 +vit_base_patch16_224.sam_in1k,85.872,14.128,96.693,3.307,86.57,224,0.900,bicubic,+5.634,+1.937,-5 +repvgg_b2g4.rvgg_in1k,85.862,14.138,96.804,3.196,61.76,224,0.875,bilinear,+6.480,+2.128,+55 +resnet101d.gluon_in1k,85.862,14.138,96.674,3.326,44.57,224,0.875,bicubic,+5.436,+1.650,-26 +efficientvit_b1.r256_in1k,85.830,14.170,96.782,3.217,9.10,256,1.000,bicubic,+6.096,+2.002,+25 +mixnet_xl.ra_in1k,85.804,14.196,96.716,3.284,11.90,224,0.875,bicubic,+5.322,+1.780,-37 +inception_resnet_v2.tf_ens_adv_in1k,85.768,14.232,96.759,3.241,55.84,299,0.897,bicubic,+5.790,+1.811,+3 +repvit_m0_9.dist_450e_in1k,85.757,14.243,96.810,3.190,5.49,224,0.950,bicubic,+6.691,+2.430,+81 +tf_efficientnet_lite3.in1k,85.755,14.245,96.891,3.109,8.20,300,0.904,bilinear,+5.949,+1.977,+18 +resnext101_32x4d.gluon_in1k,85.753,14.247,96.637,3.363,44.18,224,0.875,bicubic,+5.413,+1.707,-25 xcit_tiny_24_p16_224.fb_in1k,85.746,14.254,96.932,3.068,12.12,224,1.000,bicubic,+6.298,+2.054,+42 -legacy_seresnext101_32x4d.in1k,85.742,14.258,96.772,3.228,48.96,224,0.875,bilinear,+5.512,+1.746,-10 -resnet101.a3_in1k,85.740,14.260,96.496,3.504,44.55,224,0.950,bicubic,+5.926,+1.890,+14 -res2net50d.in1k,85.729,14.271,96.763,3.237,25.72,224,0.875,bilinear,+5.475,+1.727,-18 -regnety_320.pycls_in1k,85.729,14.271,96.723,3.277,145.05,224,0.875,bicubic,+4.921,+1.485,-67 -cspresnet50.ra_in1k,85.725,14.275,96.802,3.198,21.62,256,0.887,bilinear,+6.135,+2.090,+27 -resmlp_big_24_224.fb_in1k,85.701,14.299,96.426,3.574,129.14,224,0.875,bicubic,+4.665,+1.408,-92 -resnext101_64x4d.gluon_in1k,85.693,14.307,96.641,3.358,83.46,224,0.875,bicubic,+5.093,+1.649,-51 -resnet33ts.ra2_in1k,85.691,14.309,96.755,3.245,19.68,288,1.000,bicubic,+5.965,+1.927,+13 -xception71.tf_in1k,85.689,14.311,96.774,3.226,42.34,299,0.903,bicubic,+5.817,+1.846,-2 -resnet50.ra_in1k,85.674,14.326,96.889,3.111,25.56,288,0.950,bicubic,+5.838,+1.923,+3 -ecaresnet50t.a3_in1k,85.674,14.326,96.727,3.273,25.57,224,0.950,bicubic,+6.122,+2.033,+25 -deit_small_patch16_224.fb_in1k,85.672,14.328,96.911,3.089,22.05,224,0.900,bicubic,+5.828,+1.867,-1 -dpn107.mx_in1k,85.672,14.328,96.757,3.243,86.92,224,0.875,bicubic,+5.504,+1.815,-18 -efficientnet_em.ra2_in1k,85.667,14.333,96.947,3.053,6.90,240,0.882,bicubic,+6.427,+2.153,+46 -efficientnet_b2_pruned.in1k,85.644,14.356,96.742,3.258,8.31,260,0.890,bicubic,+5.724,+1.890,-12 -resmlp_36_224.fb_in1k,85.623,14.377,96.795,3.205,44.69,224,0.875,bicubic,+5.850,+1.911,+2 -mobilevitv2_125.cvnets_in1k,85.578,14.422,96.665,3.335,7.48,256,0.888,bicubic,+5.898,+1.807,+10 -resnet50.bt_in1k,85.576,14.425,96.832,3.168,25.56,288,0.950,bicubic,+5.936,+1.940,+12 -levit_conv_192.fb_dist_in1k,85.571,14.429,96.742,3.258,10.95,224,0.900,bicubic,+5.733,+1.964,-7 -resnet32ts.ra2_in1k,85.569,14.431,96.866,3.134,17.96,288,1.000,bicubic,+6.177,+2.214,+24 -levit_192.fb_dist_in1k,85.569,14.431,96.740,3.260,10.95,224,0.900,bicubic,+5.731,+1.956,-7 -resnet152c.gluon_in1k,85.567,14.433,96.644,3.356,60.21,224,0.875,bicubic,+5.657,+1.800,-18 -pit_xs_distilled_224.in1k,85.565,14.435,96.686,3.314,11.00,224,0.900,bicubic,+6.385,+2.324,+42 -tf_efficientnetv2_b1.in1k,85.556,14.444,96.731,3.269,8.14,240,0.882,bicubic,+6.094,+2.009,+17 -regnety_120.pycls_in1k,85.550,14.450,96.776,3.224,51.82,224,0.875,bicubic,+5.164,+1.648,-51 -fbnetv3_b.ra2_in1k,85.520,14.480,96.857,3.143,8.60,256,0.950,bilinear,+6.378,+2.115,+41 -regnetx_320.pycls_in1k,85.520,14.480,96.671,3.329,107.81,224,0.875,bicubic,+5.274,+1.649,-39 -convnextv2_femto.fcmae_ft_in1k,85.503,14.497,96.806,3.194,5.23,288,0.950,bicubic,+6.165,+2.246,+22 -nf_regnet_b1.ra2_in1k,85.503,14.497,96.789,3.211,10.22,288,0.900,bicubic,+6.197,+2.049,+23 -dpn92.mx_in1k,85.503,14.497,96.650,3.350,37.67,224,0.875,bicubic,+5.465,+1.790,-29 -regnety_160.pycls_in1k,85.490,14.510,96.616,3.384,83.59,224,0.875,bicubic,+5.192,+1.654,-47 -resnet152.gluon_in1k,85.479,14.521,96.550,3.450,60.19,224,0.875,bicubic,+5.785,+1.814,-9 -resnetrs50.tf_in1k,85.475,14.525,96.731,3.269,35.69,224,0.910,bicubic,+5.579,+1.759,-27 -rexnet_130.nav_in1k,85.469,14.531,96.680,3.320,7.56,224,0.875,bicubic,+5.965,+2.002,+3 -dpn131.mx_in1k,85.450,14.550,96.620,3.380,79.25,224,0.875,bicubic,+5.636,+1.920,-20 -regnetx_160.pycls_in1k,85.396,14.604,96.650,3.350,54.28,224,0.875,bicubic,+5.530,+1.822,-27 -tf_efficientnet_b2.in1k,85.396,14.604,96.586,3.414,9.11,260,0.890,bicubic,+5.792,+1.872,-6 -convnext_tiny.fb_in22k_ft_in1k,85.381,14.619,96.804,3.196,28.59,288,1.000,bicubic,+6.483,+2.130,+43 -dla102x2.in1k,85.375,14.625,96.629,3.371,41.28,224,0.875,bilinear,+5.931,+1.991,+4 -dpn98.mx_in1k,85.351,14.649,96.511,3.489,61.57,224,0.875,bicubic,+5.681,+1.857,-12 -regnetx_016.tv2_in1k,85.349,14.651,96.817,3.183,9.19,224,0.965,bicubic,+5.913,+2.049,+2 -gmlp_s16_224.ra3_in1k,85.349,14.651,96.644,3.356,19.42,224,0.875,bicubic,+5.705,+2.022,-12 -botnet26t_256.c1_in1k,85.332,14.668,96.631,3.369,12.49,256,0.950,bicubic,+6.076,+2.097,+16 -seresnext50_32x4d.gluon_in1k,85.328,14.672,96.669,3.331,27.56,224,0.875,bicubic,+5.418,+1.845,-39 -skresnext50_32x4d.ra_in1k,85.328,14.672,96.390,3.610,27.48,224,0.875,bicubic,+5.166,+1.750,-49 -xception65.tf_in1k,85.315,14.685,96.644,3.356,39.92,299,0.903,bicubic,+5.759,+1.990,-12 -resnet101c.gluon_in1k,85.306,14.694,96.411,3.589,44.57,224,0.875,bicubic,+5.764,+1.825,-11 -lambda_resnet26t.c1_in1k,85.298,14.702,96.721,3.280,10.96,256,0.940,bicubic,+6.210,+2.130,+22 -resnext50_32x4d.a3_in1k,85.298,14.702,96.328,3.672,25.03,224,0.950,bicubic,+6.030,+2.022,+9 -regnety_064.pycls_in1k,85.283,14.717,96.648,3.352,30.58,224,0.875,bicubic,+5.569,+1.882,-28 -resnet34d.ra2_in1k,85.272,14.728,96.701,3.299,21.82,288,0.950,bicubic,+6.836,+2.357,+62 -coat_lite_mini.in1k,85.272,14.728,96.686,3.314,11.01,224,0.900,bicubic,+6.170,+2.078,+18 -resmlp_24_224.fb_in1k,85.264,14.736,96.490,3.510,30.02,224,0.875,bicubic,+5.890,+1.944,-6 -convnext_femto_ols.d1_in1k,85.253,14.747,96.772,3.228,5.23,288,0.950,bicubic,+6.329,+2.246,+26 -cait_xxs24_224.fb_dist_in1k,85.238,14.762,96.714,3.286,11.96,224,1.000,bicubic,+6.854,+2.398,+66 -regnety_080.pycls_in1k,85.238,14.762,96.639,3.361,39.18,224,0.875,bicubic,+5.370,+1.807,-48 -pvt_v2_b1.in1k,85.210,14.790,96.629,3.371,14.01,224,0.900,bicubic,+6.508,+2.127,+41 -xcit_tiny_12_p16_224.fb_dist_in1k,85.200,14.800,96.597,3.403,6.72,224,1.000,bicubic,+6.626,+2.399,+44 -halonet26t.a1h_in1k,85.193,14.807,96.454,3.546,12.48,256,0.950,bicubic,+6.087,+2.148,+9 -inception_v3.gluon_in1k,85.189,14.811,96.535,3.465,23.83,299,0.875,bicubic,+6.383,+2.161,+28 -resnext101_32x8d.tv_in1k,85.189,14.811,96.456,3.544,88.79,224,0.875,bilinear,+5.879,+1.936,-9 +legacy_seresnext101_32x4d.in1k,85.742,14.258,96.772,3.228,48.96,224,0.875,bilinear,+5.510,+1.752,-13 +resnet101.a3_in1k,85.736,14.264,96.501,3.499,44.55,224,0.950,bicubic,+5.922,+1.887,+13 +res2net50d.in1k,85.729,14.271,96.763,3.237,25.72,224,0.875,bilinear,+5.475,+1.727,-20 +regnety_320.pycls_in1k,85.727,14.273,96.725,3.275,145.05,224,0.875,bicubic,+4.917,+1.487,-75 +cspresnet50.ra_in1k,85.719,14.281,96.799,3.200,21.62,256,0.887,bilinear,+6.137,+2.090,+28 +resmlp_big_24_224.fb_in1k,85.701,14.299,96.426,3.574,129.14,224,0.875,bicubic,+4.665,+1.408,-102 +resnext101_64x4d.gluon_in1k,85.693,14.307,96.641,3.358,83.46,224,0.875,bicubic,+5.093,+1.649,-58 +xception71.tf_in1k,85.689,14.311,96.774,3.226,42.34,299,0.903,bicubic,+5.815,+1.846,-3 +resnet33ts.ra2_in1k,85.689,14.311,96.757,3.243,19.68,288,1.000,bicubic,+5.963,+1.929,+13 +deit_small_patch16_224.fb_in1k,85.676,14.324,96.906,3.094,22.05,224,0.900,bicubic,+5.828,+1.862,0 +resnet50.ra_in1k,85.674,14.326,96.889,3.111,25.56,288,0.950,bicubic,+5.838,+1.923,+2 +efficientnet_em.ra2_in1k,85.672,14.328,96.951,3.049,6.90,240,0.882,bicubic,+6.428,+2.157,+49 +dpn107.mx_in1k,85.672,14.328,96.757,3.243,86.92,224,0.875,bicubic,+5.502,+1.815,-21 +ecaresnet50t.a3_in1k,85.672,14.328,96.725,3.275,25.57,224,0.950,bicubic,+6.120,+2.031,+22 +efficientnet_b2_pruned.in1k,85.642,14.358,96.742,3.258,8.31,260,0.890,bicubic,+5.722,+1.890,-12 +resmlp_36_224.fb_in1k,85.623,14.377,96.795,3.205,44.69,224,0.875,bicubic,+5.850,+1.911,+1 +tiny_vit_5m_224.in1k,85.605,14.395,96.953,3.047,5.39,224,0.950,bicubic,+6.435,+2.159,+52 +mobilevitv2_125.cvnets_in1k,85.578,14.422,96.665,3.335,7.48,256,0.888,bicubic,+5.898,+1.807,+9 +resnet50.bt_in1k,85.576,14.425,96.832,3.168,25.56,288,0.950,bicubic,+5.936,+1.940,+11 +levit_conv_192.fb_dist_in1k,85.571,14.429,96.742,3.258,10.95,224,0.900,bicubic,+5.733,+1.964,-9 +resnet32ts.ra2_in1k,85.569,14.431,96.866,3.134,17.96,288,1.000,bicubic,+6.181,+2.214,+24 +levit_192.fb_dist_in1k,85.569,14.431,96.740,3.260,10.95,224,0.900,bicubic,+5.731,+1.956,-9 +resnet152c.gluon_in1k,85.569,14.431,96.644,3.356,60.21,224,0.875,bicubic,+5.657,+1.798,-19 +pit_xs_distilled_224.in1k,85.561,14.439,96.686,3.314,11.00,224,0.900,bicubic,+6.381,+2.320,+44 +tf_efficientnetv2_b1.in1k,85.556,14.444,96.731,3.269,8.14,240,0.882,bicubic,+6.096,+2.009,+16 +regnety_120.pycls_in1k,85.554,14.446,96.774,3.226,51.82,224,0.875,bicubic,+5.174,+1.648,-57 +fbnetv3_b.ra2_in1k,85.520,14.480,96.862,3.139,8.60,256,0.950,bilinear,+6.374,+2.118,+44 +regnetx_320.pycls_in1k,85.520,14.480,96.671,3.329,107.81,224,0.875,bicubic,+5.274,+1.649,-43 +nf_regnet_b1.ra2_in1k,85.507,14.493,96.789,3.211,10.22,288,0.900,bicubic,+6.199,+2.049,+25 +convnextv2_femto.fcmae_ft_in1k,85.503,14.497,96.806,3.194,5.23,288,0.950,bicubic,+6.165,+2.246,+21 +dpn92.mx_in1k,85.501,14.499,96.650,3.350,37.67,224,0.875,bicubic,+5.463,+1.790,-33 +fastvit_s12.apple_in1k,85.492,14.508,96.721,3.280,9.47,256,0.900,bicubic,+5.550,+1.927,-31 +regnety_160.pycls_in1k,85.486,14.514,96.616,3.384,83.59,224,0.875,bicubic,+5.188,+1.652,-52 +resnet152.gluon_in1k,85.482,14.518,96.550,3.450,60.19,224,0.875,bicubic,+5.786,+1.820,-11 +resnetrs50.tf_in1k,85.469,14.531,96.733,3.267,35.69,224,0.910,bicubic,+5.575,+1.759,-30 +rexnet_130.nav_in1k,85.465,14.536,96.680,3.320,7.56,224,0.875,bicubic,+5.959,+2.002,+1 +dpn131.mx_in1k,85.450,14.550,96.620,3.380,79.25,224,0.875,bicubic,+5.636,+1.920,-23 +regnetx_160.pycls_in1k,85.396,14.604,96.650,3.350,54.28,224,0.875,bicubic,+5.530,+1.822,-30 +tf_efficientnet_b2.in1k,85.396,14.604,96.586,3.414,9.11,260,0.890,bicubic,+5.788,+1.872,-8 +convnext_tiny.fb_in22k_ft_in1k,85.381,14.619,96.804,3.196,28.59,288,1.000,bicubic,+6.483,+2.130,+46 +dla102x2.in1k,85.375,14.625,96.629,3.371,41.28,224,0.875,bilinear,+5.929,+1.997,+2 +repvit_m0_9.dist_300e_in1k,85.373,14.627,96.627,3.373,5.49,224,0.950,bicubic,+6.715,+2.511,+66 +dpn98.mx_in1k,85.351,14.649,96.509,3.491,61.57,224,0.875,bicubic,+5.681,+1.855,-15 +regnetx_016.tv2_in1k,85.349,14.651,96.817,3.183,9.19,224,0.965,bicubic,+5.913,+2.049,-1 +gmlp_s16_224.ra3_in1k,85.349,14.651,96.644,3.356,19.42,224,0.875,bicubic,+5.705,+2.022,-15 +botnet26t_256.c1_in1k,85.332,14.668,96.631,3.369,12.49,256,0.950,bicubic,+6.074,+2.099,+15 +skresnext50_32x4d.ra_in1k,85.328,14.672,96.390,3.610,27.48,224,0.875,bicubic,+5.164,+1.750,-54 +seresnext50_32x4d.gluon_in1k,85.321,14.679,96.674,3.326,27.56,224,0.875,bicubic,+5.397,+1.850,-46 +xception65.tf_in1k,85.315,14.685,96.646,3.354,39.92,299,0.903,bicubic,+5.759,+1.988,-15 +resnet101c.gluon_in1k,85.311,14.689,96.411,3.589,44.57,224,0.875,bicubic,+5.773,+1.827,-14 +lambda_resnet26t.c1_in1k,85.302,14.698,96.721,3.280,10.96,256,0.940,bicubic,+6.214,+2.130,+23 +resnext50_32x4d.a3_in1k,85.298,14.702,96.328,3.672,25.03,224,0.950,bicubic,+6.030,+2.022,+7 +regnety_064.pycls_in1k,85.283,14.717,96.648,3.352,30.58,224,0.875,bicubic,+5.567,+1.882,-31 +resnet34d.ra2_in1k,85.272,14.728,96.701,3.299,21.82,288,0.950,bicubic,+6.836,+2.357,+68 +coat_lite_mini.in1k,85.272,14.728,96.686,3.314,11.01,224,0.900,bicubic,+6.170,+2.078,+19 +resmlp_24_224.fb_in1k,85.264,14.736,96.490,3.510,30.02,224,0.875,bicubic,+5.890,+1.944,-8 +convnext_femto_ols.d1_in1k,85.253,14.747,96.772,3.228,5.23,288,0.950,bicubic,+6.329,+2.246,+28 +cait_xxs24_224.fb_dist_in1k,85.238,14.762,96.714,3.286,11.96,224,1.000,bicubic,+6.854,+2.398,+71 +regnety_080.pycls_in1k,85.238,14.762,96.635,3.365,39.18,224,0.875,bicubic,+5.370,+1.803,-52 +efficientvit_b1.r224_in1k,85.232,14.768,96.462,3.538,9.10,224,0.950,bicubic,+5.980,+2.158,+2 +pvt_v2_b1.in1k,85.210,14.790,96.631,3.369,14.01,224,0.900,bicubic,+6.506,+2.129,+43 +xcit_tiny_12_p16_224.fb_dist_in1k,85.200,14.800,96.597,3.403,6.72,224,1.000,bicubic,+6.626,+2.399,+47 +halonet26t.a1h_in1k,85.191,14.809,96.454,3.546,12.48,256,0.950,bicubic,+6.085,+2.148,+9 +resnext101_32x8d.tv_in1k,85.189,14.811,96.456,3.544,88.79,224,0.875,bilinear,+5.879,+1.936,-11 +inception_v3.gluon_in1k,85.187,14.813,96.535,3.465,23.83,299,0.875,bicubic,+6.385,+2.159,+29 +fastvit_t12.apple_in1k,85.180,14.819,96.607,3.393,7.55,256,0.900,bicubic,+5.916,+2.045,-6 convnext_femto.d1_in1k,85.163,14.837,96.704,3.296,5.22,288,0.950,bicubic,+6.447,+2.273,+34 -resnet101.gluon_in1k,85.163,14.837,96.366,3.634,44.55,224,0.875,bicubic,+5.853,+1.844,-12 -hrnet_w48.ms_in1k,85.155,14.845,96.490,3.510,77.47,224,0.875,bilinear,+5.853,+1.974,-10 -regnetx_120.pycls_in1k,85.138,14.862,96.475,3.525,46.11,224,0.875,bicubic,+5.550,+1.733,-32 -eca_halonext26ts.c1_in1k,85.131,14.869,96.580,3.420,10.76,256,0.940,bicubic,+5.645,+1.980,-28 -resnet50.am_in1k,85.131,14.869,96.569,3.431,25.56,224,0.875,bicubic,+6.133,+2.173,+8 -tf_efficientnet_b1.ap_in1k,85.131,14.869,96.407,3.593,7.79,240,0.882,bicubic,+5.851,+2.099,-12 -eca_botnext26ts_256.c1_in1k,85.121,14.879,96.511,3.489,10.59,256,0.950,bicubic,+5.853,+1.905,-12 +resnet101.gluon_in1k,85.161,14.839,96.366,3.634,44.55,224,0.875,bicubic,+5.851,+1.844,-16 +hrnet_w48.ms_in1k,85.159,14.841,96.490,3.510,77.47,224,0.875,bilinear,+5.853,+1.974,-14 +regnetx_120.pycls_in1k,85.138,14.862,96.475,3.525,46.11,224,0.875,bicubic,+5.550,+1.733,-38 +eca_halonext26ts.c1_in1k,85.131,14.869,96.580,3.420,10.76,256,0.940,bicubic,+5.645,+1.980,-33 +resnet50.am_in1k,85.131,14.869,96.571,3.429,25.56,224,0.875,bicubic,+6.129,+2.173,+8 +tf_efficientnet_b1.ap_in1k,85.131,14.869,96.407,3.593,7.79,240,0.882,bicubic,+5.855,+2.095,-16 +repvit_m1.dist_in1k,85.121,14.879,96.597,3.403,5.49,224,0.950,bicubic,+6.583,+2.527,+36 +eca_botnext26ts_256.c1_in1k,85.121,14.879,96.511,3.489,10.59,256,0.950,bicubic,+5.853,+1.905,-16 legacy_xception.tf_in1k,85.121,14.879,96.469,3.531,22.86,299,0.897,bicubic,+6.081,+2.087,+4 -hrnet_w64.ms_in1k,85.112,14.888,96.738,3.262,128.06,224,0.875,bilinear,+5.638,+2.092,-31 -resnet50.fb_ssl_yfcc100m_ft_in1k,85.102,14.899,96.859,3.141,25.56,224,0.875,bilinear,+5.868,+2.033,-11 -lambda_resnet26rpt_256.c1_in1k,85.099,14.901,96.565,3.435,10.99,256,0.940,bicubic,+6.131,+2.127,+3 -res2net101_26w_4s.in1k,85.097,14.903,96.381,3.619,45.21,224,0.875,bilinear,+5.895,+1.945,-10 -tf_efficientnet_cc_b1_8e.in1k,85.065,14.935,96.428,3.572,39.72,240,0.882,bicubic,+5.763,+2.054,-20 -dpn68b.ra_in1k,85.061,14.939,96.449,3.551,12.61,288,1.000,bicubic,+5.699,+2.011,-28 -resnest26d.gluon_in1k,85.016,14.984,96.639,3.361,17.07,224,0.875,bilinear,+6.532,+2.345,+33 -xcit_nano_12_p8_384.fb_dist_in1k,85.014,14.986,96.629,3.371,3.05,384,1.000,bicubic,+7.194,+2.589,+79 -resnext50_32x4d.gluon_in1k,85.005,14.995,96.428,3.572,25.03,224,0.875,bicubic,+5.645,+1.998,-30 -tf_efficientnet_b0.ns_jft_in1k,84.999,15.001,96.505,3.495,5.29,224,0.875,bicubic,+6.329,+2.131,+20 -coat_tiny.in1k,84.971,15.029,96.422,3.578,5.50,224,0.900,bicubic,+6.545,+2.374,+35 -regnety_040.pycls_in1k,84.956,15.044,96.612,3.388,20.65,224,0.875,bicubic,+5.724,+1.956,-20 -dla169.in1k,84.929,15.071,96.537,3.463,53.39,224,0.875,bilinear,+6.221,+2.191,+14 -tf_efficientnet_b1.aa_in1k,84.918,15.082,96.364,3.636,7.79,240,0.882,bicubic,+6.088,+2.166,+2 -resnet50d.a3_in1k,84.903,15.097,96.285,3.715,25.58,224,0.950,bicubic,+6.181,+2.049,+9 -legacy_seresnext50_32x4d.in1k,84.897,15.103,96.428,3.572,27.56,224,0.875,bilinear,+5.821,+1.996,-14 -mobilevitv2_100.cvnets_in1k,84.894,15.106,96.388,3.612,4.90,256,0.888,bicubic,+6.818,+2.218,+53 -hrnet_w44.ms_in1k,84.884,15.116,96.428,3.572,67.06,224,0.875,bilinear,+5.992,+2.064,-6 -regnety_008_tv.tv2_in1k,84.879,15.120,96.637,3.363,6.43,224,0.965,bicubic,+6.205,+2.251,+10 -resnet50s.gluon_in1k,84.879,15.120,96.439,3.561,25.68,224,0.875,bicubic,+6.161,+2.197,+5 -regnetx_080.pycls_in1k,84.865,15.136,96.432,3.568,39.57,224,0.875,bicubic,+5.663,+1.880,-28 -visformer_tiny.in1k,84.847,15.153,96.507,3.493,10.32,224,0.900,bicubic,+6.685,+2.343,+42 -levit_conv_128.fb_dist_in1k,84.847,15.153,96.353,3.647,9.21,224,0.900,bicubic,+6.353,+2.345,+15 -levit_128.fb_dist_in1k,84.845,15.155,96.353,3.647,9.21,224,0.900,bicubic,+6.355,+2.341,+15 -resnet50d.gluon_in1k,84.837,15.163,96.398,3.602,25.58,224,0.875,bicubic,+5.759,+1.930,-25 -res2net50_26w_8s.in1k,84.837,15.163,96.355,3.645,48.40,224,0.875,bilinear,+5.895,+2.061,-17 -dla60_res2next.in1k,84.830,15.170,96.405,3.595,17.03,224,0.875,bilinear,+6.396,+2.261,+18 -vit_tiny_patch16_384.augreg_in21k_ft_in1k,84.824,15.176,96.714,3.286,5.79,384,1.000,bicubic,+6.400,+2.174,+18 -resnet152.tv_in1k,84.824,15.176,96.238,3.762,60.19,224,0.875,bilinear,+6.502,+2.190,+27 -dla60_res2net.in1k,84.822,15.178,96.479,3.521,20.85,224,0.875,bilinear,+6.360,+2.277,+12 -resnet26t.ra2_in1k,84.822,15.178,96.388,3.612,16.01,320,1.000,bicubic,+6.490,+2.264,+23 -mixnet_l.ft_in1k,84.818,15.182,96.328,3.672,7.33,224,0.875,bicubic,+5.852,+2.148,-25 -dla102x.in1k,84.807,15.193,96.552,3.448,26.31,224,0.875,bilinear,+6.309,+2.316,+3 -hrnet_w18.ms_aug_in1k,84.785,15.214,96.462,3.538,21.30,224,0.950,bilinear,+6.659,+2.410,+33 -xception41.tf_in1k,84.785,15.214,96.411,3.589,26.97,299,0.903,bicubic,+6.281,+2.135,0 -pit_xs_224.in1k,84.781,15.219,96.499,3.502,10.62,224,0.900,bicubic,+6.601,+2.335,+27 -regnetx_064.pycls_in1k,84.771,15.229,96.494,3.506,26.21,224,0.875,bicubic,+5.705,+2.036,-34 -resnet34.a1_in1k,84.762,15.238,96.227,3.773,21.80,288,1.000,bicubic,+6.844,+3.313,+43 -poolformerv2_s12.sail_in1k,84.756,15.244,96.373,3.627,11.89,224,1.000,bicubic,+6.752,+2.508,+36 -gcresnext26ts.ch_in1k,84.756,15.244,96.293,3.707,10.48,288,1.000,bicubic,+6.342,+2.123,+10 -hrnet_w40.ms_in1k,84.745,15.255,96.552,3.448,57.56,224,0.875,bilinear,+5.815,+2.088,-32 -repvgg_b2.rvgg_in1k,84.726,15.274,96.471,3.529,89.02,224,0.875,bilinear,+5.934,+2.051,-22 -res2net50_26w_6s.in1k,84.726,15.274,96.281,3.719,37.05,224,0.875,bilinear,+6.158,+2.159,-10 -resmlp_12_224.fb_distilled_in1k,84.719,15.281,96.225,3.775,15.35,224,0.875,bicubic,+6.765,+2.665,+35 -vit_base_patch32_384.augreg_in1k,84.717,15.283,96.326,3.674,88.30,384,1.000,bicubic,+5.965,+2.102,-23 -legacy_seresnet152.in1k,84.709,15.291,96.424,3.576,66.82,224,0.875,bilinear,+6.049,+2.054,-15 -cs3darknet_m.c2ns_in1k,84.694,15.306,96.486,3.514,9.31,288,0.950,bicubic,+7.060,+2.470,+47 -SelecSls60b.in1k,84.662,15.338,96.300,3.700,32.77,224,0.875,bicubic,+6.248,+2.266,0 +hrnet_w64.ms_in1k,85.114,14.886,96.738,3.262,128.06,224,0.875,bilinear,+5.638,+2.086,-37 +lambda_resnet26rpt_256.c1_in1k,85.099,14.901,96.565,3.435,10.99,256,0.940,bicubic,+6.135,+2.129,+4 +res2net101_26w_4s.in1k,85.097,14.903,96.381,3.619,45.21,224,0.875,bilinear,+5.897,+1.945,-13 +resnet50.fb_ssl_yfcc100m_ft_in1k,85.093,14.907,96.862,3.139,25.56,224,0.875,bilinear,+5.863,+2.036,-16 +mobileone_s4.apple_in1k,85.082,14.918,96.434,3.566,14.95,224,0.900,bilinear,+5.656,+1.954,-36 +dpn68b.ra_in1k,85.061,14.939,96.449,3.551,12.61,288,1.000,bicubic,+5.701,+2.013,-33 +tf_efficientnet_cc_b1_8e.in1k,85.061,14.939,96.430,3.570,39.72,240,0.882,bicubic,+5.759,+2.056,-27 +resnest26d.gluon_in1k,85.016,14.984,96.639,3.361,17.07,224,0.875,bilinear,+6.534,+2.345,+34 +xcit_nano_12_p8_384.fb_dist_in1k,85.014,14.986,96.629,3.371,3.05,384,1.000,bicubic,+7.194,+2.589,+83 +resnext50_32x4d.gluon_in1k,85.005,14.995,96.428,3.572,25.03,224,0.875,bicubic,+5.645,+1.998,-36 +tf_efficientnet_b0.ns_jft_in1k,84.999,15.001,96.505,3.495,5.29,224,0.875,bicubic,+6.331,+2.133,+18 +coat_tiny.in1k,84.971,15.029,96.422,3.578,5.50,224,0.900,bicubic,+6.545,+2.374,+36 +regnety_040.pycls_in1k,84.952,15.048,96.612,3.388,20.65,224,0.875,bicubic,+5.732,+1.956,-24 +dla169.in1k,84.931,15.069,96.541,3.459,53.39,224,0.875,bilinear,+6.223,+2.197,+13 +tf_efficientnet_b1.aa_in1k,84.918,15.082,96.366,3.634,7.79,240,0.882,bicubic,+6.090,+2.166,0 +resnet50d.a3_in1k,84.901,15.099,96.285,3.715,25.58,224,0.950,bicubic,+6.181,+2.053,+8 +legacy_seresnext50_32x4d.in1k,84.897,15.103,96.428,3.572,27.56,224,0.875,bilinear,+5.821,+1.996,-17 +mobilevitv2_100.cvnets_in1k,84.894,15.106,96.388,3.612,4.90,256,0.888,bicubic,+6.814,+2.218,+55 +hrnet_w44.ms_in1k,84.886,15.114,96.430,3.570,67.06,224,0.875,bilinear,+5.992,+2.066,-8 +resnet50s.gluon_in1k,84.877,15.123,96.441,3.559,25.68,224,0.875,bicubic,+6.163,+2.199,+6 +regnety_008_tv.tv2_in1k,84.875,15.125,96.637,3.363,6.43,224,0.965,bicubic,+6.209,+2.247,+9 +regnetx_080.pycls_in1k,84.865,15.136,96.432,3.568,39.57,224,0.875,bicubic,+5.667,+1.878,-31 +levit_conv_128.fb_dist_in1k,84.847,15.153,96.353,3.647,9.21,224,0.900,bicubic,+6.353,+2.345,+16 +visformer_tiny.in1k,84.845,15.155,96.509,3.491,10.32,224,0.900,bicubic,+6.685,+2.343,+43 +levit_128.fb_dist_in1k,84.845,15.155,96.353,3.647,9.21,224,0.900,bicubic,+6.355,+2.341,+17 +res2net50_26w_8s.in1k,84.837,15.163,96.355,3.645,48.40,224,0.875,bilinear,+5.895,+2.061,-19 +vit_tiny_patch16_384.augreg_in21k_ft_in1k,84.832,15.168,96.714,3.286,5.79,384,1.000,bicubic,+6.408,+2.172,+22 +repghostnet_200.in1k,84.830,15.170,96.413,3.587,9.80,224,0.875,bicubic,+6.024,+2.083,-11 +resnet50d.gluon_in1k,84.830,15.170,96.398,3.602,25.58,224,0.875,bicubic,+5.752,+1.932,-30 +dla60_res2next.in1k,84.826,15.174,96.407,3.593,17.03,224,0.875,bilinear,+6.386,+2.263,+16 +resnet152.tv_in1k,84.826,15.174,96.232,3.768,60.19,224,0.875,bilinear,+6.504,+2.186,+26 +resnet26t.ra2_in1k,84.824,15.176,96.390,3.610,16.01,320,1.000,bicubic,+6.496,+2.266,+24 +dla60_res2net.in1k,84.818,15.182,96.473,3.527,20.85,224,0.875,bilinear,+6.354,+2.275,+11 +mixnet_l.ft_in1k,84.815,15.185,96.323,3.677,7.33,224,0.875,bicubic,+5.849,+2.141,-29 +dla102x.in1k,84.807,15.193,96.552,3.448,26.31,224,0.875,bilinear,+6.295,+2.316,+2 +xception41.tf_in1k,84.785,15.214,96.411,3.589,26.97,299,0.903,bicubic,+6.281,+2.135,+2 +pit_xs_224.in1k,84.783,15.217,96.501,3.499,10.62,224,0.900,bicubic,+6.607,+2.339,+28 +hrnet_w18.ms_aug_in1k,84.783,15.217,96.466,3.534,21.30,224,0.950,bilinear,+6.661,+2.412,+34 +regnetx_064.pycls_in1k,84.773,15.227,96.494,3.506,26.21,224,0.875,bicubic,+5.707,+2.034,-38 +resnet34.a1_in1k,84.762,15.238,96.230,3.771,21.80,288,1.000,bicubic,+6.844,+2.466,+46 +poolformerv2_s12.sail_in1k,84.756,15.244,96.373,3.627,11.89,224,1.000,bicubic,+6.754,+2.508,+37 +gcresnext26ts.ch_in1k,84.756,15.244,96.293,3.707,10.48,288,1.000,bicubic,+6.342,+2.257,+9 +hrnet_w40.ms_in1k,84.745,15.255,96.552,3.448,57.56,224,0.875,bilinear,+5.813,+2.088,-35 +repvgg_b2.rvgg_in1k,84.726,15.274,96.471,3.529,89.02,224,0.875,bilinear,+5.934,+2.051,-24 +res2net50_26w_6s.in1k,84.726,15.274,96.281,3.719,37.05,224,0.875,bilinear,+6.158,+2.159,-11 +resmlp_12_224.fb_distilled_in1k,84.719,15.281,96.225,3.775,15.35,224,0.875,bicubic,+6.765,+2.665,+37 +vit_base_patch32_384.augreg_in1k,84.715,15.285,96.323,3.677,88.30,384,1.000,bicubic,+5.959,+2.097,-25 +legacy_seresnet152.in1k,84.713,15.287,96.419,3.580,66.82,224,0.875,bilinear,+6.053,+2.049,-17 +cs3darknet_m.c2ns_in1k,84.700,15.300,96.488,3.512,9.31,288,0.950,bicubic,+7.066,+2.472,+50 +selecsls60b.in1k,84.662,15.338,96.300,3.700,32.77,224,0.875,bicubic,+6.250,+2.132,+1 bat_resnext26ts.ch_in1k,84.653,15.347,96.268,3.732,10.73,256,0.900,bicubic,+6.401,+2.170,+9 -hrnet_w32.ms_in1k,84.649,15.351,96.417,3.583,41.23,224,0.875,bilinear,+6.205,+2.229,-7 -seresnext26d_32x4d.bt_in1k,84.642,15.357,96.261,3.739,16.81,288,0.950,bicubic,+5.829,+2.022,-34 -tf_efficientnetv2_b0.in1k,84.625,15.375,96.279,3.721,7.14,224,0.875,bicubic,+6.267,+2.265,+1 -efficientnet_b1.ft_in1k,84.611,15.389,96.334,3.666,7.79,256,1.000,bicubic,+5.811,+1.992,-34 -regnetx_040.pycls_in1k,84.604,15.396,96.379,3.621,22.12,224,0.875,bicubic,+6.112,+2.137,-16 -regnety_032.pycls_in1k,84.600,15.400,96.417,3.583,19.44,224,0.875,bicubic,+5.724,+2.009,-42 -vit_relpos_base_patch32_plus_rpn_256.sw_in1k,84.598,15.402,96.014,3.986,119.42,256,0.900,bicubic,+5.114,+1.876,-87 -seresnext26t_32x4d.bt_in1k,84.589,15.411,96.381,3.619,16.81,288,0.950,bicubic,+5.845,+2.069,-34 -hrnet_w30.ms_in1k,84.583,15.417,96.381,3.619,37.71,224,0.875,bilinear,+6.391,+2.159,+3 -efficientnet_es.ra_in1k,84.583,15.417,96.304,3.696,5.44,224,0.875,bicubic,+6.529,+2.380,+13 -tf_mixnet_l.in1k,84.572,15.428,96.244,3.756,7.33,224,0.875,bicubic,+5.796,+2.242,-39 -wide_resnet101_2.tv_in1k,84.549,15.451,96.351,3.649,126.89,224,0.875,bilinear,+5.711,+2.069,-46 -vit_small_patch16_224.augreg_in1k,84.531,15.469,96.272,3.728,22.05,224,0.900,bicubic,+5.685,+1.984,-48 -dla60x.in1k,84.529,15.471,96.289,3.711,17.35,224,0.875,bilinear,+6.289,+2.255,-2 -legacy_seresnet101.in1k,84.499,15.501,96.326,3.674,49.33,224,0.875,bilinear,+6.113,+2.064,-14 -cs3darknet_focus_m.c2ns_in1k,84.482,15.518,96.417,3.583,9.30,288,0.950,bicubic,+7.198,+2.451,+48 -seresnext26ts.ch_in1k,84.482,15.518,96.319,3.681,10.39,288,1.000,bicubic,+6.210,+2.225,-10 -resnet50.a3_in1k,84.482,15.518,96.003,3.997,25.56,224,0.950,bicubic,+6.434,+2.223,+6 -tf_efficientnet_b1.in1k,84.478,15.522,96.076,3.924,7.79,240,0.882,bicubic,+5.918,+1.982,-34 -coat_lite_tiny.in1k,84.459,15.541,96.383,3.617,5.72,224,0.900,bicubic,+6.939,+2.461,+30 -tf_efficientnet_em.in1k,84.453,15.547,96.185,3.815,6.90,240,0.882,bicubic,+6.331,+2.139,-2 -wide_resnet50_2.tv_in1k,84.429,15.571,96.259,3.741,68.88,224,0.875,bilinear,+5.949,+2.173,-30 -repvgg_b1.rvgg_in1k,84.420,15.580,96.217,3.783,57.42,224,0.875,bilinear,+6.052,+2.121,-20 -efficientnet_b1_pruned.in1k,84.391,15.610,96.140,3.860,6.33,240,0.882,bicubic,+6.148,+2.248,-13 -vit_base_patch16_224.augreg_in1k,84.388,15.612,96.042,3.958,86.57,224,0.900,bicubic,+5.234,+1.952,-78 -res2net50_26w_4s.in1k,84.359,15.642,96.091,3.909,25.70,224,0.875,bilinear,+6.409,+2.239,+5 -hardcorenas_f.miil_green_in1k,84.320,15.680,96.025,3.975,8.20,224,0.875,bilinear,+6.222,+2.219,-7 +hrnet_w32.ms_in1k,84.651,15.349,96.413,3.587,41.23,224,0.875,bilinear,+6.209,+2.223,-7 +seresnext26d_32x4d.bt_in1k,84.642,15.357,96.261,3.739,16.81,288,0.950,bicubic,+5.829,+2.022,-37 +tf_efficientnetv2_b0.in1k,84.623,15.377,96.274,3.726,7.14,224,0.875,bicubic,+6.265,+2.260,+1 +efficientnet_b1.ft_in1k,84.611,15.389,96.334,3.666,7.79,256,1.000,bicubic,+5.811,+1.992,-36 +regnetx_040.pycls_in1k,84.606,15.394,96.379,3.621,22.12,224,0.875,bicubic,+6.114,+2.137,-16 +vit_relpos_base_patch32_plus_rpn_256.sw_in1k,84.598,15.402,96.014,3.986,119.42,256,0.900,bicubic,+5.114,+1.876,-94 +regnety_032.pycls_in1k,84.593,15.407,96.415,3.585,19.44,224,0.875,bicubic,+5.717,+2.007,-46 +seresnext26t_32x4d.bt_in1k,84.589,15.411,96.381,3.619,16.81,288,0.950,bicubic,+5.845,+2.069,-36 +hrnet_w30.ms_in1k,84.583,15.417,96.381,3.619,37.71,224,0.875,bilinear,+6.387,+2.159,+4 +efficientnet_es.ra_in1k,84.581,15.419,96.308,3.692,5.44,224,0.875,bicubic,+6.523,+2.382,+13 +tf_mixnet_l.in1k,84.578,15.422,96.244,3.756,7.33,224,0.875,bicubic,+5.802,+2.242,-41 +wide_resnet101_2.tv_in1k,84.546,15.454,96.349,3.651,126.89,224,0.875,bilinear,+5.704,+2.067,-49 +hrnet_w18_small_v2.gluon_in1k,84.542,15.458,96.285,3.715,15.60,224,0.875,bicubic,+6.352,+2.383,+1 +vit_small_patch16_224.augreg_in1k,84.536,15.464,96.272,3.728,22.05,224,0.900,bicubic,+5.688,+1.984,-52 +dla60x.in1k,84.531,15.469,96.293,3.707,17.35,224,0.875,bilinear,+6.295,+2.267,-3 +legacy_seresnet101.in1k,84.497,15.503,96.326,3.674,49.33,224,0.875,bilinear,+6.111,+2.064,-15 +resnet50.a3_in1k,84.484,15.515,96.003,3.997,25.56,224,0.950,bicubic,+6.436,+2.223,+7 +cs3darknet_focus_m.c2ns_in1k,84.482,15.518,96.417,3.583,9.30,288,0.950,bicubic,+7.198,+2.451,+51 +seresnext26ts.ch_in1k,84.480,15.520,96.321,3.679,10.39,288,1.000,bicubic,+6.210,+2.229,-11 +tf_efficientnet_b1.in1k,84.472,15.528,96.074,3.926,7.79,240,0.882,bicubic,+5.910,+1.980,-36 +coat_lite_tiny.in1k,84.459,15.541,96.383,3.617,5.72,224,0.900,bicubic,+6.939,+2.461,+32 +tf_efficientnet_em.in1k,84.455,15.545,96.185,3.815,6.90,240,0.882,bicubic,+6.329,+2.137,-3 +wide_resnet50_2.tv_in1k,84.429,15.571,96.257,3.743,68.88,224,0.875,bilinear,+5.953,+2.169,-31 +repvgg_b1.rvgg_in1k,84.420,15.580,96.217,3.783,57.42,224,0.875,bilinear,+6.052,+2.121,-21 +efficientnet_b1_pruned.in1k,84.397,15.603,96.140,3.860,6.33,240,0.882,bicubic,+6.157,+2.306,-14 +vit_base_patch16_224.augreg_in1k,84.384,15.616,96.042,3.958,86.57,224,0.900,bicubic,+5.230,+1.952,-83 +res2net50_26w_4s.in1k,84.359,15.642,96.091,3.909,25.70,224,0.875,bilinear,+6.409,+2.239,+6 +hardcorenas_f.miil_green_in1k,84.324,15.676,96.025,3.975,8.20,224,0.875,bilinear,+6.228,+2.222,-7 res2net50_14w_8s.in1k,84.311,15.688,96.076,3.924,25.06,224,0.875,bilinear,+6.153,+2.230,-11 -SelecSls60.in1k,84.284,15.716,96.097,3.903,30.67,224,0.875,bicubic,+6.300,+2.265,0 -mobilevit_s.cvnets_in1k,84.275,15.725,96.259,3.741,5.58,256,0.900,bicubic,+5.963,+2.115,-23 +selecsls60.in1k,84.282,15.718,96.103,3.897,30.67,224,0.875,bicubic,+6.294,+2.273,+1 +mobilevit_s.cvnets_in1k,84.277,15.723,96.259,3.741,5.58,256,0.900,bicubic,+5.965,+2.111,-24 regnetx_032.pycls_in1k,84.245,15.755,96.242,3.758,15.30,224,0.875,bicubic,+6.077,+2.160,-16 -ese_vovnet19b_dw.ra_in1k,84.226,15.774,96.259,3.741,6.54,288,0.950,bicubic,+6.482,+2.471,+9 +mobileone_s3.apple_in1k,84.233,15.767,96.135,3.865,10.17,224,0.900,bilinear,+6.241,+2.221,-3 +convnextv2_atto.fcmae_ft_in1k,84.226,15.774,96.059,3.941,3.71,288,0.950,bicubic,+6.466,+2.333,+9 eca_resnext26ts.ch_in1k,84.224,15.776,96.191,3.809,10.30,288,1.000,bicubic,+6.224,+2.265,-6 -convnextv2_atto.fcmae_ft_in1k,84.224,15.776,96.059,3.941,3.71,288,0.950,bicubic,+6.464,+2.333,+7 -convnext_atto_ols.a2_in1k,84.220,15.780,96.217,3.783,3.70,288,0.950,bicubic,+7.004,+2.541,+32 -resnet50c.gluon_in1k,84.216,15.784,96.163,3.837,25.58,224,0.875,bicubic,+6.204,+2.175,-10 -res2next50.in1k,84.213,15.787,96.001,3.999,24.67,224,0.875,bilinear,+5.971,+2.165,-27 -dla102.in1k,84.183,15.817,96.206,3.794,33.27,224,0.875,bilinear,+6.161,+2.274,-13 -densenetblur121d.ra_in1k,84.171,15.829,96.240,3.760,8.00,288,0.950,bicubic,+6.851,+2.450,+20 -rexnet_100.nav_in1k,84.158,15.842,96.247,3.753,4.80,224,0.875,bicubic,+6.296,+2.603,-5 -inception_v3.tf_in1k,84.147,15.853,95.913,4.087,23.83,299,0.875,bicubic,+6.285,+2.047,-4 -convnext_atto.d2_in1k,84.141,15.859,96.200,3.800,3.70,288,0.950,bicubic,+7.133,+2.498,+35 -res2net50_48w_2s.in1k,84.117,15.883,95.963,4.037,25.29,224,0.875,bilinear,+6.603,+2.411,+9 -xcit_tiny_12_p16_224.fb_in1k,84.111,15.889,96.236,3.764,6.72,224,1.000,bicubic,+6.971,+2.520,+27 -tf_efficientnet_lite2.in1k,84.085,15.915,96.076,3.924,6.09,260,0.890,bicubic,+6.621,+2.326,+8 -poolformer_s12.sail_in1k,84.045,15.955,96.178,3.822,11.92,224,0.900,bicubic,+6.811,+2.646,+20 -resnet34.a2_in1k,84.045,15.955,95.924,4.076,21.80,288,1.000,bicubic,+6.887,+2.650,+23 -efficientnet_b0.ra_in1k,84.034,15.966,95.965,4.035,5.29,224,0.875,bicubic,+6.340,+2.433,-6 -crossvit_9_dagger_240.in1k,84.015,15.985,96.084,3.916,8.78,240,0.875,bicubic,+7.035,+2.464,+29 -tf_efficientnet_cc_b0_8e.in1k,83.974,16.026,96.067,3.933,24.01,224,0.875,bicubic,+6.068,+2.407,-16 -hardcorenas_e.miil_green_in1k,83.968,16.032,95.898,4.101,8.07,224,0.875,bilinear,+6.184,+2.201,-12 -gmixer_24_224.ra3_in1k,83.966,16.034,95.854,4.146,24.72,224,0.875,bicubic,+5.940,+2.186,-28 -regnety_016.pycls_in1k,83.963,16.037,96.005,3.995,11.20,224,0.875,bicubic,+6.102,+2.287,-17 -resnext50_32x4d.tv_in1k,83.947,16.053,95.967,4.033,25.03,224,0.875,bilinear,+6.329,+2.271,-8 -resnet50.gluon_in1k,83.940,16.060,96.018,3.982,25.56,224,0.875,bicubic,+6.360,+2.300,-6 +ese_vovnet19b_dw.ra_in1k,84.220,15.780,96.259,3.741,6.54,288,0.950,bicubic,+6.476,+2.475,+7 +convnext_atto_ols.a2_in1k,84.220,15.780,96.217,3.783,3.70,288,0.950,bicubic,+7.004,+2.541,+36 +resnet50c.gluon_in1k,84.213,15.787,96.163,3.837,25.58,224,0.875,bicubic,+6.207,+2.171,-12 +res2next50.in1k,84.213,15.787,96.001,3.999,24.67,224,0.875,bilinear,+5.971,+2.109,-28 +mobileone_s2.apple_in1k,84.196,15.804,96.063,3.937,7.88,224,0.900,bilinear,+6.680,+2.395,+15 +dla102.in1k,84.190,15.810,96.206,3.794,33.27,224,0.875,bilinear,+6.166,+2.272,-15 +densenetblur121d.ra_in1k,84.168,15.832,96.240,3.760,8.00,288,0.950,bicubic,+6.846,+2.452,+22 +rexnet_100.nav_in1k,84.158,15.842,96.249,3.751,4.80,224,0.875,bicubic,+6.302,+2.609,-5 +fastvit_t8.apple_dist_in1k,84.143,15.857,96.078,3.922,4.03,256,0.900,bicubic,+6.967,+2.780,+30 +convnext_atto.d2_in1k,84.141,15.859,96.200,3.800,3.70,288,0.950,bicubic,+7.133,+2.498,+39 +inception_v3.tf_in1k,84.141,15.859,95.911,4.089,23.83,299,0.875,bicubic,+6.285,+2.045,-7 +res2net50_48w_2s.in1k,84.117,15.883,95.960,4.040,25.29,224,0.875,bilinear,+6.603,+2.410,+9 +xcit_tiny_12_p16_224.fb_in1k,84.111,15.889,96.236,3.764,6.72,224,1.000,bicubic,+6.971,+2.520,+29 +ghostnetv2_160.in1k,84.098,15.902,96.210,3.790,12.39,224,0.875,bicubic,+6.266,+2.270,-9 +tf_efficientnet_lite2.in1k,84.087,15.913,96.074,3.926,6.09,260,0.890,bicubic,+6.625,+2.322,+7 +poolformer_s12.sail_in1k,84.049,15.951,96.178,3.822,11.92,224,0.900,bicubic,+6.809,+2.646,+20 +resnet34.a2_in1k,84.045,15.955,95.922,4.078,21.80,288,1.000,bicubic,+6.887,+2.648,+24 +efficientnet_b0.ra_in1k,84.034,15.966,95.965,4.035,5.29,224,0.875,bicubic,+6.340,+2.433,-8 +crossvit_9_dagger_240.in1k,84.019,15.981,96.084,3.916,8.78,240,0.875,bicubic,+7.041,+2.466,+31 +tf_efficientnet_cc_b0_8e.in1k,83.972,16.028,96.067,3.933,24.01,224,0.875,bicubic,+6.068,+2.405,-19 +regnety_016.pycls_in1k,83.966,16.034,96.005,3.995,11.20,224,0.875,bicubic,+6.098,+2.287,-20 +gmixer_24_224.ra3_in1k,83.966,16.034,95.854,4.146,24.72,224,0.875,bicubic,+5.940,+2.186,-31 +hardcorenas_e.miil_green_in1k,83.963,16.037,95.903,4.097,8.07,224,0.875,bilinear,+6.173,+2.203,-16 +resnext50_32x4d.tv_in1k,83.951,16.049,95.969,4.031,25.03,224,0.875,bilinear,+6.329,+2.273,-10 +resnet50.gluon_in1k,83.940,16.060,96.020,3.980,25.56,224,0.875,bicubic,+6.358,+2.300,-8 densenet161.tv_in1k,83.910,16.090,96.022,3.978,28.68,224,0.875,bicubic,+6.552,+2.380,+2 -inception_v3.tf_adv_in1k,83.897,16.103,95.937,4.063,23.83,299,0.875,bicubic,+6.305,+2.207,-10 -mobilenetv2_120d.ra_in1k,83.897,16.103,95.903,4.097,5.83,224,0.875,bicubic,+6.595,+2.399,+3 -resnet101.tv_in1k,83.857,16.143,95.888,4.112,44.55,224,0.875,bilinear,+6.481,+2.346,-2 -tinynet_a.in1k,83.825,16.175,95.817,4.183,6.19,192,0.875,bicubic,+6.167,+2.277,-17 +mobilenetv2_120d.ra_in1k,83.902,16.098,95.903,4.097,5.83,224,0.875,bicubic,+6.594,+2.401,+3 +inception_v3.tf_adv_in1k,83.897,16.103,95.939,4.061,23.83,299,0.875,bicubic,+6.305,+2.209,-13 +resnet101.tv_in1k,83.863,16.137,95.888,4.112,44.55,224,0.875,bilinear,+6.483,+2.342,-2 +tinynet_a.in1k,83.825,16.175,95.817,4.183,6.19,192,0.875,bicubic,+6.177,+2.277,-19 resnet26d.bt_in1k,83.791,16.209,95.960,4.040,16.01,288,0.950,bicubic,+6.383,+2.322,-5 -dpn68b.mx_in1k,83.788,16.212,95.980,4.020,12.61,224,0.875,bicubic,+6.270,+2.128,-11 -hardcorenas_d.miil_green_in1k,83.767,16.233,95.743,4.257,7.50,224,0.875,bilinear,+6.327,+2.253,-9 -inception_v3.tv_in1k,83.765,16.235,95.886,4.114,23.83,299,0.875,bicubic,+6.331,+2.412,-9 -xcit_nano_12_p8_224.fb_dist_in1k,83.737,16.263,95.954,4.046,3.05,224,1.000,bicubic,+7.405,+2.860,+35 -dla60.in1k,83.712,16.288,95.928,4.072,22.04,224,0.875,bilinear,+6.666,+2.610,+9 -repvgg_b1g4.rvgg_in1k,83.699,16.301,96.027,3.973,39.97,224,0.875,bilinear,+6.117,+2.191,-19 -resnext26ts.ra2_in1k,83.699,16.301,95.982,4.018,10.30,288,1.000,bicubic,+6.525,+2.518,0 -convmixer_1024_20_ks9_p14.in1k,83.682,16.318,95.884,4.116,24.38,224,0.960,bicubic,+6.746,+2.534,+11 -legacy_seresnet50.in1k,83.669,16.331,95.984,4.016,28.09,224,0.875,bilinear,+6.025,+2.226,-26 -regnetx_008.tv2_in1k,83.669,16.331,95.975,4.025,7.26,224,0.965,bicubic,+6.365,+2.309,-11 -tf_efficientnet_b0.ap_in1k,83.652,16.348,95.785,4.215,5.29,224,0.875,bicubic,+6.562,+2.523,+1 -skresnet34.ra_in1k,83.645,16.355,95.928,4.072,22.28,224,0.875,bicubic,+6.735,+2.784,+9 -tf_efficientnet_cc_b0_4e.in1k,83.643,16.357,95.738,4.262,13.31,224,0.875,bicubic,+6.341,+2.402,-12 -seresnet50.a3_in1k,83.618,16.382,95.713,4.287,28.09,224,0.950,bicubic,+6.590,+2.639,+1 -densenet121.ra_in1k,83.598,16.402,96.052,3.948,7.98,288,0.950,bicubic,+7.098,+2.684,+19 -resmlp_12_224.fb_in1k,83.569,16.431,95.760,4.240,15.35,224,0.875,bicubic,+6.921,+2.582,+9 -densenet201.tv_in1k,83.554,16.446,95.809,4.191,20.01,224,0.875,bicubic,+6.268,+2.329,-15 -mobilenetv3_large_100.miil_in21k_ft_in1k,83.554,16.446,95.452,4.548,5.48,224,0.875,bilinear,+5.636,+1.686,-46 -mixnet_m.ft_in1k,83.532,16.468,95.687,4.313,5.01,224,0.875,bicubic,+6.274,+2.269,-15 -legacy_seresnext26_32x4d.in1k,83.524,16.476,95.709,4.292,16.79,224,0.875,bicubic,+6.416,+2.395,-9 -gernet_s.idstcv_in1k,83.513,16.487,95.798,4.202,8.17,224,0.875,bilinear,+6.603,+2.482,+1 -tf_efficientnet_b0.aa_in1k,83.502,16.498,95.706,4.294,5.29,224,0.875,bicubic,+6.668,+2.486,+1 -hrnet_w18.ms_in1k,83.494,16.506,95.909,4.091,21.30,224,0.875,bilinear,+6.742,+2.465,+1 -resnet34.bt_in1k,83.468,16.532,95.963,4.037,21.80,288,0.950,bicubic,+6.988,+2.609,+11 -SelecSls42b.in1k,83.449,16.551,95.736,4.264,32.46,224,0.875,bicubic,+6.279,+2.344,-17 -efficientformerv2_s0.snap_dist_in1k,83.398,16.602,95.817,4.183,3.60,224,0.950,bicubic,+7.280,+2.957,+16 -hardcorenas_c.miil_green_in1k,83.353,16.647,95.713,4.287,5.52,224,0.875,bilinear,+6.295,+2.545,-14 -tf_efficientnet_lite1.in1k,83.338,16.662,95.647,4.353,5.42,240,0.882,bicubic,+6.694,+2.417,-2 +dpn68b.mx_in1k,83.786,16.214,95.986,4.014,12.61,224,0.875,bicubic,+6.268,+2.134,-13 +inception_v3.tv_in1k,83.756,16.244,95.886,4.114,23.83,299,0.875,bicubic,+6.322,+2.412,-9 +hardcorenas_d.miil_green_in1k,83.756,16.244,95.738,4.262,7.50,224,0.875,bilinear,+6.322,+2.248,-9 +xcit_nano_12_p8_224.fb_dist_in1k,83.733,16.267,95.963,4.037,3.05,224,1.000,bicubic,+7.401,+2.865,+39 +dla60.in1k,83.716,16.284,95.926,4.074,22.04,224,0.875,bilinear,+6.670,+2.608,+11 +resnext26ts.ra2_in1k,83.701,16.299,95.984,4.016,10.30,288,1.000,bicubic,+6.523,+2.520,+1 +repvgg_b1g4.rvgg_in1k,83.699,16.301,96.027,3.973,39.97,224,0.875,bilinear,+6.111,+2.191,-22 +convmixer_1024_20_ks9_p14.in1k,83.682,16.318,95.884,4.116,24.38,224,0.960,bicubic,+6.746,+2.534,+13 +legacy_seresnet50.in1k,83.669,16.331,95.984,4.016,28.09,224,0.875,bilinear,+6.025,+2.226,-28 +regnetx_008.tv2_in1k,83.667,16.333,95.975,4.025,7.26,224,0.965,bicubic,+6.361,+2.311,-10 +tf_efficientnet_b0.ap_in1k,83.652,16.348,95.785,4.215,5.29,224,0.875,bicubic,+6.562,+2.523,+2 +skresnet34.ra_in1k,83.645,16.355,95.928,4.072,22.28,224,0.875,bicubic,+6.735,+2.784,+11 +tf_efficientnet_cc_b0_4e.in1k,83.641,16.359,95.740,4.260,13.31,224,0.875,bicubic,+6.339,+2.404,-12 +repghostnet_150.in1k,83.630,16.369,95.920,4.080,6.58,224,0.875,bicubic,+6.171,+2.410,-22 +seresnet50.a3_in1k,83.624,16.376,95.709,4.292,28.09,224,0.950,bicubic,+6.598,+2.636,+2 +densenet121.ra_in1k,83.596,16.404,96.054,3.946,7.98,288,0.950,bicubic,+7.096,+2.686,+21 +resmlp_12_224.fb_in1k,83.569,16.431,95.760,4.240,15.35,224,0.875,bicubic,+6.921,+2.582,+11 +densenet201.tv_in1k,83.554,16.446,95.809,4.191,20.01,224,0.875,bicubic,+6.268,+2.329,-16 +mobilenetv3_large_100.miil_in21k_ft_in1k,83.554,16.446,95.448,4.552,5.48,224,0.875,bilinear,+5.634,+2.534,-51 +mixnet_m.ft_in1k,83.532,16.468,95.687,4.313,5.01,224,0.875,bicubic,+6.272,+2.269,-16 +legacy_seresnext26_32x4d.in1k,83.522,16.478,95.709,4.292,16.79,224,0.875,bicubic,+6.414,+2.395,-9 +gernet_s.idstcv_in1k,83.513,16.487,95.798,4.202,8.17,224,0.875,bilinear,+6.603,+2.482,+2 +tf_efficientnet_b0.aa_in1k,83.502,16.498,95.704,4.296,5.29,224,0.875,bicubic,+6.658,+2.486,+2 +hrnet_w18.ms_in1k,83.490,16.511,95.911,4.089,21.30,224,0.875,bilinear,+6.738,+2.467,+3 +resnet34.bt_in1k,83.468,16.532,95.965,4.035,21.80,288,0.950,bicubic,+6.988,+2.611,+13 +selecsls42b.in1k,83.451,16.549,95.736,4.264,32.46,224,0.875,bicubic,+6.281,+2.344,-17 +efficientvit_m5.r224_in1k,83.449,16.551,95.813,4.187,12.47,224,0.875,bicubic,+6.391,+2.629,-12 +efficientformerv2_s0.snap_dist_in1k,83.402,16.598,95.817,4.183,3.60,224,0.950,bicubic,+7.288,+2.959,+19 +hardcorenas_c.miil_green_in1k,83.353,16.647,95.713,4.287,5.52,224,0.875,bilinear,+6.287,+2.551,-15 +ghostnetv2_130.in1k,83.342,16.658,95.843,4.157,8.96,224,0.875,bicubic,+6.586,+2.481,-4 +tf_efficientnet_lite1.in1k,83.338,16.662,95.647,4.353,5.42,240,0.882,bicubic,+6.694,+2.423,-2 +fastvit_t8.apple_in1k,83.270,16.730,95.832,4.168,4.03,256,0.900,bicubic,+7.096,+2.780,+13 dpn68.mx_in1k,83.195,16.805,95.617,4.383,12.61,224,0.875,bicubic,+6.849,+2.609,+9 -tf_mixnet_m.in1k,83.189,16.811,95.469,4.531,5.01,224,0.875,bicubic,+6.235,+2.315,-12 -regnetx_016.pycls_in1k,83.180,16.820,95.740,4.260,9.19,224,0.875,bicubic,+6.256,+2.325,-11 -tf_efficientnet_es.in1k,83.180,16.820,95.583,4.417,5.44,224,0.875,bicubic,+6.580,+2.381,-4 -xcit_nano_12_p16_384.fb_dist_in1k,83.174,16.826,95.755,4.245,3.05,384,1.000,bicubic,+7.716,+3.059,+23 -mobilenetv2_140.ra_in1k,83.174,16.826,95.687,4.313,6.11,224,0.875,bicubic,+6.654,+2.821,-1 -levit_128s.fb_dist_in1k,83.052,16.948,95.533,4.467,7.78,224,0.900,bicubic,+6.526,+2.661,-4 -levit_conv_128s.fb_dist_in1k,83.046,16.954,95.536,4.464,7.78,224,0.900,bicubic,+6.526,+2.550,-3 -repvgg_a2.rvgg_in1k,82.994,17.006,95.593,4.407,28.21,224,0.875,bilinear,+6.536,+2.591,-1 -resnet50.tv_in1k,82.960,17.040,95.472,4.529,25.56,224,0.875,bilinear,+6.830,+2.614,+3 -resnet26.bt_in1k,82.917,17.083,95.726,4.274,16.00,288,0.950,bicubic,+6.551,+2.546,-2 -hardcorenas_b.miil_green_in1k,82.870,17.130,95.395,4.605,5.18,224,0.875,bilinear,+6.334,+2.635,-11 +tf_mixnet_m.in1k,83.189,16.811,95.469,4.531,5.01,224,0.875,bicubic,+6.235,+2.315,-14 +regnetx_016.pycls_in1k,83.180,16.820,95.740,4.260,9.19,224,0.875,bicubic,+6.256,+2.325,-13 +tf_efficientnet_es.in1k,83.180,16.820,95.580,4.420,5.44,224,0.875,bicubic,+6.582,+2.378,-5 +xcit_nano_12_p16_384.fb_dist_in1k,83.178,16.822,95.755,4.245,3.05,384,1.000,bicubic,+7.720,+3.058,+27 +mobilenetv2_140.ra_in1k,83.174,16.826,95.687,4.313,6.11,224,0.875,bicubic,+6.658,+2.699,-2 +levit_128s.fb_dist_in1k,83.052,16.948,95.533,4.467,7.78,224,0.900,bicubic,+6.526,+2.661,-5 +levit_conv_128s.fb_dist_in1k,83.046,16.954,95.536,4.464,7.78,224,0.900,bicubic,+6.526,+2.670,-5 +repvgg_a2.rvgg_in1k,82.996,17.004,95.593,4.407,28.21,224,0.875,bilinear,+6.538,+2.591,-2 +resnet50.tv_in1k,82.958,17.042,95.469,4.531,25.56,224,0.875,bilinear,+6.830,+2.611,+4 +repghostnet_130.in1k,82.922,17.078,95.459,4.541,5.48,224,0.875,bicubic,+6.546,+2.567,-3 +resnet26.bt_in1k,82.917,17.083,95.726,4.274,16.00,288,0.950,bicubic,+6.551,+2.546,-3 +hardcorenas_b.miil_green_in1k,82.864,17.136,95.395,4.605,5.18,224,0.875,bilinear,+6.316,+2.633,-13 +mobileone_s1.apple_in1k,82.853,17.147,95.540,4.460,4.83,224,0.900,bilinear,+7.067,+2.748,+7 mobilevitv2_075.cvnets_in1k,82.796,17.204,95.570,4.430,2.87,256,0.888,bicubic,+7.188,+2.826,+11 -densenet169.tv_in1k,82.689,17.311,95.604,4.396,14.15,224,0.875,bicubic,+6.789,+2.576,+5 -vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,82.680,17.320,95.845,4.155,6.36,384,1.000,bicubic,+6.718,+2.581,+2 -regnety_004.tv2_in1k,82.642,17.358,95.499,4.501,4.34,224,0.965,bicubic,+7.044,+2.803,+9 +densenet169.tv_in1k,82.689,17.311,95.604,4.396,14.15,224,0.875,bicubic,+6.789,+2.576,+4 +vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,82.687,17.313,95.847,4.153,6.36,384,1.000,bicubic,+6.727,+2.585,+1 +regnety_004.tv2_in1k,82.640,17.360,95.499,4.501,4.34,224,0.965,bicubic,+7.046,+2.799,+9 edgenext_x_small.in1k,82.580,17.420,95.459,4.541,2.34,288,1.000,bicubic,+6.892,+2.693,+4 -tf_efficientnet_b0.in1k,82.563,17.437,95.418,4.582,5.29,224,0.875,bicubic,+6.031,+2.410,-16 -mixnet_s.ft_in1k,82.518,17.482,95.363,4.637,4.13,224,0.875,bicubic,+6.524,+2.093,-3 -vit_small_patch32_224.augreg_in21k_ft_in1k,82.516,17.484,95.664,4.336,22.88,224,0.900,bicubic,+6.522,+2.866,-5 -regnety_008.pycls_in1k,82.482,17.518,95.491,4.509,6.26,224,0.875,bicubic,+6.180,+2.431,-9 -efficientnet_lite0.ra_in1k,82.373,17.627,95.296,4.704,4.65,224,0.875,bicubic,+6.893,+2.774,+6 -resnest14d.gluon_in1k,82.356,17.644,95.337,4.663,10.61,224,0.875,bilinear,+6.846,+2.833,+4 -hardcorenas_a.miil_green_in1k,82.328,17.672,95.296,4.704,5.26,224,0.875,bilinear,+6.398,+2.786,-6 -efficientnet_es_pruned.in1k,82.298,17.702,95.296,4.704,5.44,224,0.875,bicubic,+7.284,+2.850,+13 +tf_efficientnet_b0.in1k,82.563,17.437,95.418,4.582,5.29,224,0.875,bicubic,+6.033,+2.410,-19 +mixnet_s.ft_in1k,82.520,17.480,95.356,4.644,4.13,224,0.875,bicubic,+6.526,+2.086,-4 +vit_small_patch32_224.augreg_in21k_ft_in1k,82.516,17.484,95.664,4.336,22.88,224,0.900,bicubic,+6.522,+2.864,-6 +regnety_008.pycls_in1k,82.486,17.514,95.489,4.511,6.26,224,0.875,bicubic,+6.184,+2.427,-11 +efficientnet_lite0.ra_in1k,82.371,17.629,95.294,4.706,4.65,224,0.875,bicubic,+6.889,+2.774,+6 +resnest14d.gluon_in1k,82.356,17.644,95.335,4.665,10.61,224,0.875,bilinear,+6.848,+2.827,+4 +hardcorenas_a.miil_green_in1k,82.322,17.678,95.288,4.712,5.26,224,0.875,bilinear,+6.384,+2.780,-7 +efficientnet_es_pruned.in1k,82.294,17.706,95.301,4.699,5.44,224,0.875,bicubic,+7.288,+2.857,+15 mobilenetv3_rw.rmsp_in1k,82.264,17.736,95.234,4.766,5.48,224,0.875,bicubic,+6.644,+2.531,-3 -semnasnet_100.rmsp_in1k,82.260,17.740,95.222,4.778,3.89,224,0.875,bicubic,+6.810,+2.628,+4 -mobilenetv3_large_100.ra_in1k,82.181,17.819,95.190,4.810,5.48,224,0.875,bicubic,+6.415,+2.652,-8 -vit_tiny_patch16_224.augreg_in21k_ft_in1k,82.076,17.924,95.474,4.526,5.72,224,0.900,bicubic,+6.622,+2.630,0 -mobilenetv2_110d.ra_in1k,82.076,17.924,95.072,4.928,4.52,224,0.875,bicubic,+7.020,+2.886,+7 -tf_mixnet_s.in1k,82.036,17.964,95.126,4.874,4.13,224,0.875,bicubic,+6.384,+2.490,-9 -repvgg_b0.rvgg_in1k,82.001,17.999,95.104,4.896,15.82,224,0.875,bilinear,+6.859,+2.688,+1 -deit_tiny_distilled_patch16_224.fb_in1k,81.993,18.007,95.138,4.862,5.91,224,0.900,bicubic,+7.493,+3.246,+16 -mixer_b16_224.goog_in21k_ft_in1k,81.976,18.024,94.451,5.549,59.88,224,0.875,bicubic,+5.374,+2.227,-35 -hrnet_w18_small_v2.ms_in1k,81.972,18.029,95.160,4.840,15.60,224,0.875,bilinear,+6.858,+2.746,0 -tf_efficientnet_lite0.in1k,81.948,18.052,95.160,4.840,4.65,224,0.875,bicubic,+7.118,+2.988,+5 -tinynet_b.in1k,81.880,18.120,94.876,5.124,3.73,188,0.875,bicubic,+6.902,+2.690,+2 -tf_mobilenetv3_large_100.in1k,81.843,18.157,95.062,4.938,5.48,224,0.875,bilinear,+6.327,+2.468,-12 -pit_ti_distilled_224.in1k,81.779,18.221,95.096,4.904,5.10,224,0.900,bicubic,+7.525,+3.142,+11 +semnasnet_100.rmsp_in1k,82.258,17.742,95.226,4.774,3.89,224,0.875,bicubic,+6.808,+2.628,+4 +mobilenetv3_large_100.ra_in1k,82.179,17.821,95.192,4.808,5.48,224,0.875,bicubic,+6.413,+2.654,-8 +vit_tiny_patch16_224.augreg_in21k_ft_in1k,82.080,17.920,95.476,4.524,5.72,224,0.900,bicubic,+6.618,+2.632,0 +mobilenetv2_110d.ra_in1k,82.068,17.932,95.070,4.930,4.52,224,0.875,bicubic,+7.014,+2.886,+8 +tf_mixnet_s.in1k,82.038,17.962,95.126,4.874,4.13,224,0.875,bicubic,+6.386,+2.486,-9 +repvgg_b0.rvgg_in1k,81.999,18.001,95.104,4.896,15.82,224,0.875,bilinear,+6.855,+2.688,+2 +deit_tiny_distilled_patch16_224.fb_in1k,81.993,18.007,95.134,4.866,5.91,224,0.900,bicubic,+7.489,+3.244,+18 +hrnet_w18_small_v2.ms_in1k,81.976,18.024,95.160,4.840,15.60,224,0.875,bilinear,+6.866,+2.744,+2 +mixer_b16_224.goog_in21k_ft_in1k,81.976,18.024,94.451,5.549,59.88,224,0.875,bicubic,+5.374,+2.227,-39 +tf_efficientnet_lite0.in1k,81.950,18.050,95.160,4.840,4.65,224,0.875,bicubic,+7.118,+2.990,+7 +ghostnetv2_100.in1k,81.905,18.095,95.111,4.889,6.16,224,0.875,bicubic,+6.739,+2.757,-4 +tinynet_b.in1k,81.880,18.120,94.876,5.124,3.73,188,0.875,bicubic,+6.902,+2.690,+3 +tf_mobilenetv3_large_100.in1k,81.848,18.152,95.059,4.941,5.48,224,0.875,bilinear,+6.332,+2.466,-13 +pit_ti_distilled_224.in1k,81.779,18.221,95.098,4.902,5.10,224,0.900,bicubic,+7.523,+3.146,+14 +repghostnet_111.in1k,81.743,18.257,94.842,5.158,4.54,224,0.875,bicubic,+6.687,+2.650,-4 densenet121.tv_in1k,81.732,18.268,95.036,4.964,7.98,224,0.875,bicubic,+6.968,+2.882,+3 -regnety_006.pycls_in1k,81.715,18.285,95.115,4.885,6.06,224,0.875,bicubic,+6.445,+2.589,-9 -regnetx_004_tv.tv2_in1k,81.681,18.319,95.062,4.938,5.50,224,0.965,bicubic,+7.085,+2.884,+5 -resnet18d.ra2_in1k,81.679,18.321,95.076,4.923,11.71,288,0.950,bicubic,+7.885,+3.239,+15 -dla34.in1k,81.666,18.334,94.867,5.133,15.74,224,0.875,bilinear,+7.028,+2.803,+1 -xcit_nano_12_p8_224.fb_in1k,81.647,18.353,95.271,4.729,3.05,224,1.000,bicubic,+7.731,+3.101,+11 -crossvit_9_240.in1k,81.615,18.385,94.978,5.022,8.55,240,0.875,bicubic,+7.657,+3.010,+9 -fbnetc_100.rmsp_in1k,81.562,18.438,94.970,5.030,5.57,224,0.875,bilinear,+6.432,+2.582,-13 -mobilevit_xs.cvnets_in1k,81.549,18.451,95.025,4.975,2.32,256,0.900,bicubic,+6.913,+2.679,-2 -legacy_seresnet34.in1k,81.540,18.460,94.893,5.107,21.96,224,0.875,bilinear,+6.732,+2.767,-7 -regnetx_008.pycls_in1k,81.485,18.515,95.051,4.949,7.26,224,0.875,bicubic,+6.455,+2.713,-13 -resnet34.gluon_in1k,81.483,18.517,94.801,5.199,21.80,224,0.875,bicubic,+6.905,+2.817,-3 -mnasnet_100.rmsp_in1k,81.446,18.554,94.914,5.086,4.38,224,0.875,bicubic,+6.796,+2.790,-8 -vgg19_bn.tv_in1k,81.438,18.562,94.771,5.229,143.68,224,0.875,bilinear,+7.222,+2.927,-2 -vit_base_patch32_224.augreg_in1k,81.143,18.857,94.427,5.572,88.22,224,0.900,bicubic,+6.249,+2.649,-14 -convit_tiny.fb_in1k,81.126,18.874,95.036,4.964,5.71,224,0.875,bicubic,+8.014,+3.324,+10 -crossvit_tiny_240.in1k,81.092,18.908,94.983,5.017,7.01,240,0.875,bicubic,+7.756,+3.075,+6 -resnet18.a1_in1k,81.041,18.959,94.357,5.643,11.69,288,1.000,bicubic,+7.883,+3.331,+7 -spnasnet_100.rmsp_in1k,80.880,19.119,94.528,5.472,4.42,224,0.875,bilinear,+6.794,+2.708,-6 -resnet34.a3_in1k,80.816,19.184,94.355,5.645,21.80,224,0.950,bicubic,+7.846,+3.247,+10 -ghostnet_100.in1k,80.705,19.295,94.293,5.707,5.18,224,0.875,bilinear,+6.723,+2.827,-6 -regnety_004.pycls_in1k,80.652,19.348,94.682,5.318,4.34,224,0.875,bicubic,+6.624,+2.932,-8 -skresnet18.ra_in1k,80.648,19.352,94.378,5.622,11.96,224,0.875,bicubic,+7.610,+3.206,+4 +regnety_006.pycls_in1k,81.717,18.283,95.115,4.885,6.06,224,0.875,bicubic,+6.449,+2.589,-11 +regnetx_004_tv.tv2_in1k,81.694,18.306,95.057,4.943,5.50,224,0.965,bicubic,+7.094,+2.887,+5 +resnet18d.ra2_in1k,81.679,18.321,95.079,4.921,11.71,288,0.950,bicubic,+7.885,+3.241,+19 +dla34.in1k,81.664,18.336,94.867,5.133,15.74,224,0.875,bilinear,+7.024,+2.801,+1 +xcit_nano_12_p8_224.fb_in1k,81.645,18.355,95.271,4.729,3.05,224,1.000,bicubic,+7.735,+3.103,+15 +crossvit_9_240.in1k,81.613,18.387,94.981,5.019,8.55,240,0.875,bicubic,+7.653,+3.019,+11 +fbnetc_100.rmsp_in1k,81.559,18.441,94.968,5.032,5.57,224,0.875,bilinear,+6.430,+2.580,-14 +mobilevit_xs.cvnets_in1k,81.553,18.447,95.023,4.977,2.32,256,0.900,bicubic,+6.919,+2.675,-2 +legacy_seresnet34.in1k,81.538,18.462,94.897,5.103,21.96,224,0.875,bilinear,+6.736,+2.771,-7 +efficientvit_m4.r224_in1k,81.498,18.503,95.002,4.998,8.80,224,0.875,bicubic,+7.130,+3.022,+1 +regnetx_008.pycls_in1k,81.487,18.513,95.053,4.947,7.26,224,0.875,bicubic,+6.459,+2.715,-14 +resnet34.gluon_in1k,81.481,18.520,94.799,5.201,21.80,224,0.875,bicubic,+6.901,+2.817,-4 +mnasnet_100.rmsp_in1k,81.446,18.554,94.914,5.086,4.38,224,0.875,bicubic,+6.794,+2.792,-9 +vgg19_bn.tv_in1k,81.438,18.562,94.771,5.229,143.68,224,0.875,bilinear,+7.222,+2.927,-1 +repvgg_a1.rvgg_in1k,81.256,18.744,94.714,5.286,14.09,224,0.875,bilinear,+6.794,+2.858,-5 +vit_base_patch32_224.augreg_in1k,81.143,18.857,94.427,5.572,88.22,224,0.900,bicubic,+6.249,+2.649,-16 +convit_tiny.fb_in1k,81.126,18.874,95.036,4.964,5.71,224,0.875,bicubic,+8.014,+3.324,+14 +crossvit_tiny_240.in1k,81.098,18.902,94.983,5.017,7.01,240,0.875,bicubic,+7.758,+3.075,+9 +resnet18.a1_in1k,81.036,18.964,94.357,5.643,11.69,288,1.000,bicubic,+7.878,+3.331,+11 +repghostnet_100.in1k,80.930,19.070,94.543,5.457,4.07,224,0.875,bicubic,+6.724,+3.001,-6 +spnasnet_100.rmsp_in1k,80.883,19.117,94.526,5.474,4.42,224,0.875,bilinear,+6.789,+2.706,-6 +resnet34.a3_in1k,80.814,19.186,94.353,5.647,21.80,224,0.950,bicubic,+7.844,+3.247,+12 +efficientvit_m3.r224_in1k,80.693,19.307,94.556,5.444,6.90,224,0.875,bicubic,+7.319,+3.208,+2 +ghostnet_100.in1k,80.678,19.322,94.359,5.641,5.18,224,0.875,bicubic,+6.720,+2.827,-6 +regnety_004.pycls_in1k,80.656,19.344,94.682,5.318,4.34,224,0.875,bicubic,+6.630,+2.934,-9 +skresnet18.ra_in1k,80.648,19.352,94.378,5.622,11.96,224,0.875,bicubic,+7.614,+3.206,+6 regnetx_006.pycls_in1k,80.639,19.361,94.530,5.470,6.20,224,0.875,bicubic,+6.771,+2.852,-6 -pit_ti_224.in1k,80.597,19.404,94.618,5.383,4.85,224,0.900,bicubic,+7.687,+3.218,+6 -resnet18.fb_swsl_ig1b_ft_in1k,80.586,19.414,94.737,5.263,11.69,224,0.875,bilinear,+7.304,+3.005,-2 -vgg16_bn.tv_in1k,80.571,19.429,94.600,5.400,138.37,224,0.875,bilinear,+7.201,+3.086,-5 -semnasnet_075.rmsp_in1k,80.481,19.519,94.317,5.684,2.91,224,0.875,bicubic,+7.489,+3.178,0 -resnet34.tv_in1k,80.383,19.617,94.430,5.570,21.80,224,0.875,bilinear,,, -resnet18.a2_in1k,80.306,19.694,94.101,5.899,11.69,288,1.000,bicubic,+7.934,+3.505,+5 -mobilenetv2_100.ra_in1k,80.253,19.747,94.186,5.814,3.50,224,0.875,bicubic,+7.277,+3.176,-2 -xcit_nano_12_p16_224.fb_dist_in1k,80.238,19.762,94.353,5.647,3.05,224,1.000,bicubic,+7.928,+3.493,+5 -vit_base_patch32_224.sam_in1k,80.214,19.786,93.823,6.177,88.22,224,0.900,bicubic,+6.520,+2.809,-13 -resnet18.fb_ssl_yfcc100m_ft_in1k,80.084,19.916,94.592,5.408,11.69,224,0.875,bilinear,+7.490,+3.174,-2 -tf_mobilenetv3_large_075.in1k,80.084,19.916,94.184,5.816,3.99,224,0.875,bilinear,+6.652,+2.832,-14 -deit_tiny_patch16_224.fb_in1k,80.011,19.988,94.447,5.553,5.72,224,0.900,bicubic,+7.840,+3.335,+4 -hrnet_w18_small.ms_in1k,79.550,20.450,93.906,6.093,13.19,224,0.875,bilinear,+7.212,+3.228,-1 -vgg19.tv_in1k,79.484,20.516,93.868,6.132,143.67,224,0.875,bilinear,+7.106,+2.994,-4 -regnetx_004.pycls_in1k,79.412,20.588,93.849,6.151,5.16,224,0.875,bicubic,+7.014,+3.021,-6 -tf_mobilenetv3_large_minimal_100.in1k,79.232,20.768,93.702,6.298,3.92,224,0.875,bilinear,+6.974,+3.064,-2 -edgenext_xx_small.in1k,79.175,20.825,93.819,6.181,1.33,288,1.000,bicubic,+7.297,+3.267,+2 -legacy_seresnet18.in1k,79.166,20.834,93.776,6.224,11.78,224,0.875,bicubic,+7.400,+3.444,+3 -resnet14t.c3_in1k,79.140,20.860,93.567,6.433,10.08,224,0.950,bicubic,+6.886,+3.265,-4 -vgg16.tv_in1k,79.038,20.962,93.644,6.356,138.36,224,0.875,bilinear,+7.446,+3.260,+2 -vgg13_bn.tv_in1k,78.995,21.005,93.661,6.339,133.05,224,0.875,bilinear,+7.407,+3.283,+2 -vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,78.991,21.009,93.898,6.102,6.34,224,0.900,bicubic,+7.193,+3.074,-2 -lcnet_100.ra2_in1k,78.897,21.103,93.548,6.452,2.95,224,0.875,bicubic,+6.801,+3.186,-6 -pvt_v2_b0.in1k,78.756,21.244,93.836,6.164,3.67,224,0.900,bicubic,+8.096,+3.640,+2 -tinynet_c.in1k,78.444,21.556,93.127,6.873,2.46,184,0.875,bicubic,+7.204,+3.393,-1 -resnet18.gluon_in1k,78.372,21.628,93.129,6.871,11.69,224,0.875,bicubic,+7.534,+3.375,-1 -mobilevitv2_050.cvnets_in1k,78.114,21.887,93.571,6.429,1.37,256,0.888,bicubic,+7.975,+3.651,+2 -vgg11_bn.tv_in1k,77.956,22.044,93.232,6.768,132.87,224,0.875,bilinear,+7.573,+3.424,-1 -xcit_nano_12_p16_224.fb_in1k,77.904,22.096,93.437,6.563,3.05,224,1.000,bicubic,+7.942,+3.675,+1 -regnety_002.pycls_in1k,77.420,22.580,92.905,7.095,3.16,224,0.875,bicubic,+7.142,+3.377,-2 -resnet18.tv_in1k,77.287,22.713,92.747,7.253,11.69,224,0.875,bilinear,+7.527,+3.677,+1 -mixer_l16_224.goog_in21k_ft_in1k,77.279,22.721,90.584,9.416,208.20,224,0.875,bicubic,+5.225,+2.910,-14 -vgg13.tv_in1k,77.227,22.773,92.692,7.308,133.05,224,0.875,bilinear,+7.295,+3.442,-2 -mobilevit_xxs.cvnets_in1k,76.604,23.396,92.675,7.325,1.27,256,0.900,bicubic,+7.672,+3.733,0 -resnet18.a3_in1k,76.454,23.546,92.233,7.767,11.69,224,0.950,bicubic,+8.200,+4.057,+3 +pit_ti_224.in1k,80.599,19.401,94.620,5.380,4.85,224,0.900,bicubic,+7.689,+3.216,+8 +resnet18.fb_swsl_ig1b_ft_in1k,80.577,19.423,94.741,5.259,11.69,224,0.875,bilinear,+7.289,+3.011,0 +vgg16_bn.tv_in1k,80.571,19.429,94.600,5.400,138.37,224,0.875,bilinear,+7.201,+3.086,-4 +semnasnet_075.rmsp_in1k,80.481,19.519,94.319,5.681,2.91,224,0.875,bicubic,+7.477,+3.179,+2 +hrnet_w18_small.gluon_in1k,80.406,19.593,94.045,5.955,13.19,224,0.875,bicubic,+6.486,+2.851,-13 +resnet34.tv_in1k,80.381,19.619,94.430,5.570,21.80,224,0.875,bilinear,+7.075,+3.010,-5 +resnet18.a2_in1k,80.310,19.690,94.099,5.901,11.69,288,1.000,bicubic,+7.938,+3.503,+7 +mobilenetv2_100.ra_in1k,80.253,19.747,94.188,5.812,3.50,224,0.875,bicubic,+7.285,+3.172,0 +xcit_nano_12_p16_224.fb_dist_in1k,80.231,19.769,94.351,5.649,3.05,224,1.000,bicubic,+7.921,+3.491,+7 +vit_base_patch32_224.sam_in1k,80.214,19.786,93.823,6.177,88.22,224,0.900,bicubic,+6.520,+2.809,-14 +resnet18.fb_ssl_yfcc100m_ft_in1k,80.095,19.905,94.592,5.408,11.69,224,0.875,bilinear,+7.497,+3.176,-1 +tf_mobilenetv3_large_075.in1k,80.073,19.927,94.180,5.820,3.99,224,0.875,bilinear,+6.643,+2.828,-15 +deit_tiny_patch16_224.fb_in1k,80.011,19.988,94.449,5.551,5.72,224,0.900,bicubic,+7.841,+3.333,+7 +hrnet_w18_small.ms_in1k,79.550,20.450,93.906,6.093,13.19,224,0.875,bilinear,+7.214,+3.226,+1 +repvgg_a0.rvgg_in1k,79.508,20.492,93.778,6.222,9.11,224,0.875,bilinear,+7.100,+3.286,-4 +vgg19.tv_in1k,79.484,20.516,93.868,6.132,143.67,224,0.875,bilinear,+7.106,+2.994,-3 +regnetx_004.pycls_in1k,79.420,20.580,93.847,6.153,5.16,224,0.875,bicubic,+7.018,+3.021,-5 +tf_mobilenetv3_large_minimal_100.in1k,79.232,20.768,93.702,6.298,3.92,224,0.875,bilinear,+6.968,+3.062,-1 +edgenext_xx_small.in1k,79.175,20.825,93.819,6.181,1.33,288,1.000,bicubic,+7.297,+3.267,+4 +legacy_seresnet18.in1k,79.164,20.836,93.774,6.226,11.78,224,0.875,bicubic,+7.404,+3.442,+5 +resnet14t.c3_in1k,79.143,20.857,93.565,6.435,10.08,224,0.950,bicubic,+6.889,+3.259,-3 +repghostnet_080.in1k,79.089,20.911,93.716,6.284,3.28,224,0.875,bicubic,+6.877,+3.233,-3 +vgg16.tv_in1k,79.038,20.962,93.644,6.356,138.36,224,0.875,bilinear,+7.446,+3.260,+3 +vgg13_bn.tv_in1k,78.995,21.005,93.661,6.339,133.05,224,0.875,bilinear,+7.407,+3.283,+3 +vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,78.991,21.009,93.898,6.102,6.34,224,0.900,bicubic,+7.193,+3.074,-1 +lcnet_100.ra2_in1k,78.899,21.101,93.550,6.450,2.95,224,0.875,bicubic,+6.797,+3.196,-5 +pvt_v2_b0.in1k,78.756,21.244,93.836,6.164,3.67,224,0.900,bicubic,+8.096,+3.640,+6 +efficientvit_m2.r224_in1k,78.632,21.368,93.552,6.448,4.19,224,0.875,bicubic,+7.818,+3.410,+4 +mobileone_s0.apple_in1k,78.496,21.504,93.322,6.678,5.29,224,0.875,bilinear,+7.094,+3.480,-1 +tinynet_c.in1k,78.449,21.551,93.125,6.875,2.46,184,0.875,bicubic,+7.207,+3.393,0 +efficientvit_b0.r224_in1k,78.425,21.575,92.801,7.199,3.41,224,0.950,bicubic,+7.027,+3.373,-2 +resnet18.gluon_in1k,78.376,21.624,93.129,6.871,11.69,224,0.875,bicubic,+7.542,+3.373,-1 +mobilevitv2_050.cvnets_in1k,78.124,21.876,93.565,6.435,1.37,256,0.888,bicubic,+7.976,+3.647,+3 +vgg11_bn.tv_in1k,77.956,22.044,93.232,6.768,132.87,224,0.875,bilinear,+7.573,+3.424,0 +xcit_nano_12_p16_224.fb_in1k,77.904,22.096,93.437,6.563,3.05,224,1.000,bicubic,+7.942,+3.675,+2 +regnety_002.pycls_in1k,77.422,22.578,92.905,7.095,3.16,224,0.875,bicubic,+7.142,+3.375,-1 +resnet18.tv_in1k,77.285,22.715,92.756,7.244,11.69,224,0.875,bilinear,+7.525,+3.686,+2 +mixer_l16_224.goog_in21k_ft_in1k,77.279,22.721,90.584,9.416,208.20,224,0.875,bicubic,+5.225,+2.910,-16 +vgg13.tv_in1k,77.227,22.773,92.692,7.308,133.05,224,0.875,bilinear,+7.295,+3.442,-1 +mobilevit_xxs.cvnets_in1k,76.604,23.396,92.681,7.319,1.27,256,0.900,bicubic,+7.686,+3.735,+1 +resnet18.a3_in1k,76.457,23.543,92.226,7.774,11.69,224,0.950,bicubic,+8.205,+4.054,+6 +efficientvit_m1.r224_in1k,76.388,23.612,92.542,7.458,2.98,224,0.875,bicubic,+8.082,+3.872,+4 vgg11.tv_in1k,76.384,23.616,92.156,7.844,132.86,224,0.875,bilinear,+7.362,+3.532,-3 -resnet10t.c3_in1k,76.173,23.827,92.222,7.778,5.44,224,0.950,bicubic,+7.815,+4.182,0 -regnetx_002.pycls_in1k,76.124,23.876,92.194,7.806,2.68,224,0.875,bicubic,+7.378,+3.658,-2 +repghostnet_058.in1k,76.224,23.776,92.117,7.883,2.55,224,0.875,bicubic,+7.310,+3.697,-2 +resnet10t.c3_in1k,76.171,23.829,92.226,7.774,5.44,224,0.950,bicubic,+7.806,+4.190,0 +regnetx_002.pycls_in1k,76.128,23.872,92.198,7.801,2.68,224,0.875,bicubic,+7.376,+3.656,-2 lcnet_075.ra2_in1k,76.036,23.964,92.060,7.940,2.36,224,0.875,bicubic,+7.254,+3.700,-4 -dla60x_c.in1k,75.622,24.378,92.169,7.831,1.32,224,0.875,bilinear,+7.724,+3.747,0 -mobilenetv3_small_100.lamb_in1k,74.913,25.087,91.492,8.508,2.54,224,0.875,bicubic,+7.257,+3.856,0 -tf_mobilenetv3_small_100.in1k,74.721,25.279,91.261,8.739,2.54,224,0.875,bilinear,+6.803,+3.587,-3 -tinynet_d.in1k,74.290,25.710,90.917,9.083,2.34,152,0.875,bicubic,+7.316,+3.855,-1 -mnasnet_small.lamb_in1k,73.801,26.199,90.732,9.268,2.03,224,0.875,bicubic,+7.605,+4.228,-1 -dla46x_c.in1k,73.649,26.351,91.090,8.910,1.07,224,0.875,bilinear,+7.661,+4.110,-1 -mobilenetv2_050.lamb_in1k,73.463,26.537,90.322,9.678,1.97,224,0.875,bicubic,+7.513,+4.234,-1 -tf_mobilenetv3_small_075.in1k,72.804,27.196,90.046,9.954,2.04,224,0.875,bilinear,+7.076,+3.920,-1 -dla46_c.in1k,72.622,27.378,90.503,9.497,1.30,224,0.875,bilinear,+7.750,+4.205,0 -mobilenetv3_small_075.lamb_in1k,72.312,27.688,89.668,10.332,2.04,224,0.875,bicubic,+7.079,+4.222,-2 -lcnet_050.ra2_in1k,70.423,29.577,88.838,11.162,1.88,224,0.875,bicubic,+7.303,+4.452,-1 -tf_mobilenetv3_small_minimal_100.in1k,70.098,29.902,88.516,11.485,2.04,224,0.875,bilinear,+7.208,+4.276,-1 -tinynet_e.in1k,66.806,33.194,86.280,13.720,2.04,106,0.875,bicubic,+6.940,+4.516,-1 -mobilenetv3_small_050.lamb_in1k,64.695,35.305,84.854,15.146,1.59,224,0.875,bicubic,+6.785,+4.674,-1 +dla60x_c.in1k,75.637,24.363,92.171,7.829,1.32,224,0.875,bilinear,+7.725,+3.739,+1 +mobilenetv3_small_100.lamb_in1k,74.921,25.078,91.487,8.512,2.54,224,0.875,bicubic,+7.263,+3.852,+1 +tf_mobilenetv3_small_100.in1k,74.725,25.275,91.266,8.735,2.54,224,0.875,bilinear,+6.803,+3.594,-2 +tinynet_d.in1k,74.292,25.708,90.917,9.083,2.34,152,0.875,bicubic,+7.320,+3.851,0 +repghostnet_050.in1k,74.236,25.764,90.808,9.191,2.31,224,0.875,bicubic,+7.270,+3.888,0 +mnasnet_small.lamb_in1k,73.801,26.199,90.732,9.268,2.03,224,0.875,bicubic,+7.605,+4.228,0 +dla46x_c.in1k,73.655,26.345,91.097,8.903,1.07,224,0.875,bilinear,+7.663,+4.123,0 +mobilenetv2_050.lamb_in1k,73.470,26.530,90.317,9.682,1.97,224,0.875,bicubic,+7.522,+4.233,0 +tf_mobilenetv3_small_075.in1k,72.814,27.186,90.051,9.949,2.04,224,0.875,bilinear,+7.088,+3.919,0 +dla46_c.in1k,72.626,27.374,90.499,9.501,1.30,224,0.875,bilinear,+7.754,+4.201,+1 +mobilenetv3_small_075.lamb_in1k,72.317,27.683,89.666,10.334,2.04,224,0.875,bicubic,+7.081,+4.220,-1 +efficientvit_m0.r224_in1k,71.091,28.909,89.589,10.411,2.35,224,0.875,bicubic,+7.821,+4.413,0 +lcnet_050.ra2_in1k,70.402,29.598,88.825,11.175,1.88,224,0.875,bicubic,+7.264,+4.443,0 +tf_mobilenetv3_small_minimal_100.in1k,70.096,29.904,88.516,11.485,2.04,224,0.875,bilinear,+7.202,+4.278,0 +tinynet_e.in1k,66.810,33.190,86.280,13.720,2.04,106,0.875,bicubic,+6.944,+4.518,0 +mobilenetv3_small_050.lamb_in1k,64.697,35.303,84.858,15.142,1.59,224,0.875,bicubic,+6.781,+4.678,0 diff --git a/results/results-imagenet.csv b/results/results-imagenet.csv index 4e8e839b7d..d46cd6f8ee 100644 --- a/results/results-imagenet.csv +++ b/results/results-imagenet.csv @@ -1,21 +1,21 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation eva02_large_patch14_448.mim_m38m_ft_in22k_in1k,90.052,9.948,99.048,0.952,305.08,448,1.000,bicubic -eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,89.966,10.034,99.012,0.988,305.08,448,1.000,bicubic +eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,89.970,10.030,99.012,0.988,305.08,448,1.000,bicubic eva_giant_patch14_560.m30m_ft_in22k_in1k,89.786,10.214,98.992,1.008,"1,014.45",560,1.000,bicubic -eva02_large_patch14_448.mim_in22k_ft_in1k,89.624,10.376,98.950,1.050,305.08,448,1.000,bicubic -eva02_large_patch14_448.mim_m38m_ft_in1k,89.570,10.430,98.922,1.078,305.08,448,1.000,bicubic +eva02_large_patch14_448.mim_in22k_ft_in1k,89.622,10.378,98.950,1.050,305.08,448,1.000,bicubic +eva02_large_patch14_448.mim_m38m_ft_in1k,89.574,10.426,98.924,1.076,305.08,448,1.000,bicubic eva_giant_patch14_336.m30m_ft_in22k_in1k,89.566,10.434,98.952,1.048,"1,013.01",336,1.000,bicubic eva_giant_patch14_336.clip_ft_in1k,89.466,10.534,98.826,1.174,"1,013.01",336,1.000,bicubic -eva_large_patch14_336.in22k_ft_in22k_in1k,89.208,10.792,98.854,1.146,304.53,336,1.000,bicubic +eva_large_patch14_336.in22k_ft_in22k_in1k,89.206,10.794,98.854,1.146,304.53,336,1.000,bicubic eva_giant_patch14_224.clip_ft_in1k,88.880,11.120,98.680,1.320,"1,012.56",224,0.900,bicubic convnextv2_huge.fcmae_ft_in22k_in1k_512,88.858,11.142,98.748,1.252,660.29,512,1.000,bicubic -eva02_base_patch14_448.mim_in22k_ft_in22k_in1k,88.692,11.308,98.724,1.276,87.12,448,1.000,bicubic +eva02_base_patch14_448.mim_in22k_ft_in22k_in1k,88.690,11.310,98.724,1.276,87.12,448,1.000,bicubic convnextv2_huge.fcmae_ft_in22k_in1k_384,88.670,11.330,98.738,1.262,660.29,384,1.000,bicubic eva_large_patch14_336.in22k_ft_in1k,88.670,11.330,98.722,1.278,304.53,336,1.000,bicubic convnext_xxlarge.clip_laion2b_soup_ft_in1k,88.604,11.396,98.708,1.292,846.47,256,1.000,bicubic beit_large_patch16_512.in22k_ft_in22k_in1k,88.596,11.404,98.656,1.344,305.67,512,1.000,bicubic vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,88.592,11.408,98.662,1.338,632.46,336,1.000,bicubic -eva_large_patch14_196.in22k_ft_in22k_in1k,88.576,11.424,98.658,1.342,304.14,196,1.000,bicubic +eva_large_patch14_196.in22k_ft_in22k_in1k,88.574,11.426,98.658,1.342,304.14,196,1.000,bicubic maxvit_xlarge_tf_512.in21k_ft_in1k,88.538,11.462,98.644,1.356,475.77,512,1.000,bicubic beit_large_patch16_384.in22k_ft_in22k_in1k,88.402,11.598,98.608,1.392,305.00,384,1.000,bicubic beitv2_large_patch16_224.in1k_ft_in22k_in1k,88.394,11.606,98.598,1.402,304.43,224,0.950,bicubic @@ -24,22 +24,22 @@ maxvit_xlarge_tf_384.in21k_ft_in1k,88.314,11.686,98.544,1.456,475.32,384,1.000,b convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_384,88.306,11.694,98.582,1.418,200.13,384,1.000,bicubic vit_large_patch14_clip_336.openai_ft_in12k_in1k,88.268,11.732,98.526,1.474,304.53,336,1.000,bicubic vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k,88.256,11.744,98.552,1.448,632.05,224,1.000,bicubic -eva02_base_patch14_448.mim_in22k_ft_in1k,88.250,11.750,98.564,1.436,87.12,448,1.000,bicubic +eva02_base_patch14_448.mim_in22k_ft_in1k,88.252,11.748,98.564,1.436,87.12,448,1.000,bicubic tf_efficientnet_l2.ns_jft_in1k_475,88.234,11.766,98.546,1.454,480.31,475,0.936,bicubic regnety_1280.swag_ft_in1k,88.230,11.770,98.686,1.314,644.81,384,1.000,bicubic -maxvit_large_tf_512.in21k_ft_in1k,88.226,11.774,98.598,1.402,212.33,512,1.000,bicubic -maxvit_base_tf_512.in21k_ft_in1k,88.218,11.782,98.528,1.472,119.88,512,1.000,bicubic +maxvit_large_tf_512.in21k_ft_in1k,88.224,11.776,98.598,1.402,212.33,512,1.000,bicubic +maxvit_base_tf_512.in21k_ft_in1k,88.220,11.780,98.530,1.470,119.88,512,1.000,bicubic convnextv2_large.fcmae_ft_in22k_in1k_384,88.198,11.802,98.528,1.472,197.96,384,1.000,bicubic -vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,88.178,11.822,98.570,1.430,304.53,336,1.000,bicubic -vit_large_patch14_clip_224.openai_ft_in12k_in1k,88.176,11.824,98.544,1.456,304.20,224,1.000,bicubic +vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,88.180,11.820,98.572,1.428,304.53,336,1.000,bicubic +vit_large_patch14_clip_224.openai_ft_in12k_in1k,88.174,11.826,98.546,1.454,304.20,224,1.000,bicubic caformer_b36.sail_in22k_ft_in1k_384,88.058,11.942,98.582,1.418,98.75,384,1.000,bicubic maxvit_large_tf_384.in21k_ft_in1k,87.986,12.014,98.568,1.432,212.03,384,1.000,bicubic convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_320,87.958,12.042,98.476,1.524,200.13,320,1.000,bicubic -eva_large_patch14_196.in22k_ft_in1k,87.934,12.066,98.498,1.502,304.14,196,1.000,bicubic +eva_large_patch14_196.in22k_ft_in1k,87.932,12.068,98.498,1.502,304.14,196,1.000,bicubic maxvit_base_tf_384.in21k_ft_in1k,87.922,12.078,98.544,1.456,119.65,384,1.000,bicubic -vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,87.892,12.108,98.410,1.590,304.20,224,1.000,bicubic +vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,87.894,12.106,98.408,1.592,304.20,224,1.000,bicubic vit_large_patch14_clip_336.laion2b_ft_in1k,87.856,12.144,98.368,1.632,304.53,336,1.000,bicubic -vit_large_patch14_clip_224.openai_ft_in1k,87.852,12.148,98.426,1.574,304.20,224,1.000,bicubic +vit_large_patch14_clip_224.openai_ft_in1k,87.854,12.146,98.426,1.574,304.20,224,1.000,bicubic convnext_large_mlp.clip_laion2b_augreg_ft_in1k_384,87.848,12.152,98.446,1.554,200.13,384,1.000,bicubic maxvit_rmlp_base_rw_384.sw_in12k_ft_in1k,87.828,12.172,98.372,1.628,116.14,384,1.000,bicubic convnext_xlarge.fb_in22k_ft_in1k_384,87.752,12.248,98.556,1.444,350.20,384,1.000,bicubic @@ -52,14 +52,15 @@ beit_large_patch16_224.in22k_ft_in22k_in1k,87.478,12.522,98.304,1.696,304.43,224 convnext_large.fb_in22k_ft_in1k_384,87.472,12.528,98.386,1.614,197.77,384,1.000,bicubic maxxvitv2_rmlp_base_rw_384.sw_in12k_ft_in1k,87.464,12.536,98.374,1.626,116.09,384,1.000,bicubic swinv2_large_window12to24_192to384.ms_in22k_ft_in1k,87.464,12.536,98.250,1.750,196.74,384,1.000,bicubic -caformer_m36.sail_in22k_ft_in1k_384,87.450,12.550,98.308,1.692,56.20,384,1.000,bicubic -caformer_b36.sail_in22k_ft_in1k,87.422,12.578,98.326,1.674,98.75,224,1.000,bicubic +caformer_m36.sail_in22k_ft_in1k_384,87.446,12.554,98.308,1.692,56.20,384,1.000,bicubic +caformer_b36.sail_in22k_ft_in1k,87.420,12.580,98.328,1.672,98.75,224,1.000,bicubic beitv2_large_patch16_224.in1k_ft_in1k,87.412,12.588,98.234,1.766,304.43,224,0.950,bicubic coatnet_rmlp_2_rw_384.sw_in12k_ft_in1k,87.382,12.618,98.312,1.688,73.88,384,1.000,bicubic -convnext_large_mlp.clip_laion2b_augreg_ft_in1k,87.334,12.666,98.218,1.782,200.13,256,1.000,bicubic +convnext_large_mlp.clip_laion2b_augreg_ft_in1k,87.336,12.664,98.218,1.782,200.13,256,1.000,bicubic convnext_xlarge.fb_in22k_ft_in1k,87.330,12.670,98.328,1.672,350.20,288,1.000,bicubic -vit_large_patch14_clip_224.laion2b_ft_in1k,87.282,12.718,98.246,1.754,304.20,224,1.000,bicubic -vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,87.208,12.792,98.034,1.966,86.86,384,1.000,bicubic +seresnextaa201d_32x8d.sw_in12k_ft_in1k_384,87.288,12.712,98.334,1.666,149.39,384,1.000,bicubic +vit_large_patch14_clip_224.laion2b_ft_in1k,87.286,12.714,98.244,1.756,304.20,224,1.000,bicubic +vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,87.206,12.794,98.034,1.966,86.86,384,1.000,bicubic deit3_huge_patch14_224.fb_in22k_ft_in1k,87.186,12.814,98.260,1.740,632.13,224,1.000,bicubic convnext_base.clip_laion2b_augreg_ft_in12k_in1k_384,87.134,12.866,98.222,1.778,88.59,384,1.000,bicubic swin_large_patch4_window12_384.ms_in22k_ft_in1k,87.132,12.868,98.234,1.766,196.74,384,1.000,bicubic @@ -67,7 +68,7 @@ swinv2_base_window12to24_192to384.ms_in22k_ft_in1k,87.096,12.904,98.234,1.766,87 vit_large_patch16_384.augreg_in21k_ft_in1k,87.084,12.916,98.302,1.698,304.72,384,1.000,bicubic volo_d5_512.sail_in1k,87.058,12.942,97.970,2.030,296.09,512,1.150,bicubic convnext_large.fb_in22k_ft_in1k,87.026,12.974,98.204,1.796,197.77,288,1.000,bicubic -vit_base_patch16_clip_384.openai_ft_in12k_in1k,87.024,12.976,98.180,1.820,86.86,384,0.950,bicubic +vit_base_patch16_clip_384.openai_ft_in12k_in1k,87.026,12.974,98.182,1.818,86.86,384,0.950,bicubic convformer_b36.sail_in22k_ft_in1k,86.998,13.002,98.172,1.828,99.88,224,1.000,bicubic convnextv2_base.fcmae_ft_in22k_in1k,86.998,13.002,98.168,1.832,88.72,288,1.000,bicubic deit3_large_patch16_224.fb_in22k_ft_in1k,86.982,13.018,98.236,1.764,304.37,224,1.000,bicubic @@ -75,30 +76,31 @@ swinv2_large_window12to16_192to256.ms_in22k_ft_in1k,86.952,13.048,98.106,1.894,1 volo_d5_448.sail_in1k,86.952,13.048,97.938,2.062,295.91,448,1.150,bicubic maxvit_rmlp_base_rw_224.sw_in12k_ft_in1k,86.894,13.106,98.014,1.986,116.14,224,0.950,bicubic convformer_m36.sail_in22k_ft_in1k_384,86.892,13.108,98.116,1.884,57.05,384,1.000,bicubic -caformer_s36.sail_in22k_ft_in1k_384,86.856,13.144,98.212,1.788,39.30,384,1.000,bicubic -tf_efficientnet_b7.ns_jft_in1k,86.840,13.160,98.094,1.906,66.35,600,0.949,bicubic -regnety_320.swag_ft_in1k,86.836,13.164,98.362,1.638,145.05,384,1.000,bicubic +caformer_s36.sail_in22k_ft_in1k_384,86.858,13.142,98.212,1.788,39.30,384,1.000,bicubic +tf_efficientnet_b7.ns_jft_in1k,86.840,13.160,98.092,1.908,66.35,600,0.949,bicubic +regnety_320.swag_ft_in1k,86.834,13.166,98.362,1.638,145.05,384,1.000,bicubic tf_efficientnetv2_l.in21k_ft_in1k,86.802,13.198,98.136,1.864,118.52,480,1.000,bicubic beit_base_patch16_384.in22k_ft_in22k_in1k,86.800,13.200,98.136,1.864,86.74,384,1.000,bicubic convnext_base.fb_in22k_ft_in1k_384,86.796,13.204,98.264,1.736,88.59,384,1.000,bicubic volo_d4_448.sail_in1k,86.792,13.208,97.884,2.116,193.41,448,1.150,bicubic tf_efficientnetv2_xl.in21k_ft_in1k,86.748,13.252,98.014,1.986,208.12,512,1.000,bicubic -deit3_base_patch16_384.fb_in22k_ft_in1k,86.738,13.262,98.114,1.886,86.88,384,1.000,bicubic +deit3_base_patch16_384.fb_in22k_ft_in1k,86.740,13.260,98.116,1.884,86.88,384,1.000,bicubic seresnextaa101d_32x8d.sw_in12k_ft_in1k_288,86.724,13.276,98.176,1.824,93.59,320,1.000,bicubic maxxvitv2_rmlp_base_rw_224.sw_in12k_ft_in1k,86.642,13.358,98.020,1.980,116.09,224,0.950,bicubic -vit_base_patch16_clip_384.laion2b_ft_in1k,86.620,13.380,98.008,1.992,86.86,384,1.000,bicubic +vit_base_patch16_clip_384.laion2b_ft_in1k,86.618,13.382,98.008,1.992,86.86,384,1.000,bicubic maxvit_base_tf_512.in1k,86.602,13.398,97.918,2.082,119.88,512,1.000,bicubic caformer_m36.sail_in22k_ft_in1k,86.594,13.406,98.024,1.976,56.20,224,1.000,bicubic convnextv2_huge.fcmae_ft_in1k,86.580,13.420,97.972,2.028,660.29,288,1.000,bicubic -coatnet_2_rw_224.sw_in12k_ft_in1k,86.568,13.432,97.894,2.106,73.87,224,0.950,bicubic +coatnet_2_rw_224.sw_in12k_ft_in1k,86.564,13.436,97.896,2.104,73.87,224,0.950,bicubic maxvit_large_tf_512.in1k,86.526,13.474,97.880,2.120,212.33,512,1.000,bicubic coatnet_rmlp_2_rw_224.sw_in12k_ft_in1k,86.504,13.496,97.894,2.106,73.88,224,0.950,bicubic convnext_base.clip_laiona_augreg_ft_in1k_384,86.502,13.498,97.968,2.032,88.59,384,1.000,bicubic -volo_d3_448.sail_in1k,86.500,13.500,97.710,2.290,86.63,448,1.000,bicubic +volo_d3_448.sail_in1k,86.502,13.498,97.710,2.290,86.63,448,1.000,bicubic cait_m48_448.fb_dist_in1k,86.492,13.508,97.752,2.248,356.46,448,1.000,bicubic seresnextaa101d_32x8d.sw_in12k_ft_in1k,86.484,13.516,98.030,1.970,93.59,288,1.000,bicubic beitv2_base_patch16_224.in1k_ft_in22k_in1k,86.474,13.526,98.052,1.948,86.53,224,0.900,bicubic -tf_efficientnet_b6.ns_jft_in1k,86.456,13.544,97.884,2.116,43.04,528,0.942,bicubic +tiny_vit_21m_512.dist_in22k_ft_in1k,86.458,13.542,97.890,2.110,21.27,512,1.000,bicubic +tf_efficientnet_b6.ns_jft_in1k,86.458,13.542,97.884,2.116,43.04,528,0.942,bicubic swin_base_patch4_window12_384.ms_in22k_ft_in1k,86.438,13.562,98.066,1.934,87.90,384,1.000,bicubic caformer_b36.sail_in1k_384,86.408,13.592,97.814,2.186,98.75,384,1.000,bicubic convformer_s36.sail_in22k_ft_in1k_384,86.378,13.622,97.984,2.016,40.01,384,1.000,bicubic @@ -108,61 +110,62 @@ swin_large_patch4_window7_224.ms_in22k_ft_in1k,86.312,13.688,97.902,2.098,196.53 maxvit_base_tf_384.in1k,86.302,13.698,97.798,2.202,119.65,384,1.000,bicubic convnext_base.fb_in22k_ft_in1k,86.274,13.726,98.092,1.908,88.59,288,1.000,bicubic swinv2_base_window12to16_192to256.ms_in22k_ft_in1k,86.268,13.732,97.882,2.118,87.92,256,0.900,bicubic -maxvit_large_tf_384.in1k,86.228,13.772,97.690,2.310,212.03,384,1.000,bicubic +maxvit_large_tf_384.in1k,86.230,13.770,97.688,2.312,212.03,384,1.000,bicubic vit_base_patch8_224.augreg2_in21k_ft_in1k,86.218,13.782,97.832,2.168,86.58,224,0.900,bicubic -vit_base_patch16_clip_384.openai_ft_in1k,86.204,13.796,97.874,2.126,86.86,384,1.000,bicubic +vit_base_patch16_clip_384.openai_ft_in1k,86.206,13.794,97.876,2.124,86.86,384,1.000,bicubic convnext_small.in12k_ft_in1k_384,86.182,13.818,97.922,2.078,50.22,384,1.000,bicubic vit_large_r50_s32_384.augreg_in21k_ft_in1k,86.182,13.818,97.922,2.078,329.09,384,1.000,bicubic -vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,86.174,13.826,97.756,2.244,86.57,224,0.950,bicubic +vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,86.170,13.830,97.756,2.244,86.57,224,0.950,bicubic caformer_m36.sail_in1k_384,86.166,13.834,97.820,2.180,56.20,384,1.000,bicubic convnext_base.clip_laion2b_augreg_ft_in1k,86.158,13.842,97.680,2.320,88.59,256,1.000,bicubic -convformer_m36.sail_in22k_ft_in1k,86.146,13.854,97.850,2.150,57.05,224,1.000,bicubic +convformer_m36.sail_in22k_ft_in1k,86.148,13.852,97.850,2.150,57.05,224,1.000,bicubic convnextv2_large.fcmae_ft_in1k,86.118,13.882,97.822,2.178,197.96,288,1.000,bicubic -dm_nfnet_f5.dm_in1k,86.098,13.902,97.688,2.312,377.21,544,0.954,bicubic -tf_efficientnet_b5.ns_jft_in1k,86.088,13.912,97.754,2.246,30.39,456,0.934,bicubic -maxvit_small_tf_512.in1k,86.082,13.918,97.764,2.236,69.13,512,1.000,bicubic +tiny_vit_21m_384.dist_in22k_ft_in1k,86.108,13.892,97.710,2.290,21.23,384,1.000,bicubic +dm_nfnet_f5.dm_in1k,86.100,13.900,97.688,2.312,377.21,544,0.954,bicubic +tf_efficientnet_b5.ns_jft_in1k,86.088,13.912,97.756,2.244,30.39,456,0.934,bicubic +maxvit_small_tf_512.in1k,86.084,13.916,97.764,2.236,69.13,512,1.000,bicubic volo_d5_224.sail_in1k,86.070,13.930,97.576,2.424,295.46,224,0.960,bicubic -cait_m36_384.fb_dist_in1k,86.060,13.940,97.730,2.270,271.22,384,1.000,bicubic +cait_m36_384.fb_dist_in1k,86.058,13.942,97.730,2.270,271.22,384,1.000,bicubic volo_d2_384.sail_in1k,86.042,13.958,97.574,2.426,58.87,384,1.000,bicubic -regnety_160.swag_ft_in1k,86.010,13.990,98.054,1.946,83.59,384,1.000,bicubic -tf_efficientnetv2_m.in21k_ft_in1k,86.000,14.000,97.946,2.054,54.14,480,1.000,bicubic -vit_base_patch16_384.augreg_in21k_ft_in1k,85.996,14.004,98.002,1.998,86.86,384,1.000,bicubic +regnety_160.swag_ft_in1k,86.020,13.980,98.052,1.948,83.59,384,1.000,bicubic xcit_large_24_p8_384.fb_dist_in1k,85.996,14.004,97.690,2.310,188.93,384,1.000,bicubic -regnety_160.lion_in12k_ft_in1k,85.986,14.014,97.836,2.164,83.59,288,1.000,bicubic +vit_base_patch16_384.augreg_in21k_ft_in1k,85.994,14.006,98.002,1.998,86.86,384,1.000,bicubic +tf_efficientnetv2_m.in21k_ft_in1k,85.992,14.008,97.944,2.056,54.14,480,1.000,bicubic +regnety_160.lion_in12k_ft_in1k,85.988,14.012,97.834,2.166,83.59,288,1.000,bicubic regnety_160.sw_in12k_ft_in1k,85.986,14.014,97.834,2.166,83.59,288,1.000,bicubic regnety_1280.swag_lc_in1k,85.982,14.018,97.850,2.150,644.81,224,0.965,bicubic -vit_base_patch16_clip_224.openai_ft_in12k_in1k,85.940,14.060,97.728,2.272,86.57,224,0.950,bicubic -efficientnet_b5.sw_in12k_ft_in1k,85.892,14.108,97.736,2.264,30.39,448,1.000,bicubic +vit_base_patch16_clip_224.openai_ft_in12k_in1k,85.942,14.058,97.728,2.272,86.57,224,0.950,bicubic +efficientnet_b5.sw_in12k_ft_in1k,85.896,14.104,97.736,2.264,30.39,448,1.000,bicubic volo_d4_224.sail_in1k,85.872,14.128,97.472,2.528,192.96,224,0.960,bicubic +vit_large_patch16_224.augreg_in21k_ft_in1k,85.836,14.164,97.818,2.182,304.33,224,0.900,bicubic dm_nfnet_f4.dm_in1k,85.836,14.164,97.664,2.336,316.07,512,0.951,bicubic -vit_large_patch16_224.augreg_in21k_ft_in1k,85.834,14.166,97.818,2.182,304.33,224,0.900,bicubic xcit_medium_24_p8_384.fb_dist_in1k,85.816,14.184,97.592,2.408,84.32,384,1.000,bicubic deit3_large_patch16_384.fb_in1k,85.812,14.188,97.598,2.402,304.76,384,1.000,bicubic vit_base_patch8_224.augreg_in21k_ft_in1k,85.798,14.202,97.790,2.210,86.58,224,0.900,bicubic -caformer_s36.sail_in22k_ft_in1k,85.792,14.208,97.824,2.176,39.30,224,1.000,bicubic +caformer_s36.sail_in22k_ft_in1k,85.790,14.210,97.826,2.174,39.30,224,1.000,bicubic +vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,85.780,14.220,97.638,2.362,88.34,448,1.000,bicubic convnext_small.fb_in22k_ft_in1k_384,85.778,14.222,97.890,2.110,50.22,384,1.000,bicubic -vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,85.778,14.222,97.638,2.362,88.34,448,1.000,bicubic xcit_large_24_p16_384.fb_dist_in1k,85.754,14.246,97.538,2.462,189.10,384,1.000,bicubic -convformer_b36.sail_in1k_384,85.742,14.258,97.524,2.476,99.88,384,1.000,bicubic -caformer_s36.sail_in1k_384,85.740,14.260,97.672,2.328,39.30,384,1.000,bicubic -eva02_small_patch14_336.mim_in22k_ft_in1k,85.716,14.284,97.632,2.368,22.13,336,1.000,bicubic +caformer_s36.sail_in1k_384,85.742,14.258,97.672,2.328,39.30,384,1.000,bicubic +convformer_b36.sail_in1k_384,85.740,14.260,97.524,2.476,99.88,384,1.000,bicubic +eva02_small_patch14_336.mim_in22k_ft_in1k,85.718,14.282,97.634,2.366,22.13,336,1.000,bicubic deit3_base_patch16_224.fb_in22k_ft_in1k,85.700,14.300,97.746,2.254,86.59,224,1.000,bicubic dm_nfnet_f3.dm_in1k,85.686,14.314,97.570,2.430,254.92,416,0.940,bicubic maxvit_tiny_tf_512.in1k,85.664,14.336,97.584,2.416,31.05,512,1.000,bicubic tf_efficientnetv2_l.in1k,85.664,14.336,97.474,2.526,118.52,480,1.000,bicubic -flexivit_large.1200ep_in1k,85.646,14.354,97.542,2.458,304.36,240,0.950,bicubic +flexivit_large.1200ep_in1k,85.644,14.356,97.540,2.460,304.36,240,0.950,bicubic beitv2_base_patch16_224.in1k_ft_in1k,85.594,14.406,97.506,2.494,86.53,224,0.900,bicubic convformer_m36.sail_in1k_384,85.580,14.420,97.542,2.458,57.05,384,1.000,bicubic xcit_small_24_p8_384.fb_dist_in1k,85.554,14.446,97.570,2.430,47.63,384,1.000,bicubic +flexivit_large.600ep_in1k,85.540,14.460,97.488,2.512,304.36,240,0.950,bicubic maxvit_small_tf_384.in1k,85.540,14.460,97.462,2.538,69.02,384,1.000,bicubic -flexivit_large.600ep_in1k,85.538,14.462,97.488,2.512,304.36,240,0.950,bicubic -vit_medium_patch16_gap_384.sw_in12k_ft_in1k,85.532,14.468,97.638,2.362,39.03,384,0.950,bicubic -caformer_b36.sail_in1k,85.506,14.494,97.310,2.690,98.75,224,1.000,bicubic +vit_medium_patch16_gap_384.sw_in12k_ft_in1k,85.530,14.470,97.636,2.364,39.03,384,0.950,bicubic +caformer_b36.sail_in1k,85.504,14.496,97.310,2.690,98.75,224,1.000,bicubic convnextv2_base.fcmae_ft_in1k,85.474,14.526,97.384,2.616,88.72,288,1.000,bicubic -vit_base_patch16_clip_224.laion2b_ft_in1k,85.466,14.534,97.574,2.426,86.57,224,1.000,bicubic +vit_base_patch16_clip_224.laion2b_ft_in1k,85.470,14.530,97.576,2.424,86.57,224,1.000,bicubic cait_s36_384.fb_dist_in1k,85.454,14.546,97.478,2.522,68.37,384,1.000,bicubic -deit_base_distilled_patch16_384.fb_in1k,85.426,14.574,97.330,2.670,87.63,384,1.000,bicubic -xcit_medium_24_p16_384.fb_dist_in1k,85.422,14.578,97.406,2.594,84.40,384,1.000,bicubic +xcit_medium_24_p16_384.fb_dist_in1k,85.424,14.576,97.406,2.594,84.40,384,1.000,bicubic +deit_base_distilled_patch16_384.fb_in1k,85.424,14.576,97.330,2.670,87.63,384,1.000,bicubic caformer_s18.sail_in22k_ft_in1k_384,85.414,14.586,97.702,2.298,26.34,384,1.000,bicubic convformer_s36.sail_in22k_ft_in1k,85.414,14.586,97.568,2.432,40.01,224,1.000,bicubic volo_d3_224.sail_in1k,85.414,14.586,97.276,2.724,86.33,224,0.960,bicubic @@ -170,379 +173,406 @@ xcit_large_24_p8_224.fb_dist_in1k,85.402,14.598,97.402,2.598,188.93,224,1.000,bi regnety_120.sw_in12k_ft_in1k,85.400,14.600,97.582,2.418,51.82,288,1.000,bicubic convformer_s36.sail_in1k_384,85.378,14.622,97.476,2.524,40.01,384,1.000,bicubic tf_efficientnet_b8.ra_in1k,85.368,14.632,97.394,2.606,87.41,672,0.954,bicubic -vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,85.366,14.634,97.656,2.344,88.30,384,1.000,bicubic +vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,85.366,14.634,97.660,2.340,88.30,384,1.000,bicubic tf_efficientnet_b8.ap_in1k,85.364,14.636,97.292,2.708,87.41,672,0.954,bicubic convnext_small.in12k_ft_in1k,85.330,14.670,97.546,2.454,50.22,288,1.000,bicubic -vit_base_patch16_clip_224.openai_ft_in1k,85.292,14.708,97.438,2.562,86.57,224,0.900,bicubic -flexivit_large.300ep_in1k,85.290,14.710,97.400,2.600,304.36,240,0.950,bicubic +vit_base_patch16_clip_224.openai_ft_in1k,85.292,14.708,97.436,2.564,86.57,224,0.900,bicubic +flexivit_large.300ep_in1k,85.288,14.712,97.400,2.600,304.36,240,0.950,bicubic swin_base_patch4_window7_224.ms_in22k_ft_in1k,85.272,14.728,97.564,2.436,87.77,224,0.900,bicubic convnext_small.fb_in22k_ft_in1k,85.262,14.738,97.682,2.318,50.22,288,1.000,bicubic volo_d1_384.sail_in1k,85.244,14.756,97.214,2.786,26.78,384,1.000,bicubic mvitv2_large.fb_in1k,85.244,14.756,97.194,2.806,217.99,224,0.900,bicubic caformer_m36.sail_in1k,85.232,14.768,97.200,2.800,56.20,224,1.000,bicubic deit3_huge_patch14_224.fb_in1k,85.224,14.776,97.360,2.640,632.13,224,0.900,bicubic -vit_base_patch32_clip_384.openai_ft_in12k_in1k,85.216,14.784,97.406,2.594,88.30,384,0.950,bicubic +vit_base_patch32_clip_384.openai_ft_in12k_in1k,85.214,14.786,97.404,2.596,88.30,384,0.950,bicubic beit_base_patch16_224.in22k_ft_in22k_in1k,85.212,14.788,97.658,2.342,86.53,224,0.900,bicubic tf_efficientnetv2_m.in1k,85.204,14.796,97.364,2.636,54.14,480,1.000,bicubic +inception_next_base.sail_in1k_384,85.202,14.798,97.414,2.586,86.67,384,1.000,bicubic volo_d2_224.sail_in1k,85.202,14.798,97.190,2.810,58.68,224,0.960,bicubic -dm_nfnet_f2.dm_in1k,85.194,14.806,97.346,2.654,193.78,352,0.920,bicubic -tf_efficientnet_b4.ns_jft_in1k,85.162,14.838,97.470,2.530,19.34,380,0.922,bicubic -regnety_2560.seer_ft_in1k,85.152,14.848,97.436,2.564,"1,282.60",384,1.000,bicubic +dm_nfnet_f2.dm_in1k,85.192,14.808,97.346,2.654,193.78,352,0.920,bicubic +tf_efficientnet_b4.ns_jft_in1k,85.160,14.840,97.468,2.532,19.34,380,0.922,bicubic +regnety_2560.seer_ft_in1k,85.150,14.850,97.438,2.562,"1,282.60",384,1.000,bicubic +tf_efficientnet_b7.ap_in1k,85.124,14.876,97.252,2.748,66.35,600,0.949,bicubic convnext_tiny.in12k_ft_in1k_384,85.122,14.878,97.606,2.394,28.59,384,1.000,bicubic -tf_efficientnet_b7.ap_in1k,85.122,14.878,97.252,2.748,66.35,600,0.949,bicubic convnextv2_tiny.fcmae_ft_in22k_in1k_384,85.106,14.894,97.628,2.372,28.64,384,1.000,bicubic maxvit_tiny_tf_384.in1k,85.100,14.900,97.378,2.622,30.98,384,1.000,bicubic resnext101_32x32d.fb_wsl_ig1b_ft_in1k,85.098,14.902,97.438,2.562,468.53,224,0.875,bilinear -vit_base_patch16_224.augreg2_in21k_ft_in1k,85.096,14.904,97.530,2.470,86.57,224,0.900,bicubic +vit_base_patch16_224.augreg2_in21k_ft_in1k,85.094,14.906,97.530,2.470,86.57,224,0.900,bicubic xcit_small_24_p16_384.fb_dist_in1k,85.090,14.910,97.312,2.688,47.67,384,1.000,bicubic +tiny_vit_21m_224.dist_in22k_ft_in1k,85.086,14.914,97.366,2.634,21.20,224,0.950,bicubic xcit_small_12_p8_384.fb_dist_in1k,85.078,14.922,97.282,2.718,26.21,384,1.000,bicubic xcit_medium_24_p8_224.fb_dist_in1k,85.074,14.926,97.274,2.726,84.32,224,1.000,bicubic -deit3_base_patch16_384.fb_in1k,85.072,14.928,97.252,2.748,86.88,384,1.000,bicubic +deit3_base_patch16_384.fb_in1k,85.074,14.926,97.250,2.750,86.88,384,1.000,bicubic cait_s24_384.fb_dist_in1k,85.048,14.952,97.346,2.654,47.06,384,1.000,bicubic -regnetz_e8.ra3_in1k,85.036,14.964,97.272,2.728,57.70,320,1.000,bicubic +regnetz_e8.ra3_in1k,85.034,14.966,97.272,2.728,57.70,320,1.000,bicubic caformer_s18.sail_in1k_384,85.026,14.974,97.358,2.642,26.34,384,1.000,bicubic -resnetrs420.tf_in1k,85.006,14.994,97.124,2.876,191.89,416,1.000,bicubic +resnetrs420.tf_in1k,85.004,14.996,97.124,2.876,191.89,416,1.000,bicubic convformer_s18.sail_in22k_ft_in1k_384,84.998,15.002,97.570,2.430,26.77,384,1.000,bicubic vit_base_r50_s16_384.orig_in21k_ft_in1k,84.976,15.024,97.290,2.710,98.95,384,1.000,bicubic -ecaresnet269d.ra2_in1k,84.966,15.034,97.222,2.778,102.09,352,1.000,bicubic +ecaresnet269d.ra2_in1k,84.968,15.032,97.222,2.778,102.09,352,1.000,bicubic maxvit_large_tf_224.in1k,84.942,15.058,96.970,3.030,211.79,224,0.950,bicubic tf_efficientnet_b7.ra_in1k,84.932,15.068,97.208,2.792,66.35,600,0.949,bicubic resnetv2_152x4_bit.goog_in21k_ft_in1k,84.916,15.084,97.438,2.562,936.53,480,1.000,bilinear -xcit_large_24_p16_224.fb_dist_in1k,84.916,15.084,97.130,2.870,189.10,224,1.000,bicubic +xcit_large_24_p16_224.fb_dist_in1k,84.916,15.084,97.128,2.872,189.10,224,1.000,bicubic coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k,84.910,15.090,96.958,3.042,41.72,224,0.950,bicubic coat_lite_medium_384.in1k,84.878,15.122,97.372,2.628,44.57,384,1.000,bicubic xcit_small_24_p8_224.fb_dist_in1k,84.868,15.132,97.190,2.810,47.63,224,1.000,bicubic maxvit_base_tf_224.in1k,84.860,15.140,96.988,3.012,119.47,224,0.950,bicubic convnext_large.fb_in1k,84.846,15.154,97.214,2.786,197.77,288,1.000,bicubic -deit3_small_patch16_384.fb_in22k_ft_in1k,84.824,15.176,97.488,2.512,22.21,384,1.000,bicubic +deit3_small_patch16_384.fb_in22k_ft_in1k,84.824,15.176,97.486,2.514,22.21,384,1.000,bicubic convformer_b36.sail_in1k,84.818,15.182,96.946,3.054,99.88,224,1.000,bicubic -efficientnetv2_rw_m.agc_in1k,84.812,15.188,97.150,2.850,53.24,416,1.000,bicubic -tf_efficientnet_b6.ap_in1k,84.786,15.214,97.136,2.864,43.04,528,0.942,bicubic -deit3_large_patch16_224.fb_in1k,84.776,15.224,97.038,2.962,304.37,224,0.900,bicubic +efficientnetv2_rw_m.agc_in1k,84.810,15.190,97.152,2.848,53.24,416,1.000,bicubic +tf_efficientnet_b6.ap_in1k,84.788,15.212,97.138,2.862,43.04,528,0.942,bicubic +deit3_large_patch16_224.fb_in1k,84.774,15.226,97.036,2.964,304.37,224,0.900,bicubic resnetrs350.tf_in1k,84.714,15.286,96.992,3.008,163.96,384,1.000,bicubic xcit_small_12_p16_384.fb_dist_in1k,84.712,15.288,97.118,2.882,26.25,384,1.000,bicubic -eca_nfnet_l2.ra3_in1k,84.702,15.298,97.266,2.734,56.72,384,1.000,bicubic dm_nfnet_f1.dm_in1k,84.702,15.298,97.182,2.818,132.63,320,0.910,bicubic -flexivit_base.1200ep_in1k,84.678,15.322,96.996,3.004,86.59,240,0.950,bicubic +eca_nfnet_l2.ra3_in1k,84.700,15.300,97.266,2.734,56.72,384,1.000,bicubic +flexivit_base.1200ep_in1k,84.676,15.324,96.994,3.006,86.59,240,0.950,bicubic davit_base.msft_in1k,84.642,15.358,97.020,2.980,87.95,224,0.950,bicubic maxxvit_rmlp_small_rw_256.sw_in1k,84.624,15.376,97.068,2.932,66.01,256,0.950,bicubic -coatnet_rmlp_2_rw_224.sw_in1k,84.606,15.394,96.740,3.260,73.88,224,0.950,bicubic +coatnet_rmlp_2_rw_224.sw_in1k,84.608,15.392,96.740,3.260,73.88,224,0.950,bicubic swinv2_base_window16_256.ms_in1k,84.600,15.400,97.090,2.910,87.92,256,0.900,bicubic +fastvit_ma36.apple_dist_in1k,84.598,15.402,97.002,2.998,44.07,256,0.950,bicubic seresnextaa101d_32x8d.ah_in1k,84.566,15.434,97.076,2.924,93.59,288,1.000,bicubic -deit3_medium_patch16_224.fb_in22k_ft_in1k,84.552,15.448,97.188,2.812,38.85,224,1.000,bicubic -regnety_320.swag_lc_in1k,84.546,15.454,97.442,2.558,145.05,224,0.965,bicubic -rexnetr_300.sw_in12k_ft_in1k,84.544,15.456,97.256,2.744,34.81,288,1.000,bicubic -vit_base_patch16_224.augreg_in21k_ft_in1k,84.532,15.468,97.292,2.708,86.57,224,0.900,bicubic -flexivit_base.600ep_in1k,84.522,15.478,96.936,3.064,86.59,240,0.950,bicubic +deit3_medium_patch16_224.fb_in22k_ft_in1k,84.550,15.450,97.188,2.812,38.85,224,1.000,bicubic +regnety_320.swag_lc_in1k,84.548,15.452,97.442,2.558,145.05,224,0.965,bicubic +rexnetr_300.sw_in12k_ft_in1k,84.546,15.454,97.256,2.744,34.81,288,1.000,bicubic +vit_base_patch16_224.augreg_in21k_ft_in1k,84.532,15.468,97.294,2.706,86.57,224,0.900,bicubic +flexivit_base.600ep_in1k,84.524,15.476,96.936,3.064,86.59,240,0.950,bicubic resnetv2_152x2_bit.goog_in21k_ft_in1k,84.510,15.490,97.434,2.566,236.34,448,1.000,bilinear -resnest269e.in1k,84.510,15.490,96.992,3.008,110.93,416,0.928,bicubic -caformer_s36.sail_in1k,84.508,15.492,96.996,3.004,39.30,224,1.000,bicubic +resnest269e.in1k,84.508,15.492,96.990,3.010,110.93,416,0.928,bicubic +caformer_s36.sail_in1k,84.506,15.494,96.996,3.004,39.30,224,1.000,bicubic convformer_m36.sail_in1k,84.494,15.506,96.866,3.134,57.05,224,1.000,bicubic regnetz_040_h.ra3_in1k,84.492,15.508,97.010,2.990,28.94,320,1.000,bicubic maxvit_rmlp_small_rw_224.sw_in1k,84.492,15.508,96.758,3.242,64.90,224,0.900,bicubic -hrnet_w48_ssld.paddle_in1k,84.478,15.522,97.234,2.766,77.47,288,1.000,bilinear +hrnet_w48_ssld.paddle_in1k,84.480,15.520,97.234,2.766,77.47,288,1.000,bilinear swin_base_patch4_window12_384.ms_in1k,84.476,15.524,96.892,3.108,87.90,384,1.000,bicubic convnext_tiny.in12k_ft_in1k,84.450,15.550,97.340,2.660,28.59,288,1.000,bicubic mvitv2_base.fb_in1k,84.450,15.550,96.858,3.142,51.47,224,0.900,bicubic -vit_medium_patch16_gap_256.sw_in12k_ft_in1k,84.446,15.554,97.208,2.792,38.86,256,0.950,bicubic -gcvit_base.in1k,84.446,15.554,96.844,3.156,90.32,224,0.875,bicubic +vit_medium_patch16_gap_256.sw_in12k_ft_in1k,84.446,15.554,97.210,2.790,38.86,256,0.950,bicubic resnetrs200.tf_in1k,84.444,15.556,97.082,2.918,93.21,320,1.000,bicubic +gcvit_base.in1k,84.444,15.556,96.842,3.158,90.32,224,0.875,bicubic resnetv2_101x3_bit.goog_in21k_ft_in1k,84.438,15.562,97.382,2.618,387.93,448,1.000,bilinear regnety_1280.seer_ft_in1k,84.432,15.568,97.092,2.908,644.81,384,1.000,bicubic convnext_base.fb_in1k,84.428,15.572,96.968,3.032,88.59,288,1.000,bicubic resnetrs270.tf_in1k,84.428,15.572,96.968,3.032,129.86,352,1.000,bicubic maxvit_small_tf_224.in1k,84.426,15.574,96.824,3.176,68.93,224,0.950,bicubic -vit_large_r50_s32_224.augreg_in21k_ft_in1k,84.422,15.578,97.170,2.830,328.99,224,0.900,bicubic +vit_large_r50_s32_224.augreg_in21k_ft_in1k,84.418,15.582,97.172,2.828,328.99,224,0.900,bicubic convnextv2_tiny.fcmae_ft_in22k_in1k,84.416,15.584,97.260,2.740,28.64,288,1.000,bicubic -tf_efficientnet_b7.aa_in1k,84.414,15.586,96.906,3.094,66.35,600,0.949,bicubic -flexivit_base.300ep_in1k,84.406,15.594,96.886,3.114,86.59,240,0.950,bicubic +tf_efficientnet_b7.aa_in1k,84.416,15.584,96.908,3.092,66.35,600,0.949,bicubic +flexivit_base.300ep_in1k,84.406,15.594,96.884,3.116,86.59,240,0.950,bicubic convformer_s18.sail_in1k_384,84.402,15.598,97.112,2.888,26.77,384,1.000,bicubic resmlp_big_24_224.fb_in22k_ft_in1k,84.398,15.602,97.112,2.888,129.14,224,0.875,bicubic xcit_large_24_p8_224.fb_in1k,84.394,15.606,96.664,3.336,188.93,224,1.000,bicubic seresnet152d.ra2_in1k,84.360,15.640,97.040,2.960,66.84,320,1.000,bicubic seresnext101d_32x8d.ah_in1k,84.358,15.642,96.920,3.080,93.59,288,1.000,bicubic resnext101_32x8d.fb_swsl_ig1b_ft_in1k,84.302,15.698,97.176,2.824,88.79,224,0.875,bilinear -tf_efficientnetv2_s.in21k_ft_in1k,84.288,15.712,97.252,2.748,21.46,384,1.000,bicubic +tf_efficientnetv2_s.in21k_ft_in1k,84.286,15.714,97.252,2.748,21.46,384,1.000,bicubic xcit_medium_24_p16_224.fb_dist_in1k,84.286,15.714,96.932,3.068,84.40,224,1.000,bicubic vit_base_patch16_224_miil.in21k_ft_in1k,84.266,15.734,96.804,3.196,86.54,224,0.875,bilinear tf_efficientnet_b5.ap_in1k,84.258,15.742,96.974,3.026,30.39,456,0.934,bicubic davit_small.msft_in1k,84.252,15.748,96.940,3.060,49.75,224,0.950,bicubic swinv2_base_window8_256.ms_in1k,84.250,15.750,96.924,3.076,87.92,256,0.900,bicubic regnetz_040.ra3_in1k,84.240,15.760,96.932,3.068,27.12,320,1.000,bicubic -xcit_small_12_p8_224.fb_dist_in1k,84.236,15.764,96.872,3.128,26.21,224,1.000,bicubic +xcit_small_12_p8_224.fb_dist_in1k,84.236,15.764,96.870,3.130,26.21,224,1.000,bicubic swinv2_small_window16_256.ms_in1k,84.224,15.776,96.868,3.132,49.73,256,0.900,bicubic maxvit_rmlp_tiny_rw_256.sw_in1k,84.224,15.776,96.778,3.222,29.15,256,0.950,bicubic -vit_base_patch16_384.orig_in21k_ft_in1k,84.200,15.800,97.220,2.780,86.86,384,1.000,bicubic -crossvit_18_dagger_408.in1k,84.198,15.802,96.816,3.184,44.61,408,1.000,bicubic +crossvit_18_dagger_408.in1k,84.202,15.798,96.818,3.182,44.61,408,1.000,bicubic +vit_base_patch16_384.orig_in21k_ft_in1k,84.200,15.800,97.218,2.782,86.86,384,1.000,bicubic seresnext101_32x8d.ah_in1k,84.186,15.814,96.874,3.126,93.57,288,1.000,bicubic resnext101_32x16d.fb_wsl_ig1b_ft_in1k,84.166,15.834,97.198,2.802,194.03,224,0.875,bilinear volo_d1_224.sail_in1k,84.162,15.838,96.776,3.224,26.63,224,0.960,bicubic +efficientvit_b3.r288_in1k,84.154,15.846,96.736,3.264,48.65,288,1.000,bicubic regnetz_d8_evos.ch_in1k,84.126,15.874,97.012,2.988,23.46,320,1.000,bicubic resnetaa101d.sw_in12k_ft_in1k,84.124,15.876,97.106,2.894,44.57,288,1.000,bicubic -tf_efficientnet_b6.aa_in1k,84.116,15.884,96.880,3.120,43.04,528,0.942,bicubic +tf_efficientnet_b6.aa_in1k,84.112,15.888,96.884,3.116,43.04,528,0.942,bicubic +inception_next_base.sail_in1k,84.092,15.908,96.796,3.204,86.67,224,0.950,bicubic convnext_tiny.fb_in22k_ft_in1k_384,84.088,15.912,97.144,2.856,28.59,384,1.000,bicubic -caformer_s18.sail_in22k_ft_in1k,84.076,15.924,97.198,2.802,26.34,224,1.000,bicubic +caformer_s18.sail_in22k_ft_in1k,84.074,15.926,97.198,2.802,26.34,224,1.000,bicubic cait_xs24_384.fb_dist_in1k,84.062,15.938,96.884,3.116,26.67,384,1.000,bicubic convformer_s36.sail_in1k,84.060,15.940,96.746,3.254,40.01,224,1.000,bicubic -tf_efficientnet_b3.ns_jft_in1k,84.056,15.944,96.918,3.082,12.23,300,0.904,bicubic edgenext_base.in21k_ft_in1k,84.054,15.946,97.196,2.804,18.51,320,1.000,bicubic -regnetz_d8.ra3_in1k,84.054,15.946,96.996,3.004,23.37,320,1.000,bicubic +regnetz_d8.ra3_in1k,84.052,15.948,96.996,3.004,23.37,320,1.000,bicubic +tf_efficientnet_b3.ns_jft_in1k,84.052,15.948,96.918,3.082,12.23,300,0.904,bicubic vit_small_r26_s32_384.augreg_in21k_ft_in1k,84.048,15.952,97.328,2.672,36.47,384,1.000,bicubic +fastvit_sa36.apple_dist_in1k,84.026,15.974,96.854,3.146,31.53,256,0.900,bicubic regnetz_d32.ra3_in1k,84.022,15.978,96.868,3.132,27.58,320,0.950,bicubic resnetv2_50x3_bit.goog_in21k_ft_in1k,84.020,15.980,97.126,2.874,217.32,448,1.000,bilinear -eca_nfnet_l1.ra2_in1k,84.010,15.990,97.026,2.974,41.41,320,1.000,bicubic -resnet200d.ra2_in1k,83.964,16.036,96.824,3.176,64.69,320,1.000,bicubic +eca_nfnet_l1.ra2_in1k,84.012,15.988,97.026,2.974,41.41,320,1.000,bicubic +resnet200d.ra2_in1k,83.964,16.036,96.826,3.174,64.69,320,1.000,bicubic edgenext_base.usi_in1k,83.958,16.042,96.770,3.230,18.51,320,1.000,bicubic regnety_080.ra3_in1k,83.926,16.074,96.890,3.110,39.18,288,1.000,bicubic swin_s3_base_224.ms_in1k,83.920,16.080,96.672,3.328,71.13,224,0.900,bicubic regnety_640.seer_ft_in1k,83.908,16.092,96.922,3.078,281.38,384,1.000,bicubic -tf_efficientnetv2_s.in1k,83.900,16.100,96.698,3.302,21.46,384,1.000,bicubic -tresnet_v2_l.miil_in21k_ft_in1k,83.900,16.100,96.494,3.506,46.17,224,0.875,bilinear +tf_efficientnetv2_s.in1k,83.898,16.102,96.696,3.304,21.46,384,1.000,bicubic +tresnet_v2_l.miil_in21k_ft_in1k,83.894,16.106,96.490,3.510,46.17,224,0.875,bilinear gcvit_small.in1k,83.892,16.108,96.658,3.342,51.09,224,0.875,bicubic +fastvit_ma36.apple_in1k,83.882,16.118,96.742,3.258,44.07,256,0.950,bicubic xcit_small_24_p16_224.fb_dist_in1k,83.874,16.126,96.736,3.264,47.67,224,1.000,bicubic swinv2_small_window8_256.ms_in1k,83.854,16.146,96.644,3.356,49.73,256,0.900,bicubic -resnest200e.in1k,83.846,16.154,96.884,3.116,70.20,320,0.909,bicubic -crossvit_15_dagger_408.in1k,83.842,16.158,96.778,3.222,28.50,408,1.000,bicubic +resnest200e.in1k,83.844,16.156,96.884,3.116,70.20,320,0.909,bicubic +crossvit_15_dagger_408.in1k,83.840,16.160,96.778,3.222,28.50,408,1.000,bicubic focalnet_base_lrf.ms_in1k,83.838,16.162,96.608,3.392,88.75,224,0.900,bicubic -resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k_384,83.834,16.166,97.126,2.874,236.34,384,1.000,bicubic +resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k_384,83.836,16.164,97.126,2.874,236.34,384,1.000,bicubic xcit_small_24_p8_224.fb_in1k,83.834,16.166,96.632,3.368,47.63,224,1.000,bicubic -focalnet_base_srf.ms_in1k,83.818,16.182,96.682,3.318,88.15,224,0.900,bicubic -tf_efficientnet_b5.ra_in1k,83.810,16.190,96.754,3.246,30.39,456,0.934,bicubic -efficientnetv2_rw_s.ra2_in1k,83.808,16.192,96.732,3.268,23.94,384,1.000,bicubic -vit_small_patch16_384.augreg_in21k_ft_in1k,83.802,16.198,97.098,2.902,22.20,384,1.000,bicubic -deit3_base_patch16_224.fb_in1k,83.786,16.214,96.588,3.412,86.59,224,0.900,bicubic +focalnet_base_srf.ms_in1k,83.820,16.180,96.680,3.320,88.15,224,0.900,bicubic +tf_efficientnet_b5.ra_in1k,83.814,16.186,96.752,3.248,30.39,456,0.934,bicubic +efficientnetv2_rw_s.ra2_in1k,83.806,16.194,96.732,3.268,23.94,384,1.000,bicubic +vit_small_patch16_384.augreg_in21k_ft_in1k,83.804,16.196,97.100,2.900,22.20,384,1.000,bicubic +efficientvit_b3.r256_in1k,83.802,16.198,96.516,3.484,48.65,256,1.000,bicubic +deit3_base_patch16_224.fb_in1k,83.786,16.214,96.586,3.414,86.59,224,0.900,bicubic regnety_160.swag_lc_in1k,83.782,16.218,97.280,2.720,83.59,224,0.965,bicubic mvitv2_small.fb_in1k,83.770,16.230,96.576,3.424,34.87,224,0.900,bicubic -pit_b_distilled_224.in1k,83.766,16.234,96.466,3.534,74.79,224,0.900,bicubic +pit_b_distilled_224.in1k,83.766,16.234,96.468,3.532,74.79,224,0.900,bicubic swin_s3_small_224.ms_in1k,83.756,16.244,96.452,3.548,49.74,224,0.900,bicubic -xcit_medium_24_p8_224.fb_in1k,83.748,16.252,96.400,3.600,84.32,224,1.000,bicubic xcit_tiny_24_p8_384.fb_dist_in1k,83.746,16.254,96.710,3.290,12.11,384,1.000,bicubic -pvt_v2_b5.in1k,83.742,16.258,96.634,3.366,81.96,224,0.900,bicubic +xcit_medium_24_p8_224.fb_in1k,83.746,16.254,96.400,3.600,84.32,224,1.000,bicubic +repvit_m2_3.dist_450e_in1k,83.742,16.258,96.644,3.356,23.69,224,0.950,bicubic +pvt_v2_b5.in1k,83.740,16.260,96.636,3.364,81.96,224,0.900,bicubic convformer_s18.sail_in22k_ft_in1k,83.738,16.262,97.048,2.952,26.77,224,1.000,bicubic regnety_064.ra3_in1k,83.720,16.280,96.722,3.278,30.58,288,1.000,bicubic -regnetv_064.ra3_in1k,83.716,16.284,96.744,3.256,30.58,288,1.000,bicubic -pvt_v2_b4.in1k,83.710,16.290,96.674,3.326,62.56,224,0.900,bicubic +regnetv_064.ra3_in1k,83.716,16.284,96.742,3.258,30.58,288,1.000,bicubic +pvt_v2_b4.in1k,83.712,16.288,96.670,3.330,62.56,224,0.900,bicubic resnetrs152.tf_in1k,83.702,16.298,96.612,3.388,86.62,320,1.000,bicubic convnext_small.fb_in1k,83.700,16.300,96.808,3.192,50.22,288,1.000,bicubic -regnety_160.deit_in1k,83.690,16.310,96.782,3.218,83.59,288,1.000,bicubic +regnety_160.deit_in1k,83.690,16.310,96.780,3.220,83.59,288,1.000,bicubic tf_efficientnet_b5.aa_in1k,83.688,16.312,96.712,3.288,30.39,456,0.934,bicubic -resnet152d.ra2_in1k,83.684,16.316,96.740,3.260,60.21,320,1.000,bicubic -twins_svt_large.in1k,83.678,16.322,96.590,3.410,99.27,224,0.900,bicubic -caformer_s18.sail_in1k,83.656,16.344,96.516,3.484,26.34,224,1.000,bicubic -efficientformerv2_l.snap_dist_in1k,83.632,16.368,96.560,3.440,26.32,224,0.950,bicubic +resnet152d.ra2_in1k,83.684,16.316,96.738,3.262,60.21,320,1.000,bicubic +twins_svt_large.in1k,83.678,16.322,96.588,3.412,99.27,224,0.900,bicubic +caformer_s18.sail_in1k,83.654,16.346,96.518,3.482,26.34,224,1.000,bicubic +efficientformerv2_l.snap_dist_in1k,83.632,16.368,96.558,3.442,26.32,224,0.950,bicubic swin_base_patch4_window7_224.ms_in1k,83.606,16.394,96.452,3.548,87.77,224,0.900,bicubic coat_lite_medium.in1k,83.600,16.400,96.728,3.272,44.57,224,0.900,bicubic coatnet_1_rw_224.sw_in1k,83.596,16.404,96.382,3.618,41.72,224,0.950,bicubic resmlp_big_24_224.fb_distilled_in1k,83.592,16.408,96.650,3.350,129.14,224,0.875,bicubic -cs3se_edgenet_x.c2ns_in1k,83.542,16.458,96.672,3.328,50.72,320,1.000,bicubic +inception_next_small.sail_in1k,83.578,16.422,96.598,3.402,49.37,224,0.875,bicubic +repvgg_d2se.rvgg_in1k,83.560,16.440,96.658,3.342,133.33,320,1.000,bilinear +cs3se_edgenet_x.c2ns_in1k,83.546,16.454,96.670,3.330,50.72,320,1.000,bicubic nest_base_jx.goog_in1k,83.534,16.466,96.374,3.626,67.72,224,0.875,bicubic +repvit_m2_3.dist_300e_in1k,83.504,16.496,96.514,3.486,23.69,224,0.950,bicubic maxvit_tiny_rw_224.sw_in1k,83.504,16.496,96.504,3.496,29.06,224,0.950,bicubic +fastvit_sa36.apple_in1k,83.500,16.500,96.630,3.370,31.53,256,0.900,bicubic swinv2_cr_small_ns_224.sw_in1k,83.498,16.502,96.484,3.516,49.70,224,0.900,bicubic focalnet_small_lrf.ms_in1k,83.494,16.506,96.580,3.420,50.34,224,0.900,bicubic dm_nfnet_f0.dm_in1k,83.486,16.514,96.568,3.432,71.49,256,0.900,bicubic convnextv2_tiny.fcmae_ft_in1k,83.464,16.536,96.718,3.282,28.64,288,1.000,bicubic +efficientvit_b3.r224_in1k,83.460,16.540,96.330,3.670,48.65,224,0.950,bicubic resnet152.a1h_in1k,83.450,16.550,96.538,3.462,60.19,288,1.000,bicubic cait_s24_224.fb_dist_in1k,83.442,16.558,96.574,3.426,46.92,224,1.000,bicubic -deit3_small_patch16_384.fb_in1k,83.430,16.570,96.674,3.326,22.21,384,1.000,bicubic +deit3_small_patch16_384.fb_in1k,83.428,16.572,96.674,3.326,22.21,384,1.000,bicubic focalnet_small_srf.ms_in1k,83.416,16.584,96.438,3.562,49.89,224,0.900,bicubic efficientnet_b4.ra2_in1k,83.414,16.586,96.598,3.402,19.34,384,1.000,bicubic maxvit_tiny_tf_224.in1k,83.402,16.598,96.590,3.410,30.92,224,0.950,bicubic mobilevitv2_200.cvnets_in22k_ft_in1k_384,83.400,16.600,96.582,3.418,18.45,384,1.000,bicubic sequencer2d_l.in1k,83.394,16.606,96.496,3.504,54.30,224,0.875,bicubic -deit_base_distilled_patch16_224.fb_in1k,83.386,16.614,96.488,3.512,87.34,224,0.900,bicubic +deit_base_distilled_patch16_224.fb_in1k,83.390,16.610,96.488,3.512,87.34,224,0.900,bicubic gcvit_tiny.in1k,83.384,16.616,96.398,3.602,28.22,224,0.875,bicubic efficientformer_l7.snap_dist_in1k,83.382,16.618,96.536,3.464,82.23,224,0.950,bicubic convnextv2_nano.fcmae_ft_in22k_in1k_384,83.374,16.626,96.744,3.256,15.62,384,1.000,bicubic coatnet_rmlp_1_rw_224.sw_in1k,83.362,16.638,96.450,3.550,41.69,224,0.950,bicubic -vit_base_patch32_384.augreg_in21k_ft_in1k,83.350,16.650,96.838,3.162,88.30,384,1.000,bicubic +vit_base_patch32_384.augreg_in21k_ft_in1k,83.352,16.648,96.840,3.160,88.30,384,1.000,bicubic +fastvit_sa24.apple_dist_in1k,83.342,16.658,96.552,3.448,21.55,256,0.900,bicubic resnext101_32x16d.fb_swsl_ig1b_ft_in1k,83.336,16.664,96.846,3.154,194.03,224,0.875,bilinear -regnety_320.seer_ft_in1k,83.334,16.666,96.706,3.294,145.05,384,1.000,bicubic -xcit_small_12_p8_224.fb_in1k,83.332,16.668,96.484,3.516,26.21,224,1.000,bicubic +xcit_small_12_p8_224.fb_in1k,83.334,16.666,96.482,3.518,26.21,224,1.000,bicubic +regnety_320.seer_ft_in1k,83.328,16.672,96.708,3.292,145.05,384,1.000,bicubic xcit_small_12_p16_224.fb_dist_in1k,83.328,16.672,96.416,3.584,26.25,224,1.000,bicubic swin_small_patch4_window7_224.ms_in22k_ft_in1k,83.298,16.702,96.964,3.036,49.61,224,0.900,bicubic vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,83.296,16.704,96.528,3.472,88.22,224,0.900,bicubic -tf_efficientnet_b4.ap_in1k,83.250,16.750,96.394,3.606,19.34,380,0.922,bicubic -resnext101_32x4d.fb_swsl_ig1b_ft_in1k,83.232,16.768,96.758,3.242,44.18,224,0.875,bilinear +tiny_vit_21m_224.in1k,83.254,16.746,96.592,3.408,21.20,224,0.950,bicubic +tf_efficientnet_b4.ap_in1k,83.250,16.750,96.396,3.604,19.34,380,0.922,bicubic +tiny_vit_11m_224.dist_in22k_ft_in1k,83.228,16.772,96.630,3.370,11.00,224,0.950,bicubic +resnext101_32x4d.fb_swsl_ig1b_ft_in1k,83.226,16.774,96.760,3.240,44.18,224,0.875,bilinear swin_small_patch4_window7_224.ms_in1k,83.208,16.792,96.316,3.684,49.61,224,0.900,bicubic -regnetv_040.ra3_in1k,83.198,16.802,96.658,3.342,20.64,288,1.000,bicubic -xception65.ra3_in1k,83.182,16.818,96.592,3.408,39.92,299,0.940,bicubic +regnetv_040.ra3_in1k,83.190,16.810,96.658,3.342,20.64,288,1.000,bicubic +xception65.ra3_in1k,83.180,16.820,96.592,3.408,39.92,299,0.940,bicubic tf_efficientnet_b5.in1k,83.176,16.824,96.536,3.464,30.39,456,0.934,bicubic -regnety_320.tv2_in1k,83.162,16.838,96.416,3.584,145.05,224,0.965,bicubic +regnety_320.tv2_in1k,83.162,16.838,96.414,3.586,145.05,224,0.965,bicubic resnext101_64x4d.c1_in1k,83.156,16.844,96.374,3.626,83.46,288,1.000,bicubic -rexnetr_200.sw_in12k_ft_in1k,83.136,16.864,96.636,3.364,16.52,288,1.000,bicubic -xception65p.ra3_in1k,83.136,16.864,96.484,3.516,39.82,299,0.940,bicubic +rexnetr_200.sw_in12k_ft_in1k,83.138,16.862,96.636,3.364,16.52,288,1.000,bicubic swinv2_cr_small_224.sw_in1k,83.136,16.864,96.108,3.892,49.70,224,0.900,bicubic -twins_pcpvt_large.in1k,83.130,16.870,96.602,3.398,60.99,224,0.900,bicubic +twins_pcpvt_large.in1k,83.130,16.870,96.604,3.396,60.99,224,0.900,bicubic +xception65p.ra3_in1k,83.126,16.874,96.482,3.518,39.82,299,0.940,bicubic nest_small_jx.goog_in1k,83.124,16.876,96.320,3.680,38.35,224,0.875,bicubic -twins_svt_base.in1k,83.122,16.878,96.416,3.584,56.07,224,0.900,bicubic -pvt_v2_b3.in1k,83.120,16.880,96.554,3.446,45.24,224,0.900,bicubic +twins_svt_base.in1k,83.120,16.880,96.414,3.586,56.07,224,0.900,bicubic +pvt_v2_b3.in1k,83.118,16.882,96.556,3.444,45.24,224,0.900,bicubic maxxvitv2_nano_rw_256.sw_in1k,83.110,16.890,96.324,3.676,23.70,256,0.950,bicubic -deit_base_patch16_384.fb_in1k,83.106,16.894,96.368,3.632,86.86,384,1.000,bicubic -deit3_medium_patch16_224.fb_in1k,83.086,16.914,96.296,3.704,38.85,224,0.900,bicubic -deit3_small_patch16_224.fb_in22k_ft_in1k,83.074,16.926,96.776,3.224,22.06,224,1.000,bicubic -tresnet_m.miil_in21k_ft_in1k,83.074,16.926,96.114,3.886,31.39,224,0.875,bilinear -tresnet_xl.miil_in1k_448,83.060,16.940,96.174,3.826,78.44,448,0.875,bilinear -regnety_040.ra3_in1k,83.044,16.956,96.498,3.502,20.65,288,1.000,bicubic +deit_base_patch16_384.fb_in1k,83.104,16.896,96.368,3.632,86.86,384,1.000,bicubic +efficientvit_b2.r288_in1k,83.100,16.900,96.304,3.696,24.33,288,1.000,bicubic +deit3_medium_patch16_224.fb_in1k,83.086,16.914,96.294,3.706,38.85,224,0.900,bicubic +deit3_small_patch16_224.fb_in22k_ft_in1k,83.076,16.924,96.776,3.224,22.06,224,1.000,bicubic +tresnet_m.miil_in21k_ft_in1k,83.070,16.930,96.110,3.890,31.39,224,0.875,bilinear +tresnet_xl.miil_in1k_448,83.058,16.942,96.172,3.828,78.44,448,0.875,bilinear +regnety_040.ra3_in1k,83.044,16.956,96.502,3.498,20.65,288,1.000,bicubic maxxvit_rmlp_nano_rw_256.sw_in1k,83.042,16.958,96.350,3.650,16.78,256,0.950,bicubic +resnet101d.ra2_in1k,83.020,16.980,96.452,3.548,44.57,320,1.000,bicubic tf_efficientnet_b4.aa_in1k,83.018,16.982,96.300,3.700,19.34,380,0.922,bicubic -resnet101d.ra2_in1k,83.016,16.984,96.452,3.548,44.57,320,1.000,bicubic -resnetv2_101.a1h_in1k,83.002,16.998,96.454,3.546,44.54,288,1.000,bicubic +resnetv2_101.a1h_in1k,83.000,17.000,96.454,3.546,44.54,288,1.000,bicubic resnext101_64x4d.tv_in1k,82.992,17.008,96.244,3.756,83.46,224,0.875,bilinear convformer_s18.sail_in1k,82.986,17.014,96.250,3.750,26.77,224,1.000,bicubic ecaresnet101d.miil_in1k,82.984,17.016,96.542,3.458,44.57,288,0.950,bicubic maxvit_rmlp_nano_rw_256.sw_in1k,82.954,17.046,96.266,3.734,15.50,256,0.950,bicubic mobilevitv2_175.cvnets_in22k_ft_in1k_384,82.938,17.062,96.426,3.574,14.25,384,1.000,bicubic maxvit_nano_rw_256.sw_in1k,82.928,17.072,96.220,3.780,15.45,256,0.950,bicubic -xcit_large_24_p16_224.fb_in1k,82.900,17.100,95.886,4.114,189.10,224,1.000,bicubic +xcit_large_24_p16_224.fb_in1k,82.902,17.098,95.884,4.116,189.10,224,1.000,bicubic resnest101e.in1k,82.884,17.116,96.322,3.678,48.28,256,0.875,bilinear resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k,82.876,17.124,96.582,3.418,236.34,224,0.875,bicubic convnext_nano.in12k_ft_in1k,82.862,17.138,96.556,3.444,15.59,288,1.000,bicubic resnext101_32x8d.tv2_in1k,82.832,17.168,96.232,3.768,88.79,224,0.965,bilinear -resnetv2_50x1_bit.goog_distilled_in1k,82.820,17.180,96.514,3.486,25.55,224,0.875,bicubic +resnetv2_50x1_bit.goog_distilled_in1k,82.824,17.176,96.518,3.482,25.55,224,0.875,bicubic sequencer2d_m.in1k,82.812,17.188,96.274,3.726,38.31,224,0.875,bicubic regnetx_320.tv2_in1k,82.810,17.190,96.208,3.792,107.81,224,0.965,bicubic swinv2_tiny_window16_256.ms_in1k,82.804,17.196,96.236,3.764,28.35,256,0.900,bicubic pnasnet5large.tf_in1k,82.782,17.218,96.040,3.960,86.06,331,0.911,bicubic resnet101.a1h_in1k,82.778,17.222,96.310,3.690,44.55,288,1.000,bicubic -rexnet_300.nav_in1k,82.774,17.226,96.236,3.764,34.71,224,0.875,bicubic +rexnet_300.nav_in1k,82.774,17.226,96.238,3.762,34.71,224,0.875,bicubic vit_relpos_base_patch16_clsgap_224.sw_in1k,82.760,17.240,96.172,3.828,86.43,224,0.900,bicubic -nfnet_l0.ra2_in1k,82.752,17.248,96.516,3.484,35.07,288,1.000,bicubic +nfnet_l0.ra2_in1k,82.750,17.250,96.516,3.484,35.07,288,1.000,bicubic resnet152.a1_in1k,82.732,17.268,95.720,4.280,60.19,288,1.000,bicubic -regnety_032.ra_in1k,82.728,17.272,96.416,3.584,19.44,288,1.000,bicubic -twins_pcpvt_base.in1k,82.710,17.290,96.346,3.654,43.83,224,0.900,bicubic +regnety_032.ra_in1k,82.726,17.274,96.416,3.584,19.44,288,1.000,bicubic +twins_pcpvt_base.in1k,82.714,17.286,96.346,3.654,43.83,224,0.900,bicubic cs3edgenet_x.c2_in1k,82.708,17.292,96.370,3.630,47.82,288,1.000,bicubic resnext101_32x8d.fb_wsl_ig1b_ft_in1k,82.698,17.302,96.632,3.368,88.79,224,0.875,bilinear convnext_tiny.fb_in1k,82.698,17.302,96.144,3.856,28.59,288,1.000,bicubic davit_tiny.msft_in1k,82.696,17.304,96.274,3.726,28.36,224,0.950,bicubic +efficientvit_b2.r256_in1k,82.690,17.310,96.094,3.906,24.33,256,1.000,bicubic +fastvit_sa24.apple_in1k,82.678,17.322,96.272,3.728,21.55,256,0.900,bicubic tf_efficientnetv2_b3.in21k_ft_in1k,82.670,17.330,96.626,3.374,14.36,300,0.900,bicubic convnextv2_nano.fcmae_ft_in22k_in1k,82.664,17.336,96.520,3.480,15.62,288,1.000,bicubic cs3sedarknet_x.c2ns_in1k,82.658,17.342,96.350,3.650,35.40,288,1.000,bicubic -regnety_160.tv2_in1k,82.642,17.358,96.216,3.784,83.59,224,0.965,bicubic -xcit_medium_24_p16_224.fb_in1k,82.640,17.360,95.984,4.016,84.40,224,1.000,bicubic -regnetz_c16.ra3_in1k,82.634,17.366,96.322,3.678,13.46,320,1.000,bicubic -regnetz_c16_evos.ch_in1k,82.632,17.368,96.474,3.526,13.49,320,0.950,bicubic +regnety_160.tv2_in1k,82.646,17.354,96.214,3.786,83.59,224,0.965,bicubic +xcit_medium_24_p16_224.fb_in1k,82.640,17.360,95.982,4.018,84.40,224,1.000,bicubic +regnetz_c16_evos.ch_in1k,82.636,17.364,96.474,3.526,13.49,320,0.950,bicubic +regnetz_c16.ra3_in1k,82.632,17.368,96.318,3.682,13.46,320,1.000,bicubic nasnetalarge.tf_in1k,82.626,17.374,96.042,3.958,88.75,331,0.911,bicubic -poolformerv2_m48.sail_in1k,82.620,17.380,96.072,3.928,73.35,224,1.000,bicubic +poolformerv2_m48.sail_in1k,82.618,17.382,96.072,3.928,73.35,224,1.000,bicubic tf_efficientnet_b4.in1k,82.608,17.392,96.128,3.872,19.34,380,0.922,bicubic resnet152.a2_in1k,82.608,17.392,95.752,4.248,60.19,288,1.000,bicubic resnetaa50d.sw_in12k_ft_in1k,82.600,17.400,96.498,3.502,25.58,288,1.000,bicubic levit_384.fb_dist_in1k,82.596,17.404,96.018,3.982,39.13,224,0.900,bicubic -regnety_080_tv.tv2_in1k,82.590,17.410,96.248,3.752,39.38,224,0.965,bicubic -levit_conv_384.fb_dist_in1k,82.590,17.410,96.018,3.982,39.13,224,0.900,bicubic +regnety_080_tv.tv2_in1k,82.594,17.406,96.248,3.752,39.38,224,0.965,bicubic +levit_conv_384.fb_dist_in1k,82.590,17.410,96.016,3.984,39.13,224,0.900,bicubic mobilevitv2_150.cvnets_in22k_ft_in1k_384,82.586,17.414,96.314,3.686,10.59,384,1.000,bicubic convnext_tiny_hnf.a2h_in1k,82.584,17.416,96.008,3.992,28.59,288,1.000,bicubic vit_base_patch32_clip_224.laion2b_ft_in1k,82.582,17.418,96.200,3.800,88.22,224,0.900,bicubic -xcit_small_24_p16_224.fb_in1k,82.580,17.420,96.012,3.988,47.67,224,1.000,bicubic -eca_nfnet_l0.ra2_in1k,82.578,17.422,96.494,3.506,24.14,288,1.000,bicubic +eca_nfnet_l0.ra2_in1k,82.578,17.422,96.492,3.508,24.14,288,1.000,bicubic +xcit_small_24_p16_224.fb_in1k,82.576,17.424,96.012,3.988,47.67,224,1.000,bicubic vit_relpos_medium_patch16_cls_224.sw_in1k,82.572,17.428,96.068,3.932,38.76,224,0.900,bicubic xcit_tiny_24_p16_384.fb_dist_in1k,82.570,17.430,96.276,3.724,12.12,384,1.000,bicubic xcit_tiny_24_p8_224.fb_dist_in1k,82.566,17.434,96.172,3.828,12.11,224,1.000,bicubic regnetx_160.tv2_in1k,82.566,17.434,96.058,3.942,54.28,224,0.965,bicubic -efficientformer_l3.snap_dist_in1k,82.550,17.450,96.248,3.752,31.41,224,0.950,bicubic +efficientformer_l3.snap_dist_in1k,82.548,17.452,96.250,3.750,31.41,224,0.950,bicubic +flexivit_small.1200ep_in1k,82.526,17.474,96.126,3.874,22.06,240,0.950,bicubic resnet61q.ra2_in1k,82.524,17.476,96.130,3.870,36.85,288,1.000,bicubic -flexivit_small.1200ep_in1k,82.520,17.480,96.124,3.876,22.06,240,0.950,bicubic -crossvit_18_dagger_240.in1k,82.516,17.484,96.066,3.934,44.27,240,0.875,bicubic -wide_resnet101_2.tv2_in1k,82.498,17.502,96.018,3.982,126.89,224,0.965,bilinear +crossvit_18_dagger_240.in1k,82.518,17.482,96.068,3.932,44.27,240,0.875,bicubic +repvit_m1_5.dist_450e_in1k,82.512,17.488,96.112,3.888,14.64,224,0.950,bicubic +wide_resnet101_2.tv2_in1k,82.502,17.498,96.016,3.984,126.89,224,0.965,bilinear vit_relpos_base_patch16_224.sw_in1k,82.496,17.504,96.138,3.862,86.43,224,0.900,bicubic convnextv2_nano.fcmae_ft_in1k,82.486,17.514,96.226,3.774,15.62,288,1.000,bicubic poolformer_m48.sail_in1k,82.482,17.518,95.966,4.034,73.47,224,0.950,bicubic +inception_next_tiny.sail_in1k,82.478,17.522,96.022,3.978,28.06,224,0.875,bicubic vit_relpos_medium_patch16_224.sw_in1k,82.462,17.538,96.082,3.918,38.75,224,0.900,bicubic -gc_efficientnetv2_rw_t.agc_in1k,82.452,17.548,96.292,3.708,13.68,288,1.000,bicubic -pit_b_224.in1k,82.438,17.562,95.716,4.284,73.76,224,0.900,bicubic +gc_efficientnetv2_rw_t.agc_in1k,82.456,17.544,96.296,3.704,13.68,288,1.000,bicubic +pit_b_224.in1k,82.438,17.562,95.714,4.286,73.76,224,0.900,bicubic mvitv2_tiny.fb_in1k,82.410,17.590,96.152,3.848,24.17,224,0.900,bicubic coatnet_bn_0_rw_224.sw_in1k,82.400,17.600,96.186,3.814,27.44,224,0.950,bicubic -crossvit_18_240.in1k,82.396,17.604,96.060,3.940,43.27,240,0.875,bicubic +crossvit_18_240.in1k,82.400,17.600,96.060,3.940,43.27,240,0.875,bicubic coatnet_0_rw_224.sw_in1k,82.390,17.610,95.836,4.164,27.44,224,0.950,bicubic xcit_tiny_12_p8_384.fb_dist_in1k,82.388,17.612,96.220,3.780,6.71,384,1.000,bicubic tf_efficientnet_b2.ns_jft_in1k,82.378,17.622,96.254,3.746,9.11,260,0.890,bicubic +repvit_m1_5.dist_300e_in1k,82.376,17.624,96.030,3.970,14.64,224,0.950,bicubic coat_small.in1k,82.362,17.638,96.208,3.792,21.69,224,0.900,bicubic -flexivit_small.600ep_in1k,82.362,17.638,96.082,3.918,22.06,240,0.950,bicubic -resnet51q.ra2_in1k,82.360,17.640,96.182,3.818,35.70,288,1.000,bilinear +flexivit_small.600ep_in1k,82.362,17.638,96.084,3.916,22.06,240,0.950,bicubic +resnet51q.ra2_in1k,82.360,17.640,96.186,3.814,35.70,288,1.000,bilinear ecaresnet50t.ra2_in1k,82.352,17.648,96.140,3.860,25.57,320,0.950,bicubic efficientnetv2_rw_t.ra2_in1k,82.350,17.650,96.192,3.808,13.65,288,1.000,bicubic resnetv2_101x1_bit.goog_in21k_ft_in1k,82.342,17.658,96.520,3.480,44.54,448,1.000,bilinear -sequencer2d_s.in1k,82.340,17.660,96.030,3.970,27.65,224,0.875,bicubic +sequencer2d_s.in1k,82.340,17.660,96.028,3.972,27.65,224,0.875,bicubic mobilevitv2_200.cvnets_in22k_ft_in1k,82.332,17.668,95.942,4.058,18.45,256,0.888,bicubic -crossvit_15_dagger_240.in1k,82.330,17.670,95.960,4.040,28.21,240,0.875,bicubic +crossvit_15_dagger_240.in1k,82.330,17.670,95.956,4.044,28.21,240,0.875,bicubic resnet101.a1_in1k,82.322,17.678,95.632,4.368,44.55,288,1.000,bicubic -coat_lite_small.in1k,82.314,17.686,95.848,4.152,19.84,224,0.900,bicubic +coat_lite_small.in1k,82.312,17.688,95.850,4.150,19.84,224,0.900,bicubic vit_relpos_medium_patch16_rpn_224.sw_in1k,82.310,17.690,95.972,4.028,38.73,224,0.900,bicubic mixer_b16_224.miil_in21k_ft_in1k,82.306,17.694,95.720,4.280,59.88,224,0.875,bilinear convit_base.fb_in1k,82.290,17.710,95.936,4.064,86.54,224,0.875,bicubic -resnet152.tv2_in1k,82.288,17.712,96.004,3.996,60.19,224,0.965,bilinear +resnet152.tv2_in1k,82.286,17.714,96.004,3.996,60.19,224,0.965,bilinear resnetrs101.tf_in1k,82.284,17.716,96.014,3.986,63.62,288,0.940,bicubic wide_resnet50_2.racm_in1k,82.280,17.720,96.064,3.936,68.88,288,0.950,bicubic tresnet_l.miil_in1k_448,82.276,17.724,95.978,4.022,55.99,448,0.875,bilinear -efficientnet_b3.ra2_in1k,82.242,17.758,96.118,3.882,12.23,320,1.000,bicubic +efficientnet_b3.ra2_in1k,82.246,17.754,96.118,3.882,12.23,320,1.000,bicubic vit_srelpos_medium_patch16_224.sw_in1k,82.240,17.760,95.942,4.058,38.74,224,0.900,bicubic resnet101.a2_in1k,82.236,17.764,95.730,4.270,44.55,288,1.000,bicubic cs3darknet_x.c2ns_in1k,82.222,17.778,96.230,3.770,35.05,288,1.000,bicubic poolformerv2_m36.sail_in1k,82.216,17.784,95.924,4.076,56.08,224,1.000,bicubic -crossvit_base_240.in1k,82.216,17.784,95.832,4.168,105.03,240,0.875,bicubic -vit_base_patch16_rpn_224.sw_in1k,82.206,17.794,95.998,4.002,86.54,224,0.900,bicubic +crossvit_base_240.in1k,82.214,17.786,95.834,4.166,105.03,240,0.875,bicubic cait_xxs36_384.fb_dist_in1k,82.204,17.796,96.144,3.856,17.37,384,1.000,bicubic +vit_base_patch16_rpn_224.sw_in1k,82.202,17.798,95.996,4.004,86.54,224,0.900,bicubic seresnext50_32x4d.racm_in1k,82.196,17.804,96.148,3.852,27.56,288,0.950,bicubic pvt_v2_b2_li.in1k,82.194,17.806,96.092,3.908,22.55,224,0.900,bicubic -flexivit_small.300ep_in1k,82.178,17.822,96.036,3.964,22.06,240,0.950,bicubic -resnext50_32x4d.fb_swsl_ig1b_ft_in1k,82.174,17.826,96.222,3.778,25.03,224,0.875,bilinear +flexivit_small.300ep_in1k,82.178,17.822,96.038,3.962,22.06,240,0.950,bicubic +resnext50_32x4d.fb_swsl_ig1b_ft_in1k,82.172,17.828,96.224,3.776,25.03,224,0.875,bilinear efficientformerv2_s2.snap_dist_in1k,82.166,17.834,95.910,4.090,12.71,224,0.950,bicubic focalnet_tiny_lrf.ms_in1k,82.154,17.846,95.948,4.052,28.65,224,0.900,bicubic +efficientvit_b2.r224_in1k,82.148,17.852,95.706,4.294,24.33,224,0.950,bicubic swin_s3_tiny_224.ms_in1k,82.144,17.856,95.954,4.046,28.33,224,0.900,bicubic -focalnet_tiny_srf.ms_in1k,82.134,17.866,95.968,4.032,28.43,224,0.900,bicubic +focalnet_tiny_srf.ms_in1k,82.138,17.862,95.968,4.032,28.43,224,0.900,bicubic ecaresnet50t.a1_in1k,82.128,17.872,95.642,4.358,25.57,288,1.000,bicubic -visformer_small.in1k,82.102,17.898,95.878,4.122,40.22,224,0.900,bicubic +visformer_small.in1k,82.106,17.894,95.878,4.122,40.22,224,0.900,bicubic poolformer_m36.sail_in1k,82.102,17.898,95.698,4.302,56.17,224,0.950,bicubic -pvt_v2_b2.in1k,82.086,17.914,95.956,4.044,25.36,224,0.900,bicubic -tresnet_xl.miil_in1k,82.074,17.926,95.926,4.074,78.44,224,0.875,bilinear -halo2botnet50ts_256.a1h_in1k,82.062,17.938,95.634,4.366,22.64,256,0.950,bicubic -coatnet_rmlp_nano_rw_224.sw_in1k,82.050,17.950,95.880,4.120,15.15,224,0.900,bicubic -hrnet_w18_ssld.paddle_in1k,82.046,17.954,96.250,3.750,21.30,288,1.000,bilinear -fbnetv3_g.ra2_in1k,82.036,17.964,96.058,3.942,16.62,288,0.950,bilinear +pvt_v2_b2.in1k,82.084,17.916,95.956,4.044,25.36,224,0.900,bicubic +tresnet_xl.miil_in1k,82.074,17.926,95.928,4.072,78.44,224,0.875,bilinear +halo2botnet50ts_256.a1h_in1k,82.060,17.940,95.634,4.366,22.64,256,0.950,bicubic +coatnet_rmlp_nano_rw_224.sw_in1k,82.050,17.950,95.878,4.122,15.15,224,0.900,bicubic +hrnet_w18_ssld.paddle_in1k,82.048,17.952,96.250,3.750,21.30,288,1.000,bilinear +fbnetv3_g.ra2_in1k,82.040,17.960,96.060,3.940,16.62,288,0.950,bilinear resnext50_32x4d.a1h_in1k,82.014,17.986,95.934,4.066,25.03,288,1.000,bicubic -resnetv2_50d_evos.ah_in1k,82.000,18.000,95.900,4.100,25.59,288,1.000,bicubic +resnetv2_50d_evos.ah_in1k,82.002,17.998,95.900,4.100,25.59,288,1.000,bicubic ecaresnet101d_pruned.miil_in1k,81.998,18.002,96.160,3.840,24.88,288,0.950,bicubic deit_base_patch16_224.fb_in1k,81.992,18.008,95.736,4.264,86.57,224,0.900,bicubic -xception41p.ra3_in1k,81.972,18.028,95.796,4.204,26.91,299,0.940,bicubic +xception41p.ra3_in1k,81.972,18.028,95.802,4.198,26.91,299,0.940,bicubic +tf_efficientnetv2_b3.in1k,81.972,18.028,95.784,4.216,14.36,300,0.904,bicubic xcit_small_12_p16_224.fb_in1k,81.970,18.030,95.812,4.188,26.25,224,1.000,bicubic -tf_efficientnetv2_b3.in1k,81.970,18.030,95.788,4.212,14.36,300,0.904,bicubic resnetv2_50d_gn.ah_in1k,81.958,18.042,95.928,4.072,25.57,288,1.000,bicubic -gcvit_xtiny.in1k,81.954,18.046,95.968,4.032,19.98,224,0.875,bicubic +gcvit_xtiny.in1k,81.954,18.046,95.966,4.034,19.98,224,0.875,bicubic coatnext_nano_rw_224.sw_in1k,81.942,18.058,95.916,4.084,14.70,224,0.900,bicubic mobilevitv2_175.cvnets_in22k_ft_in1k,81.938,18.062,95.790,4.210,14.25,256,0.888,bicubic vit_base_patch32_clip_224.openai_ft_in1k,81.930,18.070,95.966,4.034,88.22,224,0.900,bicubic xcit_tiny_24_p8_224.fb_in1k,81.892,18.108,95.970,4.030,12.11,224,1.000,bicubic -resnet101.tv2_in1k,81.890,18.110,95.768,4.232,44.55,224,0.965,bilinear +resnet101.tv2_in1k,81.888,18.112,95.768,4.232,44.55,224,0.965,bilinear vit_small_r26_s32_224.augreg_in21k_ft_in1k,81.864,18.136,96.022,3.978,36.43,224,0.900,bicubic -resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k,81.842,18.158,96.092,3.908,194.03,224,0.875,bilinear -tf_efficientnet_b3.ap_in1k,81.826,18.174,95.626,4.374,12.23,300,0.904,bicubic +fastvit_sa12.apple_dist_in1k,81.854,18.146,95.710,4.290,11.58,256,0.900,bicubic +resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k,81.838,18.162,96.092,3.908,194.03,224,0.875,bilinear swinv2_tiny_window8_256.ms_in1k,81.820,18.180,95.994,4.006,28.35,256,0.900,bicubic -pit_s_distilled_224.in1k,81.808,18.192,95.728,4.272,24.04,224,0.900,bicubic +tf_efficientnet_b3.ap_in1k,81.820,18.180,95.626,4.374,12.23,300,0.904,bicubic +pit_s_distilled_224.in1k,81.814,18.186,95.730,4.270,24.04,224,0.900,bicubic swinv2_cr_tiny_ns_224.sw_in1k,81.802,18.198,95.818,4.182,28.33,224,0.900,bicubic -vit_base_patch16_224.orig_in21k_ft_in1k,81.786,18.214,96.124,3.876,86.57,224,0.900,bicubic -cs3sedarknet_l.c2ns_in1k,81.784,18.216,95.958,4.042,21.91,288,0.950,bicubic -regnety_032.tv2_in1k,81.756,18.244,95.840,4.160,19.44,224,0.965,bicubic -tresnet_m.miil_in1k_448,81.708,18.292,95.574,4.426,31.39,448,0.875,bilinear -coatnet_nano_rw_224.sw_in1k,81.698,18.302,95.646,4.354,15.14,224,0.900,bicubic -twins_svt_small.in1k,81.678,18.322,95.660,4.340,24.06,224,0.900,bicubic -halonet50ts.a1h_in1k,81.660,18.340,95.610,4.390,22.73,256,0.940,bicubic -ecaresnet50t.a2_in1k,81.658,18.342,95.552,4.448,25.57,288,1.000,bicubic +vit_base_patch16_224.orig_in21k_ft_in1k,81.790,18.210,96.126,3.874,86.57,224,0.900,bicubic +cs3sedarknet_l.c2ns_in1k,81.784,18.216,95.964,4.036,21.91,288,0.950,bicubic +regnety_032.tv2_in1k,81.756,18.244,95.844,4.156,19.44,224,0.965,bicubic +tresnet_m.miil_in1k_448,81.710,18.290,95.574,4.426,31.39,448,0.875,bilinear +coatnet_nano_rw_224.sw_in1k,81.696,18.304,95.646,4.354,15.14,224,0.900,bicubic +twins_svt_small.in1k,81.676,18.324,95.658,4.342,24.06,224,0.900,bicubic +halonet50ts.a1h_in1k,81.662,18.338,95.610,4.390,22.73,256,0.940,bicubic +ecaresnet50t.a2_in1k,81.658,18.342,95.550,4.450,25.57,288,1.000,bicubic ecaresnet50d.miil_in1k,81.650,18.350,95.882,4.118,25.58,288,0.950,bicubic -tf_efficientnet_b3.aa_in1k,81.644,18.356,95.722,4.278,12.23,300,0.904,bicubic -rexnet_200.nav_in1k,81.636,18.364,95.664,4.336,16.37,224,0.875,bicubic +tf_efficientnet_b3.aa_in1k,81.640,18.360,95.722,4.278,12.23,300,0.904,bicubic +rexnet_200.nav_in1k,81.636,18.364,95.666,4.334,16.37,224,0.875,bicubic resnetaa50.a1h_in1k,81.614,18.386,95.802,4.198,25.56,288,1.000,bicubic resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k,81.606,18.394,96.040,3.960,88.79,224,0.875,bilinear -wide_resnet50_2.tv2_in1k,81.606,18.394,95.762,4.238,68.88,224,0.965,bilinear +wide_resnet50_2.tv2_in1k,81.606,18.394,95.760,4.240,68.88,224,0.965,bilinear convnext_nano_ols.d1h_in1k,81.600,18.400,95.636,4.364,15.65,288,1.000,bicubic -poolformerv2_s36.sail_in1k,81.568,18.432,95.690,4.310,30.79,224,1.000,bicubic +poolformerv2_s36.sail_in1k,81.566,18.434,95.690,4.310,30.79,224,1.000,bicubic edgenext_small.usi_in1k,81.564,18.436,95.712,4.288,5.59,320,1.000,bicubic -lamhalobotnet50ts_256.a1h_in1k,81.554,18.446,95.490,4.510,22.57,256,0.950,bicubic -regnetx_080.tv2_in1k,81.538,18.462,95.542,4.458,39.57,224,0.965,bicubic +lamhalobotnet50ts_256.a1h_in1k,81.552,18.448,95.492,4.508,22.57,256,0.950,bicubic +regnetx_080.tv2_in1k,81.540,18.460,95.542,4.458,39.57,224,0.965,bicubic tnt_s_patch16_224,81.536,18.464,95.736,4.264,23.76,224,0.900,bicubic -crossvit_15_240.in1k,81.534,18.466,95.692,4.308,27.53,240,0.875,bicubic -tf_efficientnet_lite4.in1k,81.532,18.468,95.664,4.336,13.01,380,0.920,bilinear -levit_conv_256.fb_dist_in1k,81.520,18.480,95.490,4.510,18.89,224,0.900,bicubic -levit_256.fb_dist_in1k,81.514,18.486,95.492,4.508,18.89,224,0.900,bicubic +crossvit_15_240.in1k,81.536,18.464,95.690,4.310,27.53,240,0.875,bicubic +tf_efficientnet_lite4.in1k,81.530,18.470,95.664,4.336,13.01,380,0.920,bilinear +levit_256.fb_dist_in1k,81.524,18.476,95.494,4.506,18.89,224,0.900,bicubic +levit_conv_256.fb_dist_in1k,81.522,18.478,95.490,4.510,18.89,224,0.900,bicubic vit_large_patch32_384.orig_in21k_ft_in1k,81.510,18.490,96.090,3.910,306.63,384,1.000,bicubic +repvit_m3.dist_in1k,81.502,18.498,95.568,4.432,10.68,224,0.950,bicubic +tiny_vit_11m_224.in1k,81.492,18.508,95.862,4.138,11.00,224,0.950,bicubic mobilevitv2_150.cvnets_in22k_ft_in1k,81.488,18.512,95.668,4.332,10.59,256,0.888,bicubic convnext_nano.d1h_in1k,81.482,18.518,95.658,4.342,15.59,288,1.000,bicubic tresnet_l.miil_in1k,81.480,18.520,95.624,4.376,55.99,224,0.875,bilinear @@ -555,449 +585,497 @@ nest_tiny_jx.goog_in1k,81.426,18.574,95.618,4.382,17.06,224,0.875,bicubic convit_small.fb_in1k,81.420,18.580,95.744,4.256,27.78,224,0.875,bicubic ecaresnetlight.miil_in1k,81.408,18.592,95.816,4.184,30.16,288,0.950,bicubic resnetv2_50.a1h_in1k,81.398,18.602,95.726,4.274,25.55,288,1.000,bicubic -tf_efficientnet_b1.ns_jft_in1k,81.394,18.606,95.736,4.264,7.79,240,0.882,bicubic -vit_small_patch16_224.augreg_in21k_ft_in1k,81.384,18.616,96.136,3.864,22.05,224,0.900,bicubic +tf_efficientnet_b1.ns_jft_in1k,81.388,18.612,95.738,4.262,7.79,240,0.882,bicubic +vit_small_patch16_224.augreg_in21k_ft_in1k,81.386,18.614,96.136,3.864,22.05,224,0.900,bicubic swin_tiny_patch4_window7_224.ms_in1k,81.376,18.624,95.544,4.456,28.29,224,0.900,bicubic deit3_small_patch16_224.fb_in1k,81.370,18.630,95.456,4.544,22.06,224,0.900,bicubic convmixer_1536_20.in1k,81.362,18.638,95.614,4.386,51.63,224,0.960,bicubic resnet50d.ra2_in1k,81.356,18.644,95.738,4.262,25.58,288,0.950,bicubic gernet_l.idstcv_in1k,81.354,18.646,95.530,4.470,31.08,256,0.875,bilinear +repvit_m1_1.dist_450e_in1k,81.312,18.688,95.560,4.440,8.80,224,0.950,bicubic efficientnet_el.ra_in1k,81.312,18.688,95.536,4.464,10.59,300,0.904,bicubic -legacy_senet154.in1k,81.308,18.692,95.492,4.508,115.09,224,0.875,bilinear +legacy_senet154.in1k,81.312,18.688,95.490,4.510,115.09,224,0.875,bilinear resnext50_32x4d.a2_in1k,81.304,18.696,95.096,4.904,25.03,288,1.000,bicubic seresnet50.ra2_in1k,81.284,18.716,95.652,4.348,28.09,288,0.950,bicubic coat_mini.in1k,81.270,18.730,95.382,4.618,10.34,224,0.900,bicubic -gcresnext50ts.ch_in1k,81.232,18.768,95.544,4.456,15.67,288,1.000,bicubic +gcresnext50ts.ch_in1k,81.230,18.770,95.542,4.458,15.67,288,1.000,bicubic senet154.gluon_in1k,81.226,18.774,95.358,4.642,115.09,224,0.875,bicubic -res2net101d.in1k,81.224,18.776,95.352,4.648,45.23,224,0.875,bilinear -deit_small_distilled_patch16_224.fb_in1k,81.218,18.782,95.384,4.616,22.44,224,0.900,bicubic -resnet50_gn.a1h_in1k,81.216,18.784,95.628,4.372,25.56,288,0.950,bicubic +res2net101d.in1k,81.218,18.782,95.350,4.650,45.23,224,0.875,bilinear +resnet50_gn.a1h_in1k,81.216,18.784,95.624,4.376,25.56,288,0.950,bicubic +deit_small_distilled_patch16_224.fb_in1k,81.216,18.784,95.384,4.616,22.44,224,0.900,bicubic resnet50.a1_in1k,81.214,18.786,95.102,4.898,25.56,288,1.000,bicubic xcit_tiny_12_p8_224.fb_dist_in1k,81.212,18.788,95.602,4.398,6.71,224,1.000,bicubic -resnet50.fb_swsl_ig1b_ft_in1k,81.182,18.818,95.992,4.008,25.56,224,0.875,bilinear resnext50_32x4d.tv2_in1k,81.182,18.818,95.340,4.660,25.03,224,0.965,bilinear -sebotnet33ts_256.a1h_in1k,81.166,18.834,95.168,4.832,13.70,256,0.940,bicubic -resnet50d.a2_in1k,81.164,18.836,95.084,4.916,25.58,288,1.000,bicubic -lambda_resnet50ts.a1h_in1k,81.156,18.844,95.098,4.902,21.54,256,0.950,bicubic +resnet50.fb_swsl_ig1b_ft_in1k,81.172,18.828,95.986,4.014,25.56,224,0.875,bilinear +sebotnet33ts_256.a1h_in1k,81.168,18.832,95.168,4.832,13.70,256,0.940,bicubic +resnet50d.a2_in1k,81.164,18.836,95.080,4.920,25.58,288,1.000,bicubic +lambda_resnet50ts.a1h_in1k,81.158,18.842,95.098,4.902,21.54,256,0.950,bicubic resmlp_36_224.fb_distilled_in1k,81.148,18.852,95.478,4.522,44.69,224,0.875,bicubic mobilevitv2_200.cvnets_in1k,81.134,18.866,95.362,4.638,18.45,256,0.888,bicubic resnest50d_4s2x40d.in1k,81.120,18.880,95.560,4.440,30.42,224,0.875,bicubic vit_small_patch16_384.augreg_in1k,81.116,18.884,95.574,4.426,22.20,384,1.000,bicubic seresnet50.a2_in1k,81.106,18.894,95.222,4.778,28.09,288,1.000,bicubic -vit_base_patch16_384.augreg_in1k,81.102,18.898,95.330,4.670,86.86,384,1.000,bicubic +vit_base_patch16_384.augreg_in1k,81.102,18.898,95.328,4.672,86.86,384,1.000,bicubic seresnet50.a1_in1k,81.102,18.898,95.120,4.880,28.09,288,1.000,bicubic -twins_pcpvt_small.in1k,81.096,18.904,95.648,4.352,24.11,224,0.900,bicubic +twins_pcpvt_small.in1k,81.092,18.908,95.648,4.352,24.11,224,0.900,bicubic vit_srelpos_small_patch16_224.sw_in1k,81.092,18.908,95.570,4.430,21.97,224,0.900,bicubic -pit_s_224.in1k,81.092,18.908,95.332,4.668,23.46,224,0.900,bicubic convnextv2_pico.fcmae_ft_in1k,81.086,18.914,95.480,4.520,9.07,288,0.950,bicubic -haloregnetz_b.ra3_in1k,81.048,18.952,95.200,4.800,11.68,224,0.940,bicubic +pit_s_224.in1k,81.086,18.914,95.330,4.670,23.46,224,0.900,bicubic +fastvit_s12.apple_dist_in1k,81.070,18.930,95.284,4.716,9.47,256,0.900,bicubic +haloregnetz_b.ra3_in1k,81.046,18.954,95.200,4.800,11.68,224,0.940,bicubic resmlp_big_24_224.fb_in1k,81.036,18.964,95.018,4.982,129.14,224,0.875,bicubic -crossvit_small_240.in1k,81.016,18.984,95.456,4.544,26.86,240,0.875,bicubic -resnet152s.gluon_in1k,81.002,18.998,95.410,4.590,60.32,224,0.875,bicubic +crossvit_small_240.in1k,81.018,18.982,95.456,4.544,26.86,240,0.875,bicubic +resnet152s.gluon_in1k,81.008,18.992,95.416,4.584,60.32,224,0.875,bicubic resnest50d_1s4x24d.in1k,80.988,19.012,95.326,4.674,25.68,224,0.875,bicubic cait_xxs24_384.fb_dist_in1k,80.972,19.028,95.640,4.360,12.03,384,1.000,bicubic resnet50.d_in1k,80.972,19.028,95.430,4.570,25.56,288,1.000,bicubic swin_tiny_patch4_window7_224.ms_in22k_ft_in1k,80.968,19.032,96.014,3.986,28.29,224,0.900,bicubic -resnest50d.in1k,80.964,19.036,95.384,4.616,27.48,224,0.875,bilinear -sehalonet33ts.ra2_in1k,80.956,19.044,95.276,4.724,13.69,256,0.940,bicubic +resnest50d.in1k,80.960,19.040,95.382,4.618,27.48,224,0.875,bilinear +sehalonet33ts.ra2_in1k,80.958,19.042,95.272,4.728,13.69,256,0.940,bicubic xcit_tiny_12_p16_384.fb_dist_in1k,80.938,19.062,95.414,4.586,6.72,384,1.000,bicubic regnetx_032.tv2_in1k,80.926,19.074,95.278,4.722,15.30,224,0.965,bicubic resnext101_32x4d.fb_ssl_yfcc100m_ft_in1k,80.924,19.076,95.734,4.266,44.18,224,0.875,bilinear resnet50.c1_in1k,80.912,19.088,95.552,4.448,25.56,288,1.000,bicubic cs3darknet_l.c2ns_in1k,80.896,19.104,95.662,4.338,21.16,288,0.950,bicubic -seresnext101_64x4d.gluon_in1k,80.896,19.104,95.296,4.704,88.23,224,0.875,bicubic +seresnext101_64x4d.gluon_in1k,80.894,19.106,95.296,4.704,88.23,224,0.875,bicubic seresnext101_32x4d.gluon_in1k,80.892,19.108,95.296,4.704,48.96,224,0.875,bicubic -cs3darknet_focus_l.c2ns_in1k,80.880,19.120,95.682,4.318,21.15,288,0.950,bicubic -tf_efficientnet_b3.in1k,80.878,19.122,95.300,4.700,12.23,300,0.904,bicubic +cs3darknet_focus_l.c2ns_in1k,80.876,19.124,95.682,4.318,21.15,288,0.950,bicubic +tiny_vit_5m_224.dist_in22k_ft_in1k,80.876,19.124,95.664,4.336,5.39,224,0.950,bicubic +tf_efficientnet_b3.in1k,80.874,19.126,95.300,4.700,12.23,300,0.904,bicubic resnet50.c2_in1k,80.870,19.130,95.534,4.466,25.56,288,1.000,bicubic mobilevitv2_175.cvnets_in1k,80.860,19.140,95.256,4.744,14.25,256,0.888,bicubic efficientnet_b3_pruned.in1k,80.852,19.148,95.244,4.756,9.86,300,0.904,bicubic -resnet50.tv2_in1k,80.850,19.150,95.434,4.566,25.56,224,0.965,bilinear -regnety_320.pycls_in1k,80.808,19.192,95.238,4.762,145.05,224,0.875,bicubic +resnet50.tv2_in1k,80.848,19.152,95.434,4.566,25.56,224,0.965,bilinear +fastvit_sa12.apple_in1k,80.844,19.156,95.340,4.660,11.58,256,0.900,bicubic +repvit_m1_1.dist_300e_in1k,80.826,19.174,95.170,4.830,8.80,224,0.950,bicubic +regnety_320.pycls_in1k,80.810,19.190,95.238,4.762,145.05,224,0.875,bicubic tresnet_m.miil_in1k,80.798,19.202,94.856,5.144,31.39,224,0.875,bilinear ecaresnet50d_pruned.miil_in1k,80.790,19.210,95.570,4.430,19.94,288,0.950,bicubic seresnet33ts.ra2_in1k,80.784,19.216,95.362,4.638,19.78,288,1.000,bicubic resnet50.a2_in1k,80.772,19.228,94.988,5.012,25.56,288,1.000,bicubic resmlp_24_224.fb_distilled_in1k,80.756,19.244,95.224,4.776,30.02,224,0.875,bicubic poolformerv2_s24.sail_in1k,80.748,19.252,95.310,4.690,21.34,224,1.000,bicubic -gernet_m.idstcv_in1k,80.734,19.266,95.186,4.814,21.14,224,0.875,bilinear -regnetz_b16.ra3_in1k,80.728,19.272,95.520,4.480,9.72,288,1.000,bicubic +gernet_m.idstcv_in1k,80.736,19.264,95.190,4.810,21.14,224,0.875,bilinear +regnetz_b16.ra3_in1k,80.728,19.272,95.518,4.482,9.72,288,1.000,bicubic vit_base_patch32_224.augreg_in21k_ft_in1k,80.716,19.284,95.566,4.434,88.22,224,0.900,bicubic resnet50.b1k_in1k,80.706,19.294,95.432,4.568,25.56,288,1.000,bicubic -resnext50_32x4d.ra_in1k,80.698,19.302,95.390,4.610,25.03,288,0.950,bicubic -resnet50.a1h_in1k,80.676,19.324,95.306,4.694,25.56,224,1.000,bicubic +resnext50_32x4d.ra_in1k,80.698,19.302,95.392,4.608,25.03,288,0.950,bicubic +resnet50.a1h_in1k,80.678,19.322,95.306,4.694,25.56,224,1.000,bicubic eca_resnet33ts.ra2_in1k,80.672,19.328,95.364,4.636,19.68,288,1.000,bicubic -regnety_016.tv2_in1k,80.668,19.332,95.330,4.670,11.20,224,0.965,bicubic +regnety_016.tv2_in1k,80.666,19.334,95.330,4.670,11.20,224,0.965,bicubic resnext50d_32x4d.bt_in1k,80.664,19.336,95.420,4.580,25.05,288,0.950,bicubic -nf_resnet50.ra2_in1k,80.640,19.360,95.332,4.668,25.56,288,0.940,bicubic +nf_resnet50.ra2_in1k,80.640,19.360,95.334,4.666,25.56,288,0.940,bicubic eva02_tiny_patch14_336.mim_in22k_ft_in1k,80.630,19.370,95.526,4.474,5.76,336,1.000,bicubic efficientnet_b2.ra_in1k,80.610,19.390,95.314,4.686,9.11,288,1.000,bicubic -gcresnet33ts.ra2_in1k,80.600,19.400,95.320,4.680,19.88,288,1.000,bicubic +gcresnet33ts.ra2_in1k,80.600,19.400,95.322,4.678,19.88,288,1.000,bicubic resnext101_64x4d.gluon_in1k,80.600,19.400,94.992,5.008,83.46,224,0.875,bicubic -cspresnext50.ra_in1k,80.556,19.444,95.322,4.678,20.57,256,0.887,bilinear +cspresnext50.ra_in1k,80.554,19.446,95.326,4.674,20.57,256,0.887,bilinear resnet152.a3_in1k,80.546,19.454,95.000,5.000,60.19,224,0.950,bicubic -darknet53.c2ns_in1k,80.536,19.464,95.434,4.566,41.61,288,1.000,bicubic +darknet53.c2ns_in1k,80.532,19.468,95.432,4.568,41.61,288,1.000,bicubic maxvit_rmlp_pico_rw_256.sw_in1k,80.514,19.486,95.214,4.786,7.52,256,0.950,bicubic +darknetaa53.c2ns_in1k,80.506,19.494,95.322,4.678,36.02,288,1.000,bilinear repvgg_b3.rvgg_in1k,80.506,19.494,95.254,4.746,123.09,224,0.875,bilinear -darknetaa53.c2ns_in1k,80.502,19.498,95.322,4.678,36.02,288,1.000,bilinear efficientformer_l1.snap_dist_in1k,80.498,19.502,94.988,5.012,12.29,224,0.950,bicubic -vit_small_patch32_384.augreg_in21k_ft_in1k,80.486,19.514,95.596,4.404,22.92,384,1.000,bicubic +vit_small_patch32_384.augreg_in21k_ft_in1k,80.486,19.514,95.600,4.400,22.92,384,1.000,bicubic mixnet_xl.ra_in1k,80.482,19.518,94.936,5.064,11.90,224,0.875,bicubic resnet152d.gluon_in1k,80.476,19.524,95.202,4.798,60.21,224,0.875,bicubic -convnext_pico_ols.d1_in1k,80.464,19.536,95.246,4.754,9.06,288,1.000,bicubic -inception_resnet_v2.tf_in1k,80.462,19.538,95.308,4.692,55.84,299,0.897,bicubic +convnext_pico_ols.d1_in1k,80.462,19.538,95.252,4.748,9.06,288,1.000,bicubic +repvit_m2.dist_in1k,80.460,19.540,95.168,4.832,8.80,224,0.950,bicubic +inception_resnet_v2.tf_in1k,80.458,19.542,95.308,4.692,55.84,299,0.897,bicubic edgenext_small_rw.sw_in1k,80.458,19.542,95.190,4.810,7.83,320,1.000,bicubic resnet50.b2k_in1k,80.454,19.546,95.318,4.682,25.56,288,1.000,bicubic xcit_tiny_24_p16_224.fb_dist_in1k,80.454,19.546,95.218,4.782,12.12,224,1.000,bicubic +repvit_m1_0.dist_450e_in1k,80.434,19.566,94.918,5.082,7.30,224,0.950,bicubic resnet101d.gluon_in1k,80.426,19.574,95.024,4.976,44.57,224,0.875,bicubic -convnext_pico.d1_in1k,80.414,19.586,95.050,4.950,9.05,288,0.950,bicubic -regnety_120.pycls_in1k,80.386,19.614,95.128,4.872,51.82,224,0.875,bicubic +convnext_pico.d1_in1k,80.416,19.584,95.048,4.952,9.05,288,0.950,bicubic +regnety_120.pycls_in1k,80.380,19.620,95.126,4.874,51.82,224,0.875,bicubic mobilevitv2_150.cvnets_in1k,80.370,19.630,95.074,4.926,10.59,256,0.888,bicubic +fastvit_t12.apple_dist_in1k,80.352,19.648,95.042,4.958,7.55,256,0.900,bicubic ese_vovnet39b.ra_in1k,80.350,19.650,95.366,4.634,24.57,288,0.950,bicubic -resnetv2_50x1_bit.goog_in21k_ft_in1k,80.340,19.660,95.680,4.320,25.55,448,1.000,bilinear +resnetv2_50x1_bit.goog_in21k_ft_in1k,80.342,19.658,95.682,4.318,25.55,448,1.000,bilinear resnext101_32x4d.gluon_in1k,80.340,19.660,94.930,5.070,44.18,224,0.875,bicubic -resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,80.338,19.662,95.398,4.602,25.03,224,0.875,bilinear -rexnet_150.nav_in1k,80.324,19.676,95.174,4.826,9.73,224,0.875,bicubic -tf_efficientnet_b2.ap_in1k,80.308,19.692,95.028,4.972,9.11,260,0.890,bicubic -resnet101s.gluon_in1k,80.302,19.698,95.150,4.850,44.67,224,0.875,bicubic -efficientnet_el_pruned.in1k,80.300,19.700,95.222,4.778,10.59,300,0.904,bicubic -regnety_160.pycls_in1k,80.298,19.702,94.962,5.038,83.59,224,0.875,bicubic -poolformer_s24.sail_in1k,80.296,19.704,95.072,4.928,21.39,224,0.900,bicubic +resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,80.334,19.666,95.400,4.600,25.03,224,0.875,bilinear +rexnet_150.nav_in1k,80.324,19.676,95.176,4.824,9.73,224,0.875,bicubic +efficientvit_b1.r288_in1k,80.324,19.676,94.990,5.010,9.10,288,1.000,bicubic +tf_efficientnet_b2.ap_in1k,80.310,19.690,95.026,4.974,9.11,260,0.890,bicubic +resnet101s.gluon_in1k,80.304,19.696,95.152,4.848,44.67,224,0.875,bicubic +efficientnet_el_pruned.in1k,80.298,19.702,95.222,4.778,10.59,300,0.904,bicubic +regnety_160.pycls_in1k,80.298,19.702,94.964,5.036,83.59,224,0.875,bicubic +poolformer_s24.sail_in1k,80.294,19.706,95.074,4.926,21.39,224,0.900,bicubic res2net50d.in1k,80.254,19.746,95.036,4.964,25.72,224,0.875,bilinear -tf_efficientnet_el.in1k,80.252,19.748,95.118,4.882,10.59,300,0.904,bicubic +tf_efficientnet_el.in1k,80.248,19.752,95.120,4.880,10.59,300,0.904,bicubic regnetx_320.pycls_in1k,80.246,19.754,95.022,4.978,107.81,224,0.875,bicubic -vit_base_patch16_224.sam_in1k,80.244,19.756,94.756,5.244,86.57,224,0.900,bicubic +vit_base_patch16_224.sam_in1k,80.238,19.762,94.756,5.244,86.57,224,0.900,bicubic resnetblur50.bt_in1k,80.234,19.766,95.234,4.766,25.56,288,0.950,bicubic -legacy_seresnext101_32x4d.in1k,80.230,19.770,95.026,4.974,48.96,224,0.875,bilinear +legacy_seresnext101_32x4d.in1k,80.232,19.768,95.020,4.980,48.96,224,0.875,bilinear repvgg_b3g4.rvgg_in1k,80.216,19.784,95.092,4.908,83.83,224,0.875,bilinear -tf_efficientnetv2_b2.in1k,80.194,19.806,95.042,4.958,10.10,260,0.890,bicubic +tf_efficientnetv2_b2.in1k,80.196,19.804,95.042,4.958,10.10,260,0.890,bicubic +dpn107.mx_in1k,80.170,19.830,94.942,5.058,86.92,224,0.875,bicubic convmixer_768_32.in1k,80.168,19.832,95.074,4.926,21.11,224,0.960,bicubic -dpn107.mx_in1k,80.168,19.832,94.942,5.058,86.92,224,0.875,bicubic -skresnext50_32x4d.ra_in1k,80.162,19.838,94.640,5.360,27.48,224,0.875,bicubic -inception_v4.tf_in1k,80.156,19.844,94.968,5.032,42.68,299,0.875,bicubic +skresnext50_32x4d.ra_in1k,80.164,19.836,94.640,5.360,27.48,224,0.875,bicubic +inception_v4.tf_in1k,80.156,19.844,94.970,5.030,42.68,299,0.875,bicubic +repvit_m1_0.dist_300e_in1k,80.126,19.874,94.744,5.256,7.30,224,0.950,bicubic tf_efficientnet_b2.aa_in1k,80.084,19.916,94.906,5.094,9.11,260,0.890,bicubic -cspdarknet53.ra_in1k,80.062,19.938,95.080,4.920,27.64,256,0.887,bilinear +cspdarknet53.ra_in1k,80.068,19.932,95.078,4.922,27.64,256,0.887,bilinear dpn92.mx_in1k,80.038,19.962,94.860,5.140,37.67,224,0.875,bicubic -inception_resnet_v2.tf_ens_adv_in1k,79.978,20.022,94.946,5.054,55.84,299,0.897,bicubic +inception_resnet_v2.tf_ens_adv_in1k,79.978,20.022,94.948,5.052,55.84,299,0.897,bicubic resnet50.ram_in1k,79.976,20.024,95.052,4.948,25.56,288,0.950,bicubic +fastvit_s12.apple_in1k,79.942,20.058,94.794,5.206,9.47,256,0.900,bicubic +seresnext50_32x4d.gluon_in1k,79.924,20.076,94.824,5.176,27.56,224,0.875,bicubic efficientnet_b2_pruned.in1k,79.920,20.080,94.852,5.148,8.31,260,0.890,bicubic -resnet152c.gluon_in1k,79.910,20.090,94.844,5.156,60.21,224,0.875,bicubic -seresnext50_32x4d.gluon_in1k,79.910,20.090,94.824,5.176,27.56,224,0.875,bicubic -resnetrs50.tf_in1k,79.896,20.104,94.972,5.028,35.69,224,0.910,bicubic -xception71.tf_in1k,79.872,20.128,94.928,5.072,42.34,299,0.903,bicubic +resnet152c.gluon_in1k,79.912,20.088,94.846,5.154,60.21,224,0.875,bicubic +resnetrs50.tf_in1k,79.894,20.106,94.974,5.026,35.69,224,0.910,bicubic +xception71.tf_in1k,79.874,20.126,94.928,5.072,42.34,299,0.903,bicubic regnety_080.pycls_in1k,79.868,20.132,94.832,5.168,39.18,224,0.875,bicubic regnetx_160.pycls_in1k,79.866,20.134,94.828,5.172,54.28,224,0.875,bicubic ecaresnet26t.ra2_in1k,79.850,20.150,95.090,4.910,16.01,320,0.950,bicubic -deit_small_patch16_224.fb_in1k,79.844,20.156,95.044,4.956,22.05,224,0.900,bicubic +deit_small_patch16_224.fb_in1k,79.848,20.152,95.044,4.956,22.05,224,0.900,bicubic levit_conv_192.fb_dist_in1k,79.838,20.162,94.784,5.216,10.95,224,0.900,bicubic levit_192.fb_dist_in1k,79.838,20.162,94.778,5.222,10.95,224,0.900,bicubic resnet50.ra_in1k,79.836,20.164,94.966,5.034,25.56,288,0.950,bicubic dpn131.mx_in1k,79.814,20.186,94.700,5.300,79.25,224,0.875,bicubic -resnet101.a3_in1k,79.814,20.186,94.606,5.394,44.55,224,0.950,bicubic -tf_efficientnet_lite3.in1k,79.808,20.192,94.912,5.088,8.20,300,0.904,bilinear +resnet101.a3_in1k,79.814,20.186,94.614,5.386,44.55,224,0.950,bicubic +tf_efficientnet_lite3.in1k,79.806,20.194,94.914,5.086,8.20,300,0.904,bilinear resmlp_36_224.fb_in1k,79.772,20.228,94.884,5.116,44.69,224,0.875,bicubic cait_xxs36_224.fb_dist_in1k,79.746,20.254,94.874,5.126,17.30,224,1.000,bicubic -gcvit_xxtiny.in1k,79.728,20.272,95.080,4.920,12.00,224,0.875,bicubic +efficientvit_b1.r256_in1k,79.734,20.266,94.780,5.220,9.10,256,1.000,bicubic +gcvit_xxtiny.in1k,79.726,20.274,95.080,4.920,12.00,224,0.875,bicubic resnet33ts.ra2_in1k,79.726,20.274,94.828,5.172,19.68,288,1.000,bicubic -regnety_064.pycls_in1k,79.714,20.286,94.766,5.234,30.58,224,0.875,bicubic -resnet152.gluon_in1k,79.694,20.306,94.736,5.264,60.19,224,0.875,bicubic +regnety_064.pycls_in1k,79.716,20.284,94.766,5.234,30.58,224,0.875,bicubic +resnet152.gluon_in1k,79.696,20.304,94.730,5.270,60.19,224,0.875,bicubic +efficientformerv2_s1.snap_dist_in1k,79.692,20.308,94.716,5.284,6.19,224,0.950,bicubic xcit_tiny_12_p8_224.fb_in1k,79.688,20.312,95.054,4.946,6.71,224,1.000,bicubic -efficientformerv2_s1.snap_dist_in1k,79.688,20.312,94.710,5.290,6.19,224,0.950,bicubic fbnetv3_d.ra2_in1k,79.682,20.318,94.944,5.056,10.31,256,0.950,bilinear mobilevitv2_125.cvnets_in1k,79.680,20.320,94.858,5.142,7.48,256,0.888,bicubic dpn98.mx_in1k,79.670,20.330,94.654,5.346,61.57,224,0.875,bicubic gmlp_s16_224.ra3_in1k,79.644,20.356,94.622,5.378,19.42,224,0.875,bicubic resnet50.bt_in1k,79.640,20.360,94.892,5.108,25.56,288,0.950,bicubic -tf_efficientnet_b2.in1k,79.604,20.396,94.714,5.286,9.11,260,0.890,bicubic -cspresnet50.ra_in1k,79.590,20.410,94.712,5.288,21.62,256,0.887,bilinear +tf_efficientnet_b2.in1k,79.608,20.392,94.714,5.286,9.11,260,0.890,bicubic regnetx_120.pycls_in1k,79.588,20.412,94.742,5.258,46.11,224,0.875,bicubic -xception65.tf_in1k,79.556,20.444,94.654,5.346,39.92,299,0.903,bicubic +cspresnet50.ra_in1k,79.582,20.418,94.710,5.290,21.62,256,0.887,bilinear +xception65.tf_in1k,79.556,20.444,94.658,5.342,39.92,299,0.903,bicubic ecaresnet50t.a3_in1k,79.552,20.448,94.694,5.306,25.57,224,0.950,bicubic -resnet101c.gluon_in1k,79.542,20.458,94.586,5.414,44.57,224,0.875,bicubic -rexnet_130.nav_in1k,79.504,20.496,94.678,5.322,7.56,224,0.875,bicubic +resnet101c.gluon_in1k,79.538,20.462,94.584,5.416,44.57,224,0.875,bicubic +rexnet_130.nav_in1k,79.506,20.494,94.678,5.322,7.56,224,0.875,bicubic eca_halonext26ts.c1_in1k,79.486,20.514,94.600,5.400,10.76,256,0.940,bicubic vit_relpos_base_patch32_plus_rpn_256.sw_in1k,79.484,20.516,94.138,5.862,119.42,256,0.900,bicubic -hrnet_w64.ms_in1k,79.474,20.526,94.646,5.354,128.06,224,0.875,bilinear -tf_efficientnetv2_b1.in1k,79.462,20.538,94.722,5.278,8.14,240,0.882,bicubic +hrnet_w64.ms_in1k,79.476,20.524,94.652,5.348,128.06,224,0.875,bilinear +tf_efficientnetv2_b1.in1k,79.460,20.540,94.722,5.278,8.14,240,0.882,bicubic xcit_tiny_24_p16_224.fb_in1k,79.448,20.552,94.878,5.122,12.12,224,1.000,bicubic -dla102x2.in1k,79.444,20.556,94.638,5.362,41.28,224,0.875,bilinear +dla102x2.in1k,79.446,20.554,94.632,5.368,41.28,224,0.875,bilinear regnetx_016.tv2_in1k,79.436,20.564,94.768,5.232,9.19,224,0.965,bicubic -resnet32ts.ra2_in1k,79.392,20.608,94.652,5.348,17.96,288,1.000,bicubic +mobileone_s4.apple_in1k,79.426,20.574,94.480,5.520,14.95,224,0.900,bilinear +resnet32ts.ra2_in1k,79.388,20.612,94.652,5.348,17.96,288,1.000,bicubic repvgg_b2g4.rvgg_in1k,79.382,20.618,94.676,5.324,61.76,224,0.875,bilinear resmlp_24_224.fb_in1k,79.374,20.626,94.546,5.454,30.02,224,0.875,bicubic -dpn68b.ra_in1k,79.362,20.638,94.438,5.562,12.61,288,1.000,bicubic +dpn68b.ra_in1k,79.360,20.640,94.436,5.564,12.61,288,1.000,bicubic resnext50_32x4d.gluon_in1k,79.360,20.640,94.430,5.570,25.03,224,0.875,bicubic convnextv2_femto.fcmae_ft_in1k,79.338,20.662,94.560,5.440,5.23,288,0.950,bicubic resnet101.gluon_in1k,79.310,20.690,94.522,5.478,44.55,224,0.875,bicubic resnext101_32x8d.tv_in1k,79.310,20.690,94.520,5.480,88.79,224,0.875,bilinear -nf_regnet_b1.ra2_in1k,79.306,20.694,94.740,5.260,10.22,288,0.900,bicubic -hrnet_w48.ms_in1k,79.302,20.698,94.516,5.484,77.47,224,0.875,bilinear +nf_regnet_b1.ra2_in1k,79.308,20.692,94.740,5.260,10.22,288,0.900,bicubic +hrnet_w48.ms_in1k,79.306,20.694,94.516,5.484,77.47,224,0.875,bilinear tf_efficientnet_cc_b1_8e.in1k,79.302,20.698,94.374,5.626,39.72,240,0.882,bicubic -tf_efficientnet_b1.ap_in1k,79.280,20.720,94.308,5.692,7.79,240,0.882,bicubic +tf_efficientnet_b1.ap_in1k,79.276,20.724,94.312,5.688,7.79,240,0.882,bicubic eca_botnext26ts_256.c1_in1k,79.268,20.732,94.606,5.394,10.59,256,0.950,bicubic resnext50_32x4d.a3_in1k,79.268,20.732,94.306,5.694,25.03,224,0.950,bicubic -botnet26t_256.c1_in1k,79.256,20.744,94.534,5.466,12.49,256,0.950,bicubic -efficientnet_em.ra2_in1k,79.240,20.760,94.794,5.206,6.90,240,0.882,bicubic -resnet50.fb_ssl_yfcc100m_ft_in1k,79.234,20.766,94.826,5.174,25.56,224,0.875,bilinear -regnety_040.pycls_in1k,79.232,20.768,94.656,5.344,20.65,224,0.875,bicubic -regnetx_080.pycls_in1k,79.202,20.798,94.552,5.448,39.57,224,0.875,bicubic -res2net101_26w_4s.in1k,79.202,20.798,94.436,5.564,45.21,224,0.875,bilinear -pit_xs_distilled_224.in1k,79.180,20.820,94.362,5.638,11.00,224,0.900,bicubic +fastvit_t12.apple_in1k,79.264,20.736,94.562,5.438,7.55,256,0.900,bicubic +botnet26t_256.c1_in1k,79.258,20.742,94.532,5.468,12.49,256,0.950,bicubic +efficientvit_b1.r224_in1k,79.252,20.748,94.304,5.696,9.10,224,0.950,bicubic +efficientnet_em.ra2_in1k,79.244,20.756,94.794,5.206,6.90,240,0.882,bicubic +resnet50.fb_ssl_yfcc100m_ft_in1k,79.230,20.770,94.826,5.174,25.56,224,0.875,bilinear +regnety_040.pycls_in1k,79.220,20.780,94.656,5.344,20.65,224,0.875,bicubic +res2net101_26w_4s.in1k,79.200,20.800,94.436,5.564,45.21,224,0.875,bilinear +regnetx_080.pycls_in1k,79.198,20.802,94.554,5.446,39.57,224,0.875,bicubic +pit_xs_distilled_224.in1k,79.180,20.820,94.366,5.634,11.00,224,0.900,bicubic +tiny_vit_5m_224.in1k,79.170,20.830,94.794,5.206,5.39,224,0.950,bicubic vit_base_patch16_224.augreg_in1k,79.154,20.846,94.090,5.910,86.57,224,0.900,bicubic -fbnetv3_b.ra2_in1k,79.142,20.858,94.742,5.258,8.60,256,0.950,bilinear +fbnetv3_b.ra2_in1k,79.146,20.854,94.744,5.256,8.60,256,0.950,bilinear halonet26t.a1h_in1k,79.106,20.894,94.306,5.694,12.48,256,0.950,bicubic coat_lite_mini.in1k,79.102,20.898,94.608,5.392,11.01,224,0.900,bicubic lambda_resnet26t.c1_in1k,79.088,20.912,94.590,5.410,10.96,256,0.940,bicubic -resnet50d.gluon_in1k,79.078,20.922,94.468,5.532,25.58,224,0.875,bicubic +resnet50d.gluon_in1k,79.078,20.922,94.466,5.534,25.58,224,0.875,bicubic legacy_seresnext50_32x4d.in1k,79.076,20.924,94.432,5.568,27.56,224,0.875,bilinear -regnetx_064.pycls_in1k,79.066,20.934,94.458,5.542,26.21,224,0.875,bicubic +regnetx_064.pycls_in1k,79.066,20.934,94.460,5.540,26.21,224,0.875,bicubic +repvit_m0_9.dist_450e_in1k,79.066,20.934,94.380,5.620,5.49,224,0.950,bicubic legacy_xception.tf_in1k,79.040,20.960,94.382,5.618,22.86,299,0.897,bicubic -resnet50.am_in1k,78.998,21.002,94.396,5.604,25.56,224,0.875,bicubic -lambda_resnet26rpt_256.c1_in1k,78.968,21.032,94.438,5.562,10.99,256,0.940,bicubic -mixnet_l.ft_in1k,78.966,21.034,94.180,5.820,7.33,224,0.875,bicubic +resnet50.am_in1k,79.002,20.998,94.398,5.602,25.56,224,0.875,bicubic +mixnet_l.ft_in1k,78.966,21.034,94.182,5.818,7.33,224,0.875,bicubic +lambda_resnet26rpt_256.c1_in1k,78.964,21.036,94.436,5.564,10.99,256,0.940,bicubic res2net50_26w_8s.in1k,78.942,21.058,94.294,5.706,48.40,224,0.875,bilinear -hrnet_w40.ms_in1k,78.930,21.070,94.464,5.536,57.56,224,0.875,bilinear +hrnet_w40.ms_in1k,78.932,21.068,94.464,5.536,57.56,224,0.875,bilinear convnext_femto_ols.d1_in1k,78.924,21.076,94.526,5.474,5.23,288,0.950,bicubic convnext_tiny.fb_in22k_ft_in1k,78.898,21.102,94.674,5.326,28.59,288,1.000,bicubic -hrnet_w44.ms_in1k,78.892,21.108,94.364,5.636,67.06,224,0.875,bilinear +hrnet_w44.ms_in1k,78.894,21.106,94.364,5.636,67.06,224,0.875,bilinear regnety_032.pycls_in1k,78.876,21.124,94.408,5.592,19.44,224,0.875,bicubic -vit_small_patch16_224.augreg_in1k,78.846,21.154,94.288,5.712,22.05,224,0.900,bicubic -wide_resnet101_2.tv_in1k,78.838,21.162,94.282,5.718,126.89,224,0.875,bilinear -tf_efficientnet_b1.aa_in1k,78.830,21.170,94.198,5.802,7.79,240,0.882,bicubic +vit_small_patch16_224.augreg_in1k,78.848,21.152,94.288,5.712,22.05,224,0.900,bicubic +wide_resnet101_2.tv_in1k,78.842,21.158,94.282,5.718,126.89,224,0.875,bilinear +tf_efficientnet_b1.aa_in1k,78.828,21.172,94.200,5.800,7.79,240,0.882,bicubic seresnext26d_32x4d.bt_in1k,78.814,21.186,94.240,5.760,16.81,288,0.950,bicubic -inception_v3.gluon_in1k,78.806,21.194,94.374,5.626,23.83,299,0.875,bicubic +repghostnet_200.in1k,78.806,21.194,94.330,5.670,9.80,224,0.875,bicubic +inception_v3.gluon_in1k,78.802,21.198,94.376,5.624,23.83,299,0.875,bicubic efficientnet_b1.ft_in1k,78.800,21.200,94.342,5.658,7.79,256,1.000,bicubic repvgg_b2.rvgg_in1k,78.792,21.208,94.420,5.580,89.02,224,0.875,bilinear tf_mixnet_l.in1k,78.776,21.224,94.002,5.998,7.33,224,0.875,bicubic -vit_base_patch32_384.augreg_in1k,78.752,21.248,94.224,5.776,88.30,384,1.000,bicubic +vit_base_patch32_384.augreg_in1k,78.756,21.244,94.226,5.774,88.30,384,1.000,bicubic seresnext26t_32x4d.bt_in1k,78.744,21.256,94.312,5.688,16.81,288,0.950,bicubic -resnet50d.a3_in1k,78.722,21.278,94.236,5.764,25.58,224,0.950,bicubic -resnet50s.gluon_in1k,78.718,21.282,94.242,5.758,25.68,224,0.875,bicubic +resnet50d.a3_in1k,78.720,21.280,94.232,5.768,25.58,224,0.950,bicubic convnext_femto.d1_in1k,78.716,21.284,94.430,5.570,5.22,288,0.950,bicubic -dla169.in1k,78.708,21.292,94.346,5.654,53.39,224,0.875,bilinear -pvt_v2_b1.in1k,78.702,21.298,94.502,5.498,14.01,224,0.900,bicubic -regnety_008_tv.tv2_in1k,78.674,21.326,94.386,5.614,6.43,224,0.965,bicubic -tf_efficientnet_b0.ns_jft_in1k,78.670,21.330,94.374,5.626,5.29,224,0.875,bicubic +resnet50s.gluon_in1k,78.714,21.286,94.242,5.758,25.68,224,0.875,bicubic +dla169.in1k,78.708,21.292,94.344,5.656,53.39,224,0.875,bilinear +pvt_v2_b1.in1k,78.704,21.296,94.502,5.498,14.01,224,0.900,bicubic +tf_efficientnet_b0.ns_jft_in1k,78.668,21.332,94.372,5.628,5.29,224,0.875,bicubic +regnety_008_tv.tv2_in1k,78.666,21.334,94.390,5.610,6.43,224,0.965,bicubic legacy_seresnet152.in1k,78.660,21.340,94.370,5.630,66.82,224,0.875,bilinear +repvit_m0_9.dist_300e_in1k,78.658,21.342,94.116,5.884,5.49,224,0.950,bicubic xcit_tiny_12_p16_224.fb_dist_in1k,78.574,21.426,94.198,5.802,6.72,224,1.000,bicubic res2net50_26w_6s.in1k,78.568,21.432,94.122,5.878,37.05,224,0.875,bilinear -tf_efficientnet_b1.in1k,78.560,21.440,94.094,5.906,7.79,240,0.882,bicubic +tf_efficientnet_b1.in1k,78.562,21.438,94.094,5.906,7.79,240,0.882,bicubic +repvit_m1.dist_in1k,78.538,21.462,94.070,5.930,5.49,224,0.950,bicubic +dla102x.in1k,78.512,21.488,94.236,5.764,26.31,224,0.875,bilinear xception41.tf_in1k,78.504,21.496,94.276,5.724,26.97,299,0.903,bicubic -dla102x.in1k,78.498,21.502,94.236,5.764,26.31,224,0.875,bilinear levit_conv_128.fb_dist_in1k,78.494,21.506,94.008,5.992,9.21,224,0.900,bicubic regnetx_040.pycls_in1k,78.492,21.508,94.242,5.758,22.12,224,0.875,bicubic levit_128.fb_dist_in1k,78.490,21.510,94.012,5.988,9.21,224,0.900,bicubic -resnest26d.gluon_in1k,78.484,21.516,94.294,5.706,17.07,224,0.875,bilinear -wide_resnet50_2.tv_in1k,78.480,21.520,94.086,5.914,68.88,224,0.875,bilinear -dla60_res2net.in1k,78.462,21.538,94.202,5.798,20.85,224,0.875,bilinear -hrnet_w32.ms_in1k,78.444,21.556,94.188,5.812,41.23,224,0.875,bilinear +resnest26d.gluon_in1k,78.482,21.518,94.294,5.706,17.07,224,0.875,bilinear +wide_resnet50_2.tv_in1k,78.476,21.524,94.088,5.912,68.88,224,0.875,bilinear +dla60_res2net.in1k,78.464,21.536,94.198,5.802,20.85,224,0.875,bilinear +hrnet_w32.ms_in1k,78.442,21.558,94.190,5.810,41.23,224,0.875,bilinear +dla60_res2next.in1k,78.440,21.560,94.144,5.856,17.03,224,0.875,bilinear resnet34d.ra2_in1k,78.436,21.564,94.344,5.656,21.82,288,0.950,bicubic -dla60_res2next.in1k,78.434,21.566,94.144,5.856,17.03,224,0.875,bilinear coat_tiny.in1k,78.426,21.574,94.048,5.952,5.50,224,0.900,bicubic -vit_tiny_patch16_384.augreg_in21k_ft_in1k,78.424,21.576,94.540,5.460,5.79,384,1.000,bicubic -SelecSls60b.in1k,78.414,21.586,94.170,5.830,32.77,224,0.875,bicubic -gcresnext26ts.ch_in1k,78.414,21.586,94.034,5.966,10.48,288,1.000,bicubic +vit_tiny_patch16_384.augreg_in21k_ft_in1k,78.424,21.576,94.542,5.458,5.79,384,1.000,bicubic +gcresnext26ts.ch_in1k,78.414,21.586,94.036,5.964,10.48,288,1.000,bicubic +selecsls60b.in1k,78.412,21.588,94.168,5.832,32.77,224,0.875,bicubic legacy_seresnet101.in1k,78.386,21.614,94.262,5.738,49.33,224,0.875,bilinear cait_xxs24_224.fb_dist_in1k,78.384,21.616,94.316,5.684,11.96,224,1.000,bicubic repvgg_b1.rvgg_in1k,78.368,21.632,94.096,5.904,57.42,224,0.875,bilinear tf_efficientnetv2_b0.in1k,78.358,21.642,94.014,5.986,7.14,224,0.875,bicubic -resnet26t.ra2_in1k,78.332,21.668,94.124,5.876,16.01,320,1.000,bicubic -resnet152.tv_in1k,78.322,21.678,94.048,5.952,60.19,224,0.875,bilinear -mobilevit_s.cvnets_in1k,78.312,21.688,94.144,5.856,5.58,256,0.900,bicubic -seresnext26ts.ch_in1k,78.272,21.728,94.094,5.906,10.39,288,1.000,bicubic +resnet26t.ra2_in1k,78.328,21.672,94.124,5.876,16.01,320,1.000,bicubic +resnet152.tv_in1k,78.322,21.678,94.046,5.954,60.19,224,0.875,bilinear +mobilevit_s.cvnets_in1k,78.312,21.688,94.148,5.852,5.58,256,0.900,bicubic +seresnext26ts.ch_in1k,78.270,21.730,94.092,5.908,10.39,288,1.000,bicubic bat_resnext26ts.ch_in1k,78.252,21.748,94.098,5.902,10.73,256,0.900,bicubic res2next50.in1k,78.242,21.758,93.892,6.108,24.67,224,0.875,bilinear -efficientnet_b1_pruned.in1k,78.242,21.758,93.836,6.164,6.33,240,0.882,bicubic -dla60x.in1k,78.240,21.760,94.034,5.966,17.35,224,0.875,bilinear -hrnet_w30.ms_in1k,78.192,21.808,94.222,5.778,37.71,224,0.875,bilinear -pit_xs_224.in1k,78.180,21.820,94.164,5.836,10.62,224,0.900,bicubic +efficientnet_b1_pruned.in1k,78.240,21.760,93.834,6.166,6.33,240,0.882,bicubic +dla60x.in1k,78.236,21.764,94.026,5.974,17.35,224,0.875,bilinear +hrnet_w30.ms_in1k,78.196,21.804,94.222,5.778,37.71,224,0.875,bilinear +hrnet_w18_small_v2.gluon_in1k,78.190,21.810,93.902,6.098,15.60,224,0.875,bicubic +pit_xs_224.in1k,78.176,21.824,94.162,5.838,10.62,224,0.900,bicubic regnetx_032.pycls_in1k,78.168,21.832,94.082,5.918,15.30,224,0.875,bicubic -visformer_tiny.in1k,78.162,21.838,94.164,5.836,10.32,224,0.900,bicubic +visformer_tiny.in1k,78.160,21.840,94.166,5.834,10.32,224,0.900,bicubic res2net50_14w_8s.in1k,78.158,21.842,93.846,6.154,25.06,224,0.875,bilinear -hrnet_w18.ms_aug_in1k,78.126,21.874,94.052,5.948,21.30,224,0.950,bilinear -tf_efficientnet_em.in1k,78.122,21.878,94.046,5.954,6.90,240,0.882,bicubic -hardcorenas_f.miil_green_in1k,78.098,21.902,93.806,6.194,8.20,224,0.875,bilinear -mobilevitv2_100.cvnets_in1k,78.076,21.924,94.170,5.830,4.90,256,0.888,bicubic -efficientnet_es.ra_in1k,78.054,21.946,93.924,6.076,5.44,224,0.875,bicubic +tf_efficientnet_em.in1k,78.126,21.874,94.048,5.952,6.90,240,0.882,bicubic +hrnet_w18.ms_aug_in1k,78.122,21.878,94.054,5.946,21.30,224,0.950,bilinear +hardcorenas_f.miil_green_in1k,78.096,21.904,93.802,6.198,8.20,224,0.875,bilinear +mobilevitv2_100.cvnets_in1k,78.080,21.920,94.170,5.830,4.90,256,0.888,bicubic +efficientnet_es.ra_in1k,78.058,21.942,93.926,6.074,5.44,224,0.875,bicubic resnet50.a3_in1k,78.048,21.952,93.780,6.220,25.56,224,0.950,bicubic gmixer_24_224.ra3_in1k,78.026,21.974,93.668,6.332,24.72,224,0.875,bicubic -dla102.in1k,78.022,21.978,93.932,6.068,33.27,224,0.875,bilinear -resnet50c.gluon_in1k,78.012,21.988,93.988,6.012,25.58,224,0.875,bicubic -poolformerv2_s12.sail_in1k,78.004,21.996,93.864,6.136,11.89,224,1.000,bicubic +dla102.in1k,78.024,21.976,93.934,6.066,33.27,224,0.875,bilinear +resnet50c.gluon_in1k,78.006,21.994,93.992,6.008,25.58,224,0.875,bicubic +poolformerv2_s12.sail_in1k,78.002,21.998,93.864,6.136,11.89,224,1.000,bicubic eca_resnext26ts.ch_in1k,78.000,22.000,93.926,6.074,10.30,288,1.000,bicubic -SelecSls60.in1k,77.984,22.016,93.832,6.168,30.67,224,0.875,bicubic +mobileone_s3.apple_in1k,77.992,22.008,93.914,6.086,10.17,224,0.900,bilinear +selecsls60.in1k,77.988,22.012,93.830,6.170,30.67,224,0.875,bicubic resmlp_12_224.fb_distilled_in1k,77.954,22.046,93.560,6.440,15.35,224,0.875,bicubic res2net50_26w_4s.in1k,77.950,22.050,93.852,6.148,25.70,224,0.875,bilinear -resnet34.a1_in1k,77.918,22.082,93.766,6.234,21.80,288,1.000,bicubic -mobilenetv3_large_100.miil_in21k_ft_in1k,77.918,22.082,92.914,7.086,5.48,224,0.875,bilinear -tf_efficientnet_cc_b0_8e.in1k,77.906,22.094,93.660,6.340,24.01,224,0.875,bicubic -rexnet_100.nav_in1k,77.862,22.138,93.866,6.134,4.80,224,0.875,bicubic -regnety_016.pycls_in1k,77.862,22.138,93.718,6.282,11.20,224,0.875,bicubic -inception_v3.tf_in1k,77.862,22.138,93.644,6.356,23.83,299,0.875,bicubic +mobilenetv3_large_100.miil_in21k_ft_in1k,77.920,22.080,92.914,7.086,5.48,224,0.875,bilinear +resnet34.a1_in1k,77.918,22.082,93.764,6.236,21.80,288,1.000,bicubic +tf_efficientnet_cc_b0_8e.in1k,77.904,22.096,93.662,6.338,24.01,224,0.875,bicubic +regnety_016.pycls_in1k,77.868,22.132,93.718,6.282,11.20,224,0.875,bicubic +rexnet_100.nav_in1k,77.856,22.144,93.866,6.134,4.80,224,0.875,bicubic +inception_v3.tf_in1k,77.856,22.144,93.640,6.360,23.83,299,0.875,bicubic +ghostnetv2_160.in1k,77.832,22.168,93.940,6.060,12.39,224,0.875,bicubic xcit_nano_12_p8_384.fb_dist_in1k,77.820,22.180,94.040,5.960,3.05,384,1.000,bicubic -hardcorenas_e.miil_green_in1k,77.784,22.216,93.698,6.302,8.07,224,0.875,bilinear +hardcorenas_e.miil_green_in1k,77.790,22.210,93.700,6.300,8.07,224,0.875,bilinear convnextv2_atto.fcmae_ft_in1k,77.760,22.240,93.726,6.274,3.71,288,0.950,bicubic -ese_vovnet19b_dw.ra_in1k,77.744,22.256,93.788,6.212,6.54,288,0.950,bicubic +ese_vovnet19b_dw.ra_in1k,77.744,22.256,93.784,6.216,6.54,288,0.950,bicubic efficientnet_b0.ra_in1k,77.694,22.306,93.532,6.468,5.29,224,0.875,bicubic -tinynet_a.in1k,77.658,22.342,93.540,6.460,6.19,192,0.875,bicubic +tinynet_a.in1k,77.648,22.352,93.540,6.460,6.19,192,0.875,bicubic legacy_seresnet50.in1k,77.644,22.356,93.758,6.242,28.09,224,0.875,bilinear cs3darknet_m.c2ns_in1k,77.634,22.366,94.016,5.984,9.31,288,0.950,bicubic -resnext50_32x4d.tv_in1k,77.618,22.382,93.696,6.304,25.03,224,0.875,bilinear +resnext50_32x4d.tv_in1k,77.622,22.378,93.696,6.304,25.03,224,0.875,bilinear inception_v3.tf_adv_in1k,77.592,22.408,93.730,6.270,23.83,299,0.875,bicubic -repvgg_b1g4.rvgg_in1k,77.582,22.418,93.836,6.164,39.97,224,0.875,bilinear -resnet50.gluon_in1k,77.580,22.420,93.718,6.282,25.56,224,0.875,bicubic +repvgg_b1g4.rvgg_in1k,77.588,22.412,93.836,6.164,39.97,224,0.875,bilinear +resnet50.gluon_in1k,77.582,22.418,93.720,6.280,25.56,224,0.875,bicubic coat_lite_tiny.in1k,77.520,22.480,93.922,6.078,5.72,224,0.900,bicubic dpn68b.mx_in1k,77.518,22.482,93.852,6.148,12.61,224,0.875,bicubic -res2net50_48w_2s.in1k,77.514,22.486,93.552,6.448,25.29,224,0.875,bilinear -tf_efficientnet_lite2.in1k,77.464,22.536,93.750,6.250,6.09,260,0.890,bicubic -hardcorenas_d.miil_green_in1k,77.440,22.560,93.490,6.510,7.50,224,0.875,bilinear +mobileone_s2.apple_in1k,77.516,22.484,93.668,6.332,7.88,224,0.900,bilinear +res2net50_48w_2s.in1k,77.514,22.486,93.550,6.450,25.29,224,0.875,bilinear +tf_efficientnet_lite2.in1k,77.462,22.538,93.752,6.248,6.09,260,0.890,bicubic +repghostnet_150.in1k,77.460,22.540,93.510,6.490,6.58,224,0.875,bicubic +hardcorenas_d.miil_green_in1k,77.434,22.566,93.490,6.510,7.50,224,0.875,bilinear inception_v3.tv_in1k,77.434,22.566,93.474,6.526,23.83,299,0.875,bicubic resnet26d.bt_in1k,77.408,22.592,93.638,6.362,16.01,288,0.950,bicubic -resnet101.tv_in1k,77.376,22.624,93.542,6.458,44.55,224,0.875,bilinear +resnet101.tv_in1k,77.380,22.620,93.546,6.454,44.55,224,0.875,bilinear densenet161.tv_in1k,77.358,22.642,93.642,6.358,28.68,224,0.875,bicubic -densenetblur121d.ra_in1k,77.320,22.680,93.790,6.210,8.00,288,0.950,bicubic -regnetx_008.tv2_in1k,77.304,22.696,93.666,6.334,7.26,224,0.965,bicubic -mobilenetv2_120d.ra_in1k,77.302,22.698,93.504,6.496,5.83,224,0.875,bicubic +densenetblur121d.ra_in1k,77.322,22.678,93.788,6.212,8.00,288,0.950,bicubic +mobilenetv2_120d.ra_in1k,77.308,22.692,93.502,6.498,5.83,224,0.875,bicubic +regnetx_008.tv2_in1k,77.306,22.694,93.664,6.336,7.26,224,0.965,bicubic tf_efficientnet_cc_b0_4e.in1k,77.302,22.698,93.336,6.664,13.31,224,0.875,bicubic densenet201.tv_in1k,77.286,22.714,93.480,6.520,20.01,224,0.875,bicubic cs3darknet_focus_m.c2ns_in1k,77.284,22.716,93.966,6.034,9.30,288,0.950,bicubic -mixnet_m.ft_in1k,77.258,22.742,93.418,6.582,5.01,224,0.875,bicubic -poolformer_s12.sail_in1k,77.234,22.766,93.532,6.468,11.92,224,0.900,bicubic +mixnet_m.ft_in1k,77.260,22.740,93.418,6.582,5.01,224,0.875,bicubic +poolformer_s12.sail_in1k,77.240,22.760,93.532,6.468,11.92,224,0.900,bicubic convnext_atto_ols.a2_in1k,77.216,22.784,93.676,6.324,3.70,288,0.950,bicubic -resnext26ts.ra2_in1k,77.174,22.826,93.464,6.536,10.30,288,1.000,bicubic -SelecSls42b.in1k,77.170,22.830,93.392,6.608,32.46,224,0.875,bicubic +resnext26ts.ra2_in1k,77.178,22.822,93.464,6.536,10.30,288,1.000,bicubic +fastvit_t8.apple_dist_in1k,77.176,22.824,93.298,6.702,4.03,256,0.900,bicubic +selecsls42b.in1k,77.170,22.830,93.392,6.608,32.46,224,0.875,bicubic resnet34.a2_in1k,77.158,22.842,93.274,6.726,21.80,288,1.000,bicubic xcit_tiny_12_p16_224.fb_in1k,77.140,22.860,93.716,6.284,6.72,224,1.000,bicubic legacy_seresnext26_32x4d.in1k,77.108,22.892,93.314,6.686,16.79,224,0.875,bicubic tf_efficientnet_b0.ap_in1k,77.090,22.910,93.262,6.738,5.29,224,0.875,bicubic -hardcorenas_c.miil_green_in1k,77.058,22.942,93.168,6.832,5.52,224,0.875,bilinear +hardcorenas_c.miil_green_in1k,77.066,22.934,93.162,6.838,5.52,224,0.875,bilinear +efficientvit_m5.r224_in1k,77.058,22.942,93.184,6.816,12.47,224,0.875,bicubic dla60.in1k,77.046,22.954,93.318,6.682,22.04,224,0.875,bilinear -seresnet50.a3_in1k,77.028,22.972,93.074,6.926,28.09,224,0.950,bicubic +seresnet50.a3_in1k,77.026,22.974,93.072,6.928,28.09,224,0.950,bicubic convnext_atto.d2_in1k,77.008,22.992,93.702,6.298,3.70,288,0.950,bicubic -crossvit_9_dagger_240.in1k,76.980,23.020,93.620,6.380,8.78,240,0.875,bicubic +crossvit_9_dagger_240.in1k,76.978,23.022,93.618,6.382,8.78,240,0.875,bicubic tf_mixnet_m.in1k,76.954,23.046,93.154,6.846,5.01,224,0.875,bicubic convmixer_1024_20_ks9_p14.in1k,76.936,23.064,93.350,6.650,24.38,224,0.960,bicubic regnetx_016.pycls_in1k,76.924,23.076,93.416,6.584,9.19,224,0.875,bicubic skresnet34.ra_in1k,76.910,23.090,93.316,6.684,22.28,224,0.875,bicubic gernet_s.idstcv_in1k,76.910,23.090,93.144,6.856,8.17,224,0.875,bilinear -tf_efficientnet_b0.aa_in1k,76.834,23.166,93.220,6.780,5.29,224,0.875,bicubic +tf_efficientnet_b0.aa_in1k,76.844,23.156,93.218,6.782,5.29,224,0.875,bicubic +ghostnetv2_130.in1k,76.756,23.244,93.362,6.638,8.96,224,0.875,bicubic hrnet_w18.ms_in1k,76.752,23.248,93.444,6.556,21.30,224,0.875,bilinear resmlp_12_224.fb_in1k,76.648,23.352,93.178,6.822,15.35,224,0.875,bicubic -tf_efficientnet_lite1.in1k,76.644,23.356,93.230,6.770,5.42,240,0.882,bicubic +tf_efficientnet_lite1.in1k,76.644,23.356,93.224,6.776,5.42,240,0.882,bicubic mixer_b16_224.goog_in21k_ft_in1k,76.602,23.398,92.224,7.776,59.88,224,0.875,bicubic -tf_efficientnet_es.in1k,76.600,23.400,93.202,6.798,5.44,224,0.875,bicubic -hardcorenas_b.miil_green_in1k,76.536,23.464,92.760,7.240,5.18,224,0.875,bilinear -tf_efficientnet_b0.in1k,76.532,23.468,93.008,6.992,5.29,224,0.875,bicubic +tf_efficientnet_es.in1k,76.598,23.402,93.202,6.798,5.44,224,0.875,bicubic +hardcorenas_b.miil_green_in1k,76.548,23.452,92.762,7.238,5.18,224,0.875,bilinear +tf_efficientnet_b0.in1k,76.530,23.470,93.008,6.992,5.29,224,0.875,bicubic levit_128s.fb_dist_in1k,76.526,23.474,92.872,7.128,7.78,224,0.900,bicubic -mobilenetv2_140.ra_in1k,76.520,23.480,92.986,7.014,6.11,224,0.875,bicubic levit_conv_128s.fb_dist_in1k,76.520,23.480,92.866,7.134,7.78,224,0.900,bicubic +mobilenetv2_140.ra_in1k,76.516,23.484,92.988,7.012,6.11,224,0.875,bicubic densenet121.ra_in1k,76.500,23.500,93.368,6.632,7.98,288,0.950,bicubic resnet34.bt_in1k,76.480,23.520,93.354,6.646,21.80,288,0.950,bicubic repvgg_a2.rvgg_in1k,76.458,23.542,93.002,6.998,28.21,224,0.875,bilinear +repghostnet_130.in1k,76.376,23.624,92.892,7.108,5.48,224,0.875,bicubic resnet26.bt_in1k,76.366,23.634,93.180,6.820,16.00,288,0.950,bicubic dpn68.mx_in1k,76.346,23.654,93.008,6.992,12.61,224,0.875,bicubic -xcit_nano_12_p8_224.fb_dist_in1k,76.332,23.668,93.094,6.906,3.05,224,1.000,bicubic -regnety_008.pycls_in1k,76.302,23.698,93.060,6.940,6.26,224,0.875,bicubic -resnet50.tv_in1k,76.130,23.870,92.858,7.142,25.56,224,0.875,bilinear -efficientformerv2_s0.snap_dist_in1k,76.118,23.882,92.860,7.140,3.60,224,0.950,bicubic +xcit_nano_12_p8_224.fb_dist_in1k,76.332,23.668,93.098,6.902,3.05,224,1.000,bicubic +regnety_008.pycls_in1k,76.302,23.698,93.062,6.938,6.26,224,0.875,bicubic +fastvit_t8.apple_in1k,76.174,23.826,93.052,6.948,4.03,256,0.900,bicubic +resnet50.tv_in1k,76.128,23.872,92.858,7.142,25.56,224,0.875,bilinear +efficientformerv2_s0.snap_dist_in1k,76.114,23.886,92.858,7.142,3.60,224,0.950,bicubic vit_small_patch32_224.augreg_in21k_ft_in1k,75.994,24.006,93.270,6.730,22.88,224,0.900,bicubic -mixnet_s.ft_in1k,75.994,24.006,92.798,7.202,4.13,224,0.875,bicubic -vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,75.962,24.038,93.264,6.736,6.36,384,1.000,bicubic -hardcorenas_a.miil_green_in1k,75.930,24.070,92.510,7.490,5.26,224,0.875,bilinear +mixnet_s.ft_in1k,75.994,24.006,92.800,7.200,4.13,224,0.875,bicubic +vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,75.960,24.040,93.262,6.738,6.36,384,1.000,bicubic +hardcorenas_a.miil_green_in1k,75.938,24.062,92.508,7.492,5.26,224,0.875,bilinear densenet169.tv_in1k,75.900,24.100,93.028,6.972,14.15,224,0.875,bicubic +mobileone_s1.apple_in1k,75.786,24.214,92.792,7.208,4.83,224,0.900,bilinear mobilenetv3_large_100.ra_in1k,75.766,24.234,92.538,7.462,5.48,224,0.875,bicubic edgenext_x_small.in1k,75.688,24.312,92.766,7.234,2.34,288,1.000,bicubic -tf_mixnet_s.in1k,75.652,24.348,92.636,7.364,4.13,224,0.875,bicubic +tf_mixnet_s.in1k,75.652,24.348,92.640,7.360,4.13,224,0.875,bicubic mobilenetv3_rw.rmsp_in1k,75.620,24.380,92.704,7.296,5.48,224,0.875,bicubic mobilevitv2_075.cvnets_in1k,75.608,24.392,92.744,7.256,2.87,256,0.888,bicubic -regnety_004.tv2_in1k,75.598,24.402,92.696,7.304,4.34,224,0.965,bicubic +regnety_004.tv2_in1k,75.594,24.406,92.700,7.300,4.34,224,0.965,bicubic tf_mobilenetv3_large_100.in1k,75.516,24.484,92.594,7.406,5.48,224,0.875,bilinear -resnest14d.gluon_in1k,75.510,24.490,92.504,7.496,10.61,224,0.875,bilinear -efficientnet_lite0.ra_in1k,75.480,24.520,92.522,7.478,4.65,224,0.875,bicubic -xcit_nano_12_p16_384.fb_dist_in1k,75.458,24.542,92.696,7.304,3.05,384,1.000,bicubic -vit_tiny_patch16_224.augreg_in21k_ft_in1k,75.454,24.546,92.844,7.156,5.72,224,0.900,bicubic -semnasnet_100.rmsp_in1k,75.450,24.550,92.594,7.406,3.89,224,0.875,bicubic -regnety_006.pycls_in1k,75.270,24.730,92.526,7.474,6.06,224,0.875,bicubic -repvgg_b0.rvgg_in1k,75.142,24.858,92.416,7.584,15.82,224,0.875,bilinear +resnest14d.gluon_in1k,75.508,24.492,92.508,7.492,10.61,224,0.875,bilinear +efficientnet_lite0.ra_in1k,75.482,24.518,92.520,7.480,4.65,224,0.875,bicubic +vit_tiny_patch16_224.augreg_in21k_ft_in1k,75.462,24.538,92.844,7.156,5.72,224,0.900,bicubic +xcit_nano_12_p16_384.fb_dist_in1k,75.458,24.542,92.698,7.302,3.05,384,1.000,bicubic +semnasnet_100.rmsp_in1k,75.450,24.550,92.598,7.402,3.89,224,0.875,bicubic +regnety_006.pycls_in1k,75.268,24.732,92.526,7.474,6.06,224,0.875,bicubic +ghostnetv2_100.in1k,75.166,24.834,92.354,7.646,6.16,224,0.875,bicubic +repvgg_b0.rvgg_in1k,75.144,24.856,92.416,7.584,15.82,224,0.875,bilinear fbnetc_100.rmsp_in1k,75.130,24.870,92.388,7.612,5.57,224,0.875,bilinear -hrnet_w18_small_v2.ms_in1k,75.114,24.886,92.414,7.586,15.60,224,0.875,bilinear -mobilenetv2_110d.ra_in1k,75.056,24.944,92.186,7.814,4.52,224,0.875,bicubic -regnetx_008.pycls_in1k,75.030,24.970,92.338,7.662,7.26,224,0.875,bicubic -efficientnet_es_pruned.in1k,75.014,24.986,92.446,7.554,5.44,224,0.875,bicubic +hrnet_w18_small_v2.ms_in1k,75.110,24.890,92.416,7.584,15.60,224,0.875,bilinear +repghostnet_111.in1k,75.056,24.944,92.192,7.808,4.54,224,0.875,bicubic +mobilenetv2_110d.ra_in1k,75.054,24.946,92.184,7.816,4.52,224,0.875,bicubic +regnetx_008.pycls_in1k,75.028,24.972,92.338,7.662,7.26,224,0.875,bicubic +efficientnet_es_pruned.in1k,75.006,24.994,92.444,7.556,5.44,224,0.875,bicubic tinynet_b.in1k,74.978,25.022,92.186,7.814,3.73,188,0.875,bicubic vit_base_patch32_224.augreg_in1k,74.894,25.106,91.778,8.222,88.22,224,0.900,bicubic -tf_efficientnet_lite0.in1k,74.830,25.170,92.172,7.828,4.65,224,0.875,bicubic -legacy_seresnet34.in1k,74.808,25.192,92.126,7.874,21.96,224,0.875,bilinear +tf_efficientnet_lite0.in1k,74.832,25.168,92.170,7.830,4.65,224,0.875,bicubic +legacy_seresnet34.in1k,74.802,25.198,92.126,7.874,21.96,224,0.875,bilinear densenet121.tv_in1k,74.764,25.236,92.154,7.846,7.98,224,0.875,bicubic -mnasnet_100.rmsp_in1k,74.650,25.350,92.124,7.876,4.38,224,0.875,bicubic -dla34.in1k,74.638,25.362,92.064,7.936,15.74,224,0.875,bilinear -mobilevit_xs.cvnets_in1k,74.636,25.364,92.346,7.654,2.32,256,0.900,bicubic -regnetx_004_tv.tv2_in1k,74.596,25.404,92.178,7.822,5.50,224,0.965,bicubic -resnet34.gluon_in1k,74.578,25.422,91.984,8.016,21.80,224,0.875,bicubic -deit_tiny_distilled_patch16_224.fb_in1k,74.500,25.500,91.892,8.108,5.91,224,0.900,bicubic -pit_ti_distilled_224.in1k,74.254,25.746,91.954,8.046,5.10,224,0.900,bicubic +mnasnet_100.rmsp_in1k,74.652,25.348,92.122,7.878,4.38,224,0.875,bicubic +dla34.in1k,74.640,25.360,92.066,7.934,15.74,224,0.875,bilinear +mobilevit_xs.cvnets_in1k,74.634,25.366,92.348,7.652,2.32,256,0.900,bicubic +regnetx_004_tv.tv2_in1k,74.600,25.400,92.170,7.830,5.50,224,0.965,bicubic +resnet34.gluon_in1k,74.580,25.420,91.982,8.018,21.80,224,0.875,bicubic +deit_tiny_distilled_patch16_224.fb_in1k,74.504,25.496,91.890,8.110,5.91,224,0.900,bicubic +repvgg_a1.rvgg_in1k,74.462,25.538,91.856,8.144,14.09,224,0.875,bilinear +efficientvit_m4.r224_in1k,74.368,25.632,91.980,8.020,8.80,224,0.875,bicubic +pit_ti_distilled_224.in1k,74.256,25.744,91.952,8.048,5.10,224,0.900,bicubic vgg19_bn.tv_in1k,74.216,25.784,91.844,8.156,143.68,224,0.875,bilinear -spnasnet_100.rmsp_in1k,74.086,25.914,91.820,8.180,4.42,224,0.875,bilinear -regnety_004.pycls_in1k,74.028,25.972,91.750,8.250,4.34,224,0.875,bicubic -ghostnet_100.in1k,73.982,26.018,91.466,8.534,5.18,224,0.875,bilinear -crossvit_9_240.in1k,73.958,26.042,91.968,8.032,8.55,240,0.875,bicubic -xcit_nano_12_p8_224.fb_in1k,73.916,26.084,92.170,7.830,3.05,224,1.000,bicubic +repghostnet_100.in1k,74.206,25.794,91.542,8.458,4.07,224,0.875,bicubic +spnasnet_100.rmsp_in1k,74.094,25.906,91.820,8.180,4.42,224,0.875,bilinear +regnety_004.pycls_in1k,74.026,25.974,91.748,8.252,4.34,224,0.875,bicubic +crossvit_9_240.in1k,73.960,26.040,91.962,8.038,8.55,240,0.875,bicubic +ghostnet_100.in1k,73.958,26.042,91.532,8.468,5.18,224,0.875,bicubic +hrnet_w18_small.gluon_in1k,73.920,26.080,91.194,8.806,13.19,224,0.875,bicubic +xcit_nano_12_p8_224.fb_in1k,73.910,26.090,92.168,7.832,3.05,224,1.000,bicubic regnetx_006.pycls_in1k,73.868,26.132,91.678,8.322,6.20,224,0.875,bicubic resnet18d.ra2_in1k,73.794,26.206,91.838,8.162,11.71,288,0.950,bicubic vit_base_patch32_224.sam_in1k,73.694,26.306,91.014,8.986,88.22,224,0.900,bicubic -tf_mobilenetv3_large_075.in1k,73.432,26.568,91.352,8.648,3.99,224,0.875,bilinear +tf_mobilenetv3_large_075.in1k,73.430,26.570,91.352,8.648,3.99,224,0.875,bilinear +efficientvit_m3.r224_in1k,73.374,26.626,91.348,8.652,6.90,224,0.875,bicubic vgg16_bn.tv_in1k,73.370,26.630,91.514,8.486,138.37,224,0.875,bilinear -crossvit_tiny_240.in1k,73.336,26.664,91.908,8.092,7.01,240,0.875,bicubic -resnet18.fb_swsl_ig1b_ft_in1k,73.282,26.718,91.732,8.268,11.69,224,0.875,bilinear +crossvit_tiny_240.in1k,73.340,26.660,91.908,8.092,7.01,240,0.875,bicubic +resnet34.tv_in1k,73.306,26.694,91.420,8.580,21.80,224,0.875,bilinear +resnet18.fb_swsl_ig1b_ft_in1k,73.288,26.712,91.730,8.270,11.69,224,0.875,bilinear resnet18.a1_in1k,73.158,26.842,91.026,8.974,11.69,288,1.000,bicubic convit_tiny.fb_in1k,73.112,26.888,91.712,8.288,5.71,224,0.875,bicubic -skresnet18.ra_in1k,73.038,26.962,91.172,8.828,11.96,224,0.875,bicubic -semnasnet_075.rmsp_in1k,72.992,27.008,91.138,8.862,2.91,224,0.875,bicubic -mobilenetv2_100.ra_in1k,72.976,27.024,91.010,8.990,3.50,224,0.875,bicubic -resnet34.a3_in1k,72.970,27.030,91.108,8.892,21.80,224,0.950,bicubic -pit_ti_224.in1k,72.910,27.090,91.400,8.600,4.85,224,0.900,bicubic -resnet18.fb_ssl_yfcc100m_ft_in1k,72.594,27.406,91.418,8.582,11.69,224,0.875,bilinear -regnetx_004.pycls_in1k,72.398,27.602,90.828,9.172,5.16,224,0.875,bicubic +skresnet18.ra_in1k,73.034,26.966,91.172,8.828,11.96,224,0.875,bicubic +semnasnet_075.rmsp_in1k,73.004,26.996,91.140,8.860,2.91,224,0.875,bicubic +resnet34.a3_in1k,72.970,27.030,91.106,8.894,21.80,224,0.950,bicubic +mobilenetv2_100.ra_in1k,72.968,27.032,91.016,8.984,3.50,224,0.875,bicubic +pit_ti_224.in1k,72.910,27.090,91.404,8.596,4.85,224,0.900,bicubic +resnet18.fb_ssl_yfcc100m_ft_in1k,72.598,27.402,91.416,8.584,11.69,224,0.875,bilinear +repvgg_a0.rvgg_in1k,72.408,27.592,90.492,9.508,9.11,224,0.875,bilinear +regnetx_004.pycls_in1k,72.402,27.598,90.826,9.174,5.16,224,0.875,bicubic vgg19.tv_in1k,72.378,27.622,90.874,9.126,143.67,224,0.875,bilinear resnet18.a2_in1k,72.372,27.628,90.596,9.404,11.69,288,1.000,bicubic -hrnet_w18_small.ms_in1k,72.338,27.662,90.678,9.322,13.19,224,0.875,bilinear +hrnet_w18_small.ms_in1k,72.336,27.664,90.680,9.320,13.19,224,0.875,bilinear xcit_nano_12_p16_224.fb_dist_in1k,72.310,27.690,90.860,9.140,3.05,224,1.000,bicubic -tf_mobilenetv3_large_minimal_100.in1k,72.258,27.742,90.638,9.362,3.92,224,0.875,bilinear -resnet14t.c3_in1k,72.254,27.746,90.302,9.698,10.08,224,0.950,bicubic -deit_tiny_patch16_224.fb_in1k,72.172,27.828,91.112,8.888,5.72,224,0.900,bicubic -lcnet_100.ra2_in1k,72.096,27.904,90.362,9.638,2.95,224,0.875,bicubic +tf_mobilenetv3_large_minimal_100.in1k,72.264,27.736,90.640,9.360,3.92,224,0.875,bilinear +resnet14t.c3_in1k,72.254,27.746,90.306,9.694,10.08,224,0.950,bicubic +repghostnet_080.in1k,72.212,27.788,90.484,9.516,3.28,224,0.875,bicubic +deit_tiny_patch16_224.fb_in1k,72.170,27.830,91.116,8.884,5.72,224,0.900,bicubic +lcnet_100.ra2_in1k,72.102,27.898,90.354,9.646,2.95,224,0.875,bicubic mixer_l16_224.goog_in21k_ft_in1k,72.054,27.946,87.674,12.326,208.20,224,0.875,bicubic edgenext_xx_small.in1k,71.878,28.122,90.552,9.448,1.33,288,1.000,bicubic vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,71.798,28.202,90.824,9.176,6.34,224,0.900,bicubic -legacy_seresnet18.in1k,71.766,28.234,90.332,9.668,11.78,224,0.875,bicubic +legacy_seresnet18.in1k,71.760,28.240,90.332,9.668,11.78,224,0.875,bicubic vgg16.tv_in1k,71.592,28.408,90.384,9.616,138.36,224,0.875,bilinear vgg13_bn.tv_in1k,71.588,28.412,90.378,9.622,133.05,224,0.875,bilinear -tinynet_c.in1k,71.240,28.760,89.734,10.266,2.46,184,0.875,bicubic -resnet18.gluon_in1k,70.838,29.162,89.754,10.246,11.69,224,0.875,bicubic +mobileone_s0.apple_in1k,71.402,28.598,89.842,10.158,5.29,224,0.875,bilinear +efficientvit_b0.r224_in1k,71.398,28.602,89.428,10.572,3.41,224,0.950,bicubic +tinynet_c.in1k,71.242,28.758,89.732,10.268,2.46,184,0.875,bicubic +resnet18.gluon_in1k,70.834,29.166,89.756,10.244,11.69,224,0.875,bicubic +efficientvit_m2.r224_in1k,70.814,29.186,90.142,9.858,4.19,224,0.875,bicubic pvt_v2_b0.in1k,70.660,29.340,90.196,9.804,3.67,224,0.900,bicubic vgg11_bn.tv_in1k,70.382,29.618,89.808,10.192,132.87,224,0.875,bilinear -regnety_002.pycls_in1k,70.278,29.722,89.528,10.472,3.16,224,0.875,bicubic -mobilevitv2_050.cvnets_in1k,70.138,29.862,89.920,10.080,1.37,256,0.888,bicubic +regnety_002.pycls_in1k,70.280,29.720,89.530,10.470,3.16,224,0.875,bicubic +mobilevitv2_050.cvnets_in1k,70.148,29.852,89.918,10.082,1.37,256,0.888,bicubic xcit_nano_12_p16_224.fb_in1k,69.962,30.038,89.762,10.238,3.05,224,1.000,bicubic vgg13.tv_in1k,69.932,30.068,89.250,10.750,133.05,224,0.875,bilinear resnet18.tv_in1k,69.760,30.240,89.070,10.930,11.69,224,0.875,bilinear vgg11.tv_in1k,69.022,30.978,88.624,11.376,132.86,224,0.875,bilinear -mobilevit_xxs.cvnets_in1k,68.932,31.068,88.942,11.058,1.27,256,0.900,bicubic +mobilevit_xxs.cvnets_in1k,68.918,31.082,88.946,11.054,1.27,256,0.900,bicubic +repghostnet_058.in1k,68.914,31.086,88.420,11.580,2.55,224,0.875,bicubic lcnet_075.ra2_in1k,68.782,31.218,88.360,11.640,2.36,224,0.875,bicubic -regnetx_002.pycls_in1k,68.746,31.254,88.536,11.464,2.68,224,0.875,bicubic -resnet10t.c3_in1k,68.358,31.642,88.040,11.960,5.44,224,0.950,bicubic -resnet18.a3_in1k,68.254,31.746,88.176,11.824,11.69,224,0.950,bicubic -tf_mobilenetv3_small_100.in1k,67.918,32.082,87.674,12.326,2.54,224,0.875,bilinear -dla60x_c.in1k,67.898,32.102,88.422,11.578,1.32,224,0.875,bilinear -mobilenetv3_small_100.lamb_in1k,67.656,32.344,87.636,12.364,2.54,224,0.875,bicubic -tinynet_d.in1k,66.974,33.026,87.062,12.938,2.34,152,0.875,bicubic +regnetx_002.pycls_in1k,68.752,31.248,88.542,11.458,2.68,224,0.875,bicubic +resnet10t.c3_in1k,68.364,31.636,88.036,11.964,5.44,224,0.950,bicubic +efficientvit_m1.r224_in1k,68.306,31.694,88.670,11.330,2.98,224,0.875,bicubic +resnet18.a3_in1k,68.252,31.748,88.172,11.828,11.69,224,0.950,bicubic +tf_mobilenetv3_small_100.in1k,67.922,32.078,87.672,12.328,2.54,224,0.875,bilinear +dla60x_c.in1k,67.912,32.088,88.432,11.568,1.32,224,0.875,bilinear +mobilenetv3_small_100.lamb_in1k,67.658,32.342,87.636,12.364,2.54,224,0.875,bicubic +tinynet_d.in1k,66.972,33.028,87.066,12.934,2.34,152,0.875,bicubic +repghostnet_050.in1k,66.966,33.034,86.920,13.080,2.31,224,0.875,bicubic mnasnet_small.lamb_in1k,66.196,33.804,86.504,13.496,2.03,224,0.875,bicubic -dla46x_c.in1k,65.988,34.012,86.980,13.020,1.07,224,0.875,bilinear -mobilenetv2_050.lamb_in1k,65.950,34.050,86.088,13.912,1.97,224,0.875,bicubic -tf_mobilenetv3_small_075.in1k,65.728,34.272,86.126,13.874,2.04,224,0.875,bilinear -mobilenetv3_small_075.lamb_in1k,65.234,34.766,85.446,14.554,2.04,224,0.875,bicubic +dla46x_c.in1k,65.992,34.008,86.974,13.026,1.07,224,0.875,bilinear +mobilenetv2_050.lamb_in1k,65.948,34.052,86.084,13.916,1.97,224,0.875,bicubic +tf_mobilenetv3_small_075.in1k,65.726,34.274,86.132,13.868,2.04,224,0.875,bilinear +mobilenetv3_small_075.lamb_in1k,65.236,34.764,85.446,14.554,2.04,224,0.875,bicubic dla46_c.in1k,64.872,35.128,86.298,13.702,1.30,224,0.875,bilinear -lcnet_050.ra2_in1k,63.120,36.880,84.386,15.614,1.88,224,0.875,bicubic -tf_mobilenetv3_small_minimal_100.in1k,62.890,37.110,84.240,15.760,2.04,224,0.875,bilinear -tinynet_e.in1k,59.866,40.134,81.764,18.236,2.04,106,0.875,bicubic -mobilenetv3_small_050.lamb_in1k,57.910,42.090,80.180,19.820,1.59,224,0.875,bicubic +efficientvit_m0.r224_in1k,63.270,36.730,85.176,14.824,2.35,224,0.875,bicubic +lcnet_050.ra2_in1k,63.138,36.862,84.382,15.618,1.88,224,0.875,bicubic +tf_mobilenetv3_small_minimal_100.in1k,62.894,37.106,84.238,15.762,2.04,224,0.875,bilinear +tinynet_e.in1k,59.866,40.134,81.762,18.238,2.04,106,0.875,bicubic +mobilenetv3_small_050.lamb_in1k,57.916,42.084,80.180,19.820,1.59,224,0.875,bicubic diff --git a/results/results-imagenetv2-matched-frequency.csv b/results/results-imagenetv2-matched-frequency.csv index 19bef0cab2..0041058ef3 100644 --- a/results/results-imagenetv2-matched-frequency.csv +++ b/results/results-imagenetv2-matched-frequency.csv @@ -1,1004 +1,1081 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,top1_diff,top5_diff,rank_diff eva_giant_patch14_336.clip_ft_in1k,82.200,17.800,96.290,3.710,"1,013.01",336,1.000,bicubic,-7.266,-2.536,+6 -eva02_large_patch14_448.mim_in22k_ft_in1k,82.130,17.870,96.260,3.740,305.08,448,1.000,bicubic,-7.494,-2.690,+2 -eva02_large_patch14_448.mim_m38m_ft_in1k,82.130,17.870,96.160,3.840,305.08,448,1.000,bicubic,-7.440,-2.762,+2 +eva02_large_patch14_448.mim_in22k_ft_in1k,82.130,17.870,96.260,3.740,305.08,448,1.000,bicubic,-7.492,-2.690,+2 +eva02_large_patch14_448.mim_m38m_ft_in1k,82.130,17.870,96.160,3.840,305.08,448,1.000,bicubic,-7.444,-2.764,+2 eva_giant_patch14_560.m30m_ft_in22k_in1k,82.040,17.960,96.440,3.560,"1,014.45",560,1.000,bicubic,-7.746,-2.552,-1 -eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,81.900,18.100,96.150,3.850,305.08,448,1.000,bicubic,-8.066,-2.862,-3 +eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,81.900,18.100,96.150,3.850,305.08,448,1.000,bicubic,-8.070,-2.862,-3 eva02_large_patch14_448.mim_m38m_ft_in22k_in1k,81.890,18.110,96.370,3.630,305.08,448,1.000,bicubic,-8.162,-2.678,-5 eva_giant_patch14_336.m30m_ft_in22k_in1k,81.820,18.180,96.290,3.710,"1,013.01",336,1.000,bicubic,-7.746,-2.662,-1 eva_giant_patch14_224.clip_ft_in1k,81.750,18.250,96.080,3.920,"1,012.56",224,0.900,bicubic,-7.130,-2.600,+1 eva_large_patch14_336.in22k_ft_in1k,81.190,18.810,95.880,4.120,304.53,336,1.000,bicubic,-7.480,-2.842,+4 -eva_large_patch14_336.in22k_ft_in22k_in1k,80.930,19.070,96.010,3.990,304.53,336,1.000,bicubic,-8.278,-2.844,-2 -vit_large_patch14_clip_336.openai_ft_in12k_in1k,80.530,19.470,95.500,4.500,304.53,336,1.000,bicubic,-7.738,-3.026,+13 +eva_large_patch14_336.in22k_ft_in22k_in1k,80.930,19.070,96.010,3.990,304.53,336,1.000,bicubic,-8.276,-2.844,-2 +vit_large_patch14_clip_336.openai_ft_in12k_in1k,80.520,19.480,95.500,4.500,304.53,336,1.000,bicubic,-7.748,-3.026,+13 regnety_1280.swag_ft_in1k,80.480,19.520,96.180,3.820,644.81,384,1.000,bicubic,-7.750,-2.506,+16 tf_efficientnet_l2.ns_jft_in1k_475,80.470,19.530,95.730,4.270,480.31,475,0.936,bicubic,-7.764,-2.816,+14 convnext_xxlarge.clip_laion2b_soup_ft_in1k,80.450,19.550,95.780,4.220,846.47,256,1.000,bicubic,-8.154,-2.928,0 beitv2_large_patch16_224.in1k_ft_in22k_in1k,80.270,19.730,95.150,4.850,304.43,224,0.950,bicubic,-8.124,-3.448,+5 tf_efficientnet_l2.ns_jft_in1k,80.250,19.750,95.860,4.140,480.31,800,0.960,bicubic,-8.102,-2.788,+5 -eva_large_patch14_196.in22k_ft_in22k_in1k,80.180,19.820,95.380,4.620,304.14,196,1.000,bicubic,-8.396,-3.278,0 -eva_large_patch14_196.in22k_ft_in1k,80.160,19.840,95.460,4.540,304.14,196,1.000,bicubic,-7.774,-3.038,+19 -maxvit_base_tf_512.in21k_ft_in1k,80.150,19.850,95.480,4.520,119.88,512,1.000,bicubic,-8.068,-3.048,+11 +eva_large_patch14_196.in22k_ft_in22k_in1k,80.170,19.830,95.380,4.620,304.14,196,1.000,bicubic,-8.404,-3.278,0 +maxvit_base_tf_512.in21k_ft_in1k,80.150,19.850,95.480,4.520,119.88,512,1.000,bicubic,-8.070,-3.050,+11 +eva_large_patch14_196.in22k_ft_in1k,80.150,19.850,95.450,4.550,304.14,196,1.000,bicubic,-7.782,-3.048,+19 maxvit_xlarge_tf_512.in21k_ft_in1k,80.100,19.900,95.480,4.520,475.77,512,1.000,bicubic,-8.438,-3.164,-2 convnextv2_huge.fcmae_ft_in22k_in1k_512,79.990,20.010,95.900,4.100,660.29,512,1.000,bicubic,-8.868,-2.848,-11 -maxvit_large_tf_512.in21k_ft_in1k,79.970,20.030,95.160,4.840,212.33,512,1.000,bicubic,-8.256,-3.438,+7 +maxvit_large_tf_512.in21k_ft_in1k,79.980,20.020,95.160,4.840,212.33,512,1.000,bicubic,-8.244,-3.438,+7 beit_large_patch16_512.in22k_ft_in22k_in1k,79.950,20.050,95.350,4.650,305.67,512,1.000,bicubic,-8.646,-3.306,-8 convnextv2_huge.fcmae_ft_in22k_in1k_384,79.940,20.060,95.690,4.310,660.29,384,1.000,bicubic,-8.730,-3.048,-12 maxvit_xlarge_tf_384.in21k_ft_in1k,79.710,20.290,95.160,4.840,475.32,384,1.000,bicubic,-8.604,-3.384,-3 -vit_large_patch14_clip_224.openai_ft_in1k,79.620,20.380,95.000,5.000,304.20,224,1.000,bicubic,-8.232,-3.426,+15 -maxvit_large_tf_384.in21k_ft_in1k,79.580,20.420,95.070,4.930,212.03,384,1.000,bicubic,-8.406,-3.498,+8 -eva02_base_patch14_448.mim_in22k_ft_in22k_in1k,79.520,20.480,95.200,4.800,87.12,448,1.000,bicubic,-9.172,-3.524,-17 +vit_large_patch14_clip_224.openai_ft_in1k,79.620,20.380,95.000,5.000,304.20,224,1.000,bicubic,-8.234,-3.426,+15 +maxvit_large_tf_384.in21k_ft_in1k,79.590,20.410,95.070,4.930,212.03,384,1.000,bicubic,-8.396,-3.498,+8 +eva02_base_patch14_448.mim_in22k_ft_in22k_in1k,79.520,20.480,95.200,4.800,87.12,448,1.000,bicubic,-9.170,-3.524,-17 vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,79.520,20.480,95.000,5.000,632.46,336,1.000,bicubic,-9.072,-3.662,-13 beit_large_patch16_384.in22k_ft_in22k_in1k,79.500,20.500,95.180,4.820,305.00,384,1.000,bicubic,-8.902,-3.428,-11 -vit_large_patch14_clip_224.openai_ft_in12k_in1k,79.400,20.600,95.070,4.930,304.20,224,1.000,bicubic,-8.776,-3.474,+2 +vit_large_patch14_clip_224.openai_ft_in12k_in1k,79.400,20.600,95.070,4.930,304.20,224,1.000,bicubic,-8.774,-3.476,+2 vit_huge_patch14_clip_224.laion2b_ft_in1k,79.370,20.630,94.920,5.080,632.05,224,1.000,bicubic,-8.218,-3.298,+16 maxvit_base_tf_384.in21k_ft_in1k,79.340,20.660,95.080,4.920,119.65,384,1.000,bicubic,-8.582,-3.464,+5 vit_large_patch14_clip_336.laion2b_ft_in1k,79.240,20.760,95.000,5.000,304.53,336,1.000,bicubic,-8.616,-3.368,+6 vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k,79.200,20.800,95.120,4.880,632.05,224,1.000,bicubic,-9.056,-3.432,-10 -deit3_huge_patch14_224.fb_in22k_ft_in1k,79.190,20.810,94.870,5.130,632.13,224,1.000,bicubic,-7.996,-3.390,+26 -eva02_base_patch14_448.mim_in22k_ft_in1k,79.150,20.850,95.110,4.890,87.12,448,1.000,bicubic,-9.100,-3.454,-11 +deit3_huge_patch14_224.fb_in22k_ft_in1k,79.190,20.810,94.870,5.130,632.13,224,1.000,bicubic,-7.996,-3.390,+27 +eva02_base_patch14_448.mim_in22k_ft_in1k,79.150,20.850,95.110,4.890,87.12,448,1.000,bicubic,-9.102,-3.454,-11 deit3_large_patch16_384.fb_in22k_ft_in1k,79.080,20.920,94.870,5.130,304.76,384,1.000,bicubic,-8.640,-3.642,+7 convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_384,79.040,20.960,95.010,4.990,200.13,384,1.000,bicubic,-9.266,-3.572,-17 caformer_b36.sail_in22k_ft_in1k_384,79.040,20.960,94.920,5.080,98.75,384,1.000,bicubic,-9.018,-3.662,-5 -vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,78.980,21.020,94.890,5.110,304.53,336,1.000,bicubic,-9.198,-3.680,-9 +vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,78.980,21.020,94.890,5.110,304.53,336,1.000,bicubic,-9.200,-3.682,-9 maxvit_rmlp_base_rw_384.sw_in12k_ft_in1k,78.900,21.100,94.580,5.420,116.14,384,1.000,bicubic,-8.928,-3.792,+1 beit_large_patch16_224.in22k_ft_in22k_in1k,78.830,21.170,94.610,5.390,304.43,224,0.900,bicubic,-8.648,-3.694,+7 convnext_large_mlp.clip_laion2b_augreg_ft_in1k_384,78.750,21.250,94.950,5.050,200.13,384,1.000,bicubic,-9.098,-3.496,-2 beitv2_large_patch16_224.in1k_ft_in1k,78.730,21.270,94.230,5.770,304.43,224,0.950,bicubic,-8.682,-4.004,+11 convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_320,78.650,21.350,94.660,5.340,200.13,320,1.000,bicubic,-9.308,-3.816,-10 -deit3_large_patch16_224.fb_in22k_ft_in1k,78.630,21.370,94.720,5.280,304.37,224,1.000,bicubic,-8.352,-3.516,+25 +deit3_large_patch16_224.fb_in22k_ft_in1k,78.630,21.370,94.720,5.280,304.37,224,1.000,bicubic,-8.352,-3.516,+26 convnextv2_large.fcmae_ft_in22k_in1k_384,78.570,21.430,94.840,5.160,197.96,384,1.000,bicubic,-9.628,-3.688,-17 -tf_efficientnet_b7.ns_jft_in1k,78.530,21.470,94.370,5.630,66.35,600,0.949,bicubic,-8.310,-3.724,+29 -vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,78.490,21.510,94.660,5.340,304.20,224,1.000,bicubic,-9.402,-3.750,-11 -vit_large_patch14_clip_224.laion2b_ft_in1k,78.450,21.550,94.580,5.420,304.20,224,1.000,bicubic,-8.832,-3.666,+9 -regnety_320.swag_ft_in1k,78.380,21.620,95.210,4.790,145.05,384,1.000,bicubic,-8.456,-3.152,+27 +tf_efficientnet_b7.ns_jft_in1k,78.530,21.470,94.370,5.630,66.35,600,0.949,bicubic,-8.310,-3.722,+30 +vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,78.490,21.510,94.660,5.340,304.20,224,1.000,bicubic,-9.404,-3.748,-11 +vit_large_patch14_clip_224.laion2b_ft_in1k,78.440,21.560,94.580,5.420,304.20,224,1.000,bicubic,-8.846,-3.664,+10 +regnety_320.swag_ft_in1k,78.380,21.620,95.200,4.800,145.05,384,1.000,bicubic,-8.454,-3.162,+28 coatnet_rmlp_2_rw_384.sw_in12k_ft_in1k,78.240,21.760,94.350,5.650,73.88,384,1.000,bicubic,-9.142,-3.962,+4 -caformer_m36.sail_in22k_ft_in1k_384,78.170,21.830,94.180,5.820,56.20,384,1.000,bicubic,-9.280,-4.128,0 -caformer_b36.sail_in22k_ft_in1k,78.110,21.890,94.400,5.600,98.75,224,1.000,bicubic,-9.312,-3.926,0 -convnextv2_huge.fcmae_ft_in1k,78.060,21.940,94.060,5.940,660.29,288,1.000,bicubic,-8.520,-3.912,+35 +caformer_m36.sail_in22k_ft_in1k_384,78.170,21.830,94.180,5.820,56.20,384,1.000,bicubic,-9.276,-4.128,0 +caformer_b36.sail_in22k_ft_in1k,78.110,21.890,94.400,5.600,98.75,224,1.000,bicubic,-9.310,-3.928,0 +convnextv2_huge.fcmae_ft_in1k,78.060,21.940,94.060,5.940,660.29,288,1.000,bicubic,-8.520,-3.912,+36 convformer_b36.sail_in22k_ft_in1k_384,78.040,21.960,94.170,5.830,99.88,384,1.000,bicubic,-9.562,-4.264,-10 convnext_xlarge.fb_in22k_ft_in1k_384,77.990,22.010,94.480,5.520,350.20,384,1.000,bicubic,-9.762,-4.076,-14 -volo_d5_512.sail_in1k,77.970,22.030,94.160,5.840,296.09,512,1.150,bicubic,-9.088,-3.810,+8 -vit_large_patch16_384.augreg_in21k_ft_in1k,77.940,22.060,94.450,5.550,304.72,384,1.000,bicubic,-9.144,-3.852,+5 -convnext_large_mlp.clip_laion2b_augreg_ft_in1k,77.940,22.060,94.390,5.610,200.13,256,1.000,bicubic,-9.394,-3.828,-2 +volo_d5_512.sail_in1k,77.970,22.030,94.160,5.840,296.09,512,1.150,bicubic,-9.088,-3.810,+9 +vit_large_patch16_384.augreg_in21k_ft_in1k,77.940,22.060,94.460,5.540,304.72,384,1.000,bicubic,-9.144,-3.842,+6 +convnext_large_mlp.clip_laion2b_augreg_ft_in1k,77.940,22.060,94.390,5.610,200.13,256,1.000,bicubic,-9.396,-3.828,-2 convnextv2_large.fcmae_ft_in22k_in1k,77.900,22.100,94.390,5.610,197.96,288,1.000,bicubic,-9.584,-3.966,-13 -deit3_base_patch16_384.fb_in22k_ft_in1k,77.860,22.140,94.030,5.970,86.88,384,1.000,bicubic,-8.878,-4.084,+22 -vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,77.780,22.220,94.160,5.840,86.86,384,1.000,bicubic,-9.428,-3.874,-3 -volo_d5_448.sail_in1k,77.750,22.250,94.050,5.950,295.91,448,1.150,bicubic,-9.202,-3.888,+9 -volo_d4_448.sail_in1k,77.740,22.260,93.940,6.060,193.41,448,1.150,bicubic,-9.052,-3.944,+17 +deit3_base_patch16_384.fb_in22k_ft_in1k,77.870,22.130,94.030,5.970,86.88,384,1.000,bicubic,-8.870,-4.086,+23 +vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,77.770,22.230,94.160,5.840,86.86,384,1.000,bicubic,-9.436,-3.874,-2 +volo_d5_448.sail_in1k,77.750,22.250,94.050,5.950,295.91,448,1.150,bicubic,-9.202,-3.888,+10 +volo_d4_448.sail_in1k,77.740,22.260,93.940,6.060,193.41,448,1.150,bicubic,-9.052,-3.944,+18 maxxvitv2_rmlp_base_rw_384.sw_in12k_ft_in1k,77.710,22.290,94.330,5.670,116.09,384,1.000,bicubic,-9.754,-4.044,-15 -maxvit_rmlp_base_rw_224.sw_in12k_ft_in1k,77.680,22.320,94.070,5.930,116.14,224,0.950,bicubic,-9.214,-3.944,+7 -tf_efficientnetv2_xl.in21k_ft_in1k,77.630,22.370,93.950,6.050,208.12,512,1.000,bicubic,-9.118,-4.064,+15 -tf_efficientnetv2_l.in21k_ft_in1k,77.580,22.420,94.280,5.720,118.52,480,1.000,bicubic,-9.222,-3.856,+10 -caformer_s36.sail_in22k_ft_in1k_384,77.540,22.460,94.070,5.930,39.30,384,1.000,bicubic,-9.316,-4.142,+6 +maxvit_rmlp_base_rw_224.sw_in12k_ft_in1k,77.690,22.310,94.070,5.930,116.14,224,0.950,bicubic,-9.204,-3.944,+8 +tf_efficientnetv2_xl.in21k_ft_in1k,77.630,22.370,93.960,6.040,208.12,512,1.000,bicubic,-9.118,-4.054,+16 +tf_efficientnetv2_l.in21k_ft_in1k,77.580,22.420,94.280,5.720,118.52,480,1.000,bicubic,-9.222,-3.856,+11 +caformer_s36.sail_in22k_ft_in1k_384,77.540,22.460,94.070,5.930,39.30,384,1.000,bicubic,-9.318,-4.142,+7 convnextv2_base.fcmae_ft_in22k_in1k_384,77.490,22.510,94.410,5.590,88.72,384,1.000,bicubic,-10.154,-4.006,-27 -caformer_b36.sail_in1k_384,77.490,22.510,93.530,6.470,98.75,384,1.000,bicubic,-8.918,-4.284,+30 -convnext_base.clip_laiona_augreg_ft_in1k_384,77.480,22.520,93.960,6.040,88.59,384,1.000,bicubic,-9.022,-4.008,+21 -maxvit_base_tf_512.in1k,77.440,22.560,93.980,6.020,119.88,512,1.000,bicubic,-9.162,-3.938,+14 -caformer_m36.sail_in22k_ft_in1k,77.430,22.570,93.590,6.410,56.20,224,1.000,bicubic,-9.164,-4.434,+14 +caformer_b36.sail_in1k_384,77.490,22.510,93.530,6.470,98.75,384,1.000,bicubic,-8.918,-4.284,+32 +convnext_base.clip_laiona_augreg_ft_in1k_384,77.480,22.520,93.960,6.040,88.59,384,1.000,bicubic,-9.022,-4.008,+22 +maxvit_base_tf_512.in1k,77.440,22.560,93.970,6.030,119.88,512,1.000,bicubic,-9.162,-3.948,+14 +caformer_m36.sail_in22k_ft_in1k,77.440,22.560,93.590,6.410,56.20,224,1.000,bicubic,-9.154,-4.434,+16 convnext_large.fb_in22k_ft_in1k_384,77.420,22.580,94.200,5.800,197.77,384,1.000,bicubic,-10.052,-4.186,-26 -regnety_1280.swag_lc_in1k,77.380,22.620,94.500,5.500,644.81,224,0.965,bicubic,-8.602,-3.350,+54 -swinv2_large_window12to24_192to384.ms_in22k_ft_in1k,77.340,22.660,93.910,6.090,196.74,384,1.000,bicubic,-10.124,-4.340,-26 -vit_base_patch16_clip_384.laion2b_ft_in1k,77.320,22.680,93.860,6.140,86.86,384,1.000,bicubic,-9.300,-4.148,+8 -maxvit_large_tf_512.in1k,77.310,22.690,93.800,6.200,212.33,512,1.000,bicubic,-9.216,-4.080,+12 +seresnextaa201d_32x8d.sw_in12k_ft_in1k_384,77.420,22.580,93.990,6.010,149.39,384,1.000,bicubic,-9.868,-4.344,-18 +regnety_1280.swag_lc_in1k,77.380,22.620,94.500,5.500,644.81,224,0.965,bicubic,-8.602,-3.350,+56 +swinv2_large_window12to24_192to384.ms_in22k_ft_in1k,77.340,22.660,93.910,6.090,196.74,384,1.000,bicubic,-10.124,-4.340,-27 +vit_base_patch16_clip_384.laion2b_ft_in1k,77.320,22.680,93.860,6.140,86.86,384,1.000,bicubic,-9.298,-4.148,+8 +maxvit_large_tf_512.in1k,77.300,22.700,93.790,6.210,212.33,512,1.000,bicubic,-9.226,-4.090,+12 convnextv2_base.fcmae_ft_in22k_in1k,77.290,22.710,94.110,5.890,88.72,288,1.000,bicubic,-9.708,-4.058,-11 seresnextaa101d_32x8d.sw_in12k_ft_in1k_288,77.290,22.710,94.050,5.950,93.59,320,1.000,bicubic,-9.434,-4.126,+3 -tf_efficientnet_b6.ns_jft_in1k,77.290,22.710,93.890,6.110,43.04,528,0.942,bicubic,-9.166,-3.994,+16 +tf_efficientnet_b6.ns_jft_in1k,77.290,22.710,93.890,6.110,43.04,528,0.942,bicubic,-9.168,-4.000,+17 convformer_b36.sail_in22k_ft_in1k,77.270,22.730,93.970,6.030,99.88,224,1.000,bicubic,-9.728,-4.202,-15 -regnety_160.swag_ft_in1k,77.240,22.760,94.620,5.380,83.59,384,1.000,bicubic,-8.770,-3.434,+40 -swinv2_base_window12to24_192to384.ms_in22k_ft_in1k,77.240,22.760,94.250,5.750,87.92,384,1.000,bicubic,-9.856,-3.984,-22 +swinv2_base_window12to24_192to384.ms_in22k_ft_in1k,77.240,22.760,94.250,5.750,87.92,384,1.000,bicubic,-9.856,-3.984,-21 +regnety_160.swag_ft_in1k,77.230,22.770,94.600,5.400,83.59,384,1.000,bicubic,-8.790,-3.452,+41 convnext_base.clip_laion2b_augreg_ft_in12k_in1k_384,77.180,22.820,94.170,5.830,88.59,384,1.000,bicubic,-9.954,-4.052,-25 -caformer_m36.sail_in1k_384,77.160,22.840,93.630,6.370,56.20,384,1.000,bicubic,-9.006,-4.190,+27 -maxvit_large_tf_384.in1k,77.130,22.870,93.460,6.540,212.03,384,1.000,bicubic,-9.098,-4.230,+20 +caformer_m36.sail_in1k_384,77.160,22.840,93.630,6.370,56.20,384,1.000,bicubic,-9.006,-4.190,+28 +maxvit_large_tf_384.in1k,77.130,22.870,93.460,6.540,212.03,384,1.000,bicubic,-9.100,-4.228,+21 beitv2_base_patch16_224.in1k_ft_in22k_in1k,77.120,22.880,94.020,5.980,86.53,224,0.900,bicubic,-9.354,-4.032,+8 -volo_d3_448.sail_in1k,77.090,22.910,94.110,5.890,86.63,448,1.000,bicubic,-9.410,-3.600,+4 +volo_d3_448.sail_in1k,77.090,22.910,94.110,5.890,86.63,448,1.000,bicubic,-9.412,-3.600,+4 swin_large_patch4_window12_384.ms_in22k_ft_in1k,77.070,22.930,93.760,6.240,196.74,384,1.000,bicubic,-10.062,-4.474,-29 -vit_large_r50_s32_384.augreg_in21k_ft_in1k,77.070,22.930,93.710,6.290,329.09,384,1.000,bicubic,-9.112,-4.212,+20 -coatnet_rmlp_2_rw_224.sw_in12k_ft_in1k,77.000,23.000,93.320,6.680,73.88,224,0.950,bicubic,-9.504,-4.574,-1 +vit_large_r50_s32_384.augreg_in21k_ft_in1k,77.070,22.930,93.710,6.290,329.09,384,1.000,bicubic,-9.112,-4.212,+21 +coatnet_rmlp_2_rw_224.sw_in12k_ft_in1k,77.010,22.990,93.320,6.680,73.88,224,0.950,bicubic,-9.494,-4.574,-1 swinv2_large_window12to16_192to256.ms_in22k_ft_in1k,76.970,23.030,93.520,6.480,196.74,256,0.900,bicubic,-9.982,-4.586,-23 -vit_base_patch16_clip_384.openai_ft_in1k,76.960,23.040,93.750,6.250,86.86,384,1.000,bicubic,-9.244,-4.124,+14 +vit_base_patch16_clip_384.openai_ft_in1k,76.960,23.040,93.750,6.250,86.86,384,1.000,bicubic,-9.246,-4.126,+15 convformer_m36.sail_in22k_ft_in1k_384,76.960,23.040,93.690,6.310,57.05,384,1.000,bicubic,-9.932,-4.426,-21 beit_base_patch16_384.in22k_ft_in22k_in1k,76.930,23.070,93.910,6.090,86.74,384,1.000,bicubic,-9.870,-4.226,-18 seresnextaa101d_32x8d.sw_in12k_ft_in1k,76.900,23.100,93.850,6.150,93.59,288,1.000,bicubic,-9.584,-4.180,-2 -tf_efficientnetv2_m.in21k_ft_in1k,76.890,23.110,93.650,6.350,54.14,480,1.000,bicubic,-9.110,-4.296,+26 -vit_base_patch16_clip_384.openai_ft_in12k_in1k,76.870,23.130,93.780,6.220,86.86,384,0.950,bicubic,-10.154,-4.400,-34 +tf_efficientnetv2_m.in21k_ft_in1k,76.890,23.110,93.640,6.360,54.14,480,1.000,bicubic,-9.102,-4.304,+30 +vit_base_patch16_clip_384.openai_ft_in12k_in1k,76.870,23.130,93.780,6.220,86.86,384,0.950,bicubic,-10.156,-4.402,-34 cait_m48_448.fb_dist_in1k,76.870,23.130,93.380,6.620,356.46,448,1.000,bicubic,-9.622,-4.372,-5 -tf_efficientnet_b5.ns_jft_in1k,76.830,23.170,93.580,6.420,30.39,456,0.934,bicubic,-9.258,-4.174,+17 -resnext101_32x32d.fb_wsl_ig1b_ft_in1k,76.810,23.190,93.210,6.790,468.53,224,0.875,bilinear,-8.288,-4.228,+89 -maxvit_base_tf_384.in1k,76.790,23.210,93.440,6.560,119.65,384,1.000,bicubic,-9.512,-4.358,+1 +tf_efficientnet_b5.ns_jft_in1k,76.830,23.170,93.580,6.420,30.39,456,0.934,bicubic,-9.258,-4.176,+19 +resnext101_32x32d.fb_wsl_ig1b_ft_in1k,76.810,23.190,93.210,6.790,468.53,224,0.875,bilinear,-8.288,-4.228,+92 +maxvit_base_tf_384.in1k,76.790,23.210,93.440,6.560,119.65,384,1.000,bicubic,-9.512,-4.358,+2 convnext_large.fb_in22k_ft_in1k,76.750,23.250,93.710,6.290,197.77,288,1.000,bicubic,-10.276,-4.494,-39 -deit3_large_patch16_384.fb_in1k,76.690,23.310,93.350,6.650,304.76,384,1.000,bicubic,-9.122,-4.248,+31 +tiny_vit_21m_512.dist_in22k_ft_in1k,76.710,23.290,93.470,6.530,21.27,512,1.000,bicubic,-9.748,-4.414,-8 +deit3_large_patch16_384.fb_in1k,76.690,23.310,93.350,6.650,304.76,384,1.000,bicubic,-9.122,-4.248,+32 convnextv2_large.fcmae_ft_in1k,76.660,23.340,93.570,6.430,197.96,288,1.000,bicubic,-9.458,-4.252,+10 -convnext_base.fb_in22k_ft_in1k_384,76.650,23.350,93.700,6.300,88.59,384,1.000,bicubic,-10.146,-4.564,-28 -convnext_xlarge.fb_in22k_ft_in1k,76.630,23.370,93.860,6.140,350.20,288,1.000,bicubic,-10.700,-4.468,-53 -beitv2_base_patch16_224.in1k_ft_in1k,76.630,23.370,92.930,7.070,86.53,224,0.900,bicubic,-8.964,-4.576,+42 -coatnet_2_rw_224.sw_in12k_ft_in1k,76.620,23.380,93.380,6.620,73.87,224,0.950,bicubic,-9.948,-4.514,-21 -xcit_large_24_p8_384.fb_dist_in1k,76.620,23.380,93.090,6.910,188.93,384,1.000,bicubic,-9.376,-4.600,+15 -regnety_160.sw_in12k_ft_in1k,76.610,23.390,93.560,6.440,83.59,288,1.000,bicubic,-9.376,-4.274,+16 -caformer_s36.sail_in22k_ft_in1k,76.590,23.410,93.620,6.380,39.30,224,1.000,bicubic,-9.202,-4.204,+25 -vit_base_patch8_224.augreg2_in21k_ft_in1k,76.590,23.410,93.340,6.660,86.58,224,0.900,bicubic,-9.628,-4.492,-6 -caformer_s36.sail_in1k_384,76.550,23.450,93.450,6.550,39.30,384,1.000,bicubic,-9.190,-4.222,+28 -volo_d5_224.sail_in1k,76.550,23.450,93.330,6.670,295.46,224,0.960,bicubic,-9.520,-4.246,+4 -deit3_base_patch16_224.fb_in22k_ft_in1k,76.530,23.470,93.560,6.440,86.59,224,1.000,bicubic,-9.170,-4.186,+28 -maxxvitv2_rmlp_base_rw_224.sw_in12k_ft_in1k,76.530,23.470,93.370,6.630,116.09,224,0.950,bicubic,-10.112,-4.650,-34 +convnext_base.fb_in22k_ft_in1k_384,76.650,23.350,93.700,6.300,88.59,384,1.000,bicubic,-10.146,-4.564,-29 +convnext_xlarge.fb_in22k_ft_in1k,76.630,23.370,93.860,6.140,350.20,288,1.000,bicubic,-10.700,-4.468,-55 +beitv2_base_patch16_224.in1k_ft_in1k,76.630,23.370,92.930,7.070,86.53,224,0.900,bicubic,-8.964,-4.576,+43 +coatnet_2_rw_224.sw_in12k_ft_in1k,76.620,23.380,93.380,6.620,73.87,224,0.950,bicubic,-9.944,-4.516,-22 +xcit_large_24_p8_384.fb_dist_in1k,76.620,23.380,93.090,6.910,188.93,384,1.000,bicubic,-9.376,-4.600,+14 +regnety_160.sw_in12k_ft_in1k,76.610,23.390,93.560,6.440,83.59,288,1.000,bicubic,-9.376,-4.274,+17 +vit_base_patch8_224.augreg2_in21k_ft_in1k,76.590,23.410,93.340,6.660,86.58,224,0.900,bicubic,-9.628,-4.492,-5 +caformer_s36.sail_in22k_ft_in1k,76.580,23.420,93.620,6.380,39.30,224,1.000,bicubic,-9.210,-4.206,+25 +caformer_s36.sail_in1k_384,76.550,23.450,93.450,6.550,39.30,384,1.000,bicubic,-9.192,-4.222,+28 +volo_d5_224.sail_in1k,76.550,23.450,93.330,6.670,295.46,224,0.960,bicubic,-9.520,-4.246,+5 +deit3_base_patch16_224.fb_in22k_ft_in1k,76.530,23.470,93.570,6.430,86.59,224,1.000,bicubic,-9.170,-4.176,+29 +maxxvitv2_rmlp_base_rw_224.sw_in12k_ft_in1k,76.530,23.470,93.370,6.630,116.09,224,0.950,bicubic,-10.112,-4.650,-35 dm_nfnet_f6.dm_in1k,76.510,23.490,93.340,6.660,438.36,576,0.956,bicubic,-9.852,-4.556,-17 -maxvit_small_tf_512.in1k,76.490,23.510,93.360,6.640,69.13,512,1.000,bicubic,-9.592,-4.404,-1 -vit_base_patch16_384.augreg_in21k_ft_in1k,76.480,23.520,93.760,6.240,86.86,384,1.000,bicubic,-9.516,-4.242,+4 -swinv2_base_window12to16_192to256.ms_in22k_ft_in1k,76.450,23.550,93.700,6.300,87.92,256,0.900,bicubic,-9.818,-4.182,-16 -convformer_s36.sail_in22k_ft_in1k_384,76.370,23.630,93.530,6.470,40.01,384,1.000,bicubic,-10.008,-4.454,-24 +maxvit_small_tf_512.in1k,76.500,23.500,93.360,6.640,69.13,512,1.000,bicubic,-9.584,-4.404,0 +vit_base_patch16_384.augreg_in21k_ft_in1k,76.490,23.510,93.760,6.240,86.86,384,1.000,bicubic,-9.504,-4.242,+5 +tiny_vit_21m_384.dist_in22k_ft_in1k,76.470,23.530,93.130,6.870,21.23,384,1.000,bicubic,-9.638,-4.580,-5 +swinv2_base_window12to16_192to256.ms_in22k_ft_in1k,76.450,23.550,93.700,6.300,87.92,256,0.900,bicubic,-9.818,-4.182,-17 convformer_m36.sail_in1k_384,76.370,23.630,93.100,6.900,57.05,384,1.000,bicubic,-9.210,-4.442,+28 -convformer_m36.sail_in22k_ft_in1k,76.360,23.640,93.450,6.550,57.05,224,1.000,bicubic,-9.786,-4.400,-10 -convnext_small.in12k_ft_in1k_384,76.340,23.660,93.420,6.580,50.22,384,1.000,bicubic,-9.842,-4.502,-16 -cait_m36_384.fb_dist_in1k,76.330,23.670,93.060,6.940,271.22,384,1.000,bicubic,-9.730,-4.670,-6 -swin_large_patch4_window7_224.ms_in22k_ft_in1k,76.310,23.690,93.390,6.610,196.53,224,0.900,bicubic,-10.002,-4.512,-25 -vit_large_patch16_224.augreg_in21k_ft_in1k,76.300,23.700,93.610,6.390,304.33,224,0.900,bicubic,-9.534,-4.208,+5 -convnext_base.clip_laion2b_augreg_ft_in12k_in1k,76.290,23.710,93.810,6.190,88.59,256,1.000,bicubic,-10.080,-4.174,-29 -swin_base_patch4_window12_384.ms_in22k_ft_in1k,76.250,23.750,93.300,6.700,87.90,384,1.000,bicubic,-10.188,-4.766,-33 +convformer_s36.sail_in22k_ft_in1k_384,76.360,23.640,93.530,6.470,40.01,384,1.000,bicubic,-10.018,-4.454,-26 +convformer_m36.sail_in22k_ft_in1k,76.360,23.640,93.450,6.550,57.05,224,1.000,bicubic,-9.788,-4.400,-10 +convnext_small.in12k_ft_in1k_384,76.340,23.660,93.420,6.580,50.22,384,1.000,bicubic,-9.842,-4.502,-17 +cait_m36_384.fb_dist_in1k,76.330,23.670,93.060,6.940,271.22,384,1.000,bicubic,-9.728,-4.670,-6 +swin_large_patch4_window7_224.ms_in22k_ft_in1k,76.310,23.690,93.390,6.610,196.53,224,0.900,bicubic,-10.002,-4.512,-26 +vit_large_patch16_224.augreg_in21k_ft_in1k,76.300,23.700,93.610,6.390,304.33,224,0.900,bicubic,-9.536,-4.054,+4 +convnext_base.clip_laion2b_augreg_ft_in12k_in1k,76.290,23.710,93.810,6.190,88.59,256,1.000,bicubic,-10.080,-4.174,-30 +swin_base_patch4_window12_384.ms_in22k_ft_in1k,76.250,23.750,93.300,6.700,87.90,384,1.000,bicubic,-10.188,-4.766,-34 cait_s36_384.fb_dist_in1k,76.220,23.780,92.960,7.040,68.37,384,1.000,bicubic,-9.234,-4.518,+27 -regnety_160.lion_in12k_ft_in1k,76.200,23.800,93.670,6.330,83.59,288,1.000,bicubic,-9.786,-4.166,-6 -dm_nfnet_f4.dm_in1k,76.160,23.840,93.050,6.950,316.07,512,0.951,bicubic,-9.676,-4.614,-1 +regnety_160.lion_in12k_ft_in1k,76.190,23.810,93.670,6.330,83.59,288,1.000,bicubic,-9.798,-4.164,-6 +dm_nfnet_f4.dm_in1k,76.150,23.850,93.050,6.950,316.07,512,0.951,bicubic,-9.686,-4.768,0 xcit_medium_24_p8_384.fb_dist_in1k,76.130,23.870,92.980,7.020,84.32,384,1.000,bicubic,-9.686,-4.612,0 -maxvit_small_tf_384.in1k,76.120,23.880,92.610,7.390,69.02,384,1.000,bicubic,-9.420,-4.852,+17 -flexivit_large.1200ep_in1k,76.100,23.900,93.010,6.990,304.36,240,0.950,bicubic,-9.546,-4.532,+12 +maxvit_small_tf_384.in1k,76.120,23.880,92.610,7.390,69.02,384,1.000,bicubic,-9.420,-4.852,+18 +flexivit_large.1200ep_in1k,76.100,23.900,93.010,6.990,304.36,240,0.950,bicubic,-9.544,-4.530,+12 volo_d2_384.sail_in1k,76.090,23.910,93.130,6.870,58.87,384,1.000,bicubic,-9.952,-4.444,-17 tf_efficientnet_b8.ap_in1k,76.090,23.910,92.730,7.270,87.41,672,0.954,bicubic,-9.274,-4.562,+32 -tf_efficientnet_b7.ap_in1k,76.080,23.920,92.970,7.030,66.35,600,0.949,bicubic,-9.042,-4.282,+48 -convformer_b36.sail_in1k_384,76.070,23.930,92.720,7.280,99.88,384,1.000,bicubic,-9.672,-4.804,+1 +tf_efficientnet_b7.ap_in1k,76.080,23.920,92.970,7.030,66.35,600,0.949,bicubic,-9.044,-4.282,+48 +convformer_b36.sail_in1k_384,76.070,23.930,92.720,7.280,99.88,384,1.000,bicubic,-9.670,-4.804,+2 maxvit_tiny_tf_512.in1k,76.060,23.940,93.160,6.840,31.05,512,1.000,bicubic,-9.604,-4.424,+5 -flexivit_large.600ep_in1k,76.050,23.950,92.960,7.040,304.36,240,0.950,bicubic,-9.488,-4.528,+11 -volo_d4_224.sail_in1k,76.020,23.980,92.990,7.010,192.96,224,0.960,bicubic,-9.852,-4.482,-12 +flexivit_large.600ep_in1k,76.050,23.950,92.960,7.040,304.36,240,0.950,bicubic,-9.490,-4.528,+10 +volo_d4_224.sail_in1k,76.020,23.980,92.980,7.020,192.96,224,0.960,bicubic,-9.852,-4.492,-12 tf_efficientnetv2_l.in1k,76.000,24.000,93.070,6.930,118.52,480,1.000,bicubic,-9.664,-4.404,+3 -xcit_large_24_p8_224.fb_dist_in1k,75.970,24.030,92.710,7.290,188.93,224,1.000,bicubic,-9.432,-4.692,+19 -vit_base_patch8_224.augreg_in21k_ft_in1k,75.960,24.040,93.370,6.630,86.58,224,0.900,bicubic,-9.838,-4.420,-10 -flexivit_large.300ep_in1k,75.940,24.060,92.650,7.350,304.36,240,0.950,bicubic,-9.350,-4.750,+25 -convnext_base.fb_in22k_ft_in1k,75.930,24.070,93.580,6.420,88.59,288,1.000,bicubic,-10.344,-4.512,-44 -convnext_base.clip_laion2b_augreg_ft_in1k,75.840,24.160,93.210,6.790,88.59,256,1.000,bicubic,-10.318,-4.470,-36 +vit_base_patch8_224.augreg_in21k_ft_in1k,75.970,24.030,93.370,6.630,86.58,224,0.900,bicubic,-9.828,-4.420,-9 +xcit_large_24_p8_224.fb_dist_in1k,75.970,24.030,92.710,7.290,188.93,224,1.000,bicubic,-9.432,-4.692,+18 +flexivit_large.300ep_in1k,75.940,24.060,92.650,7.350,304.36,240,0.950,bicubic,-9.348,-4.750,+25 +convnext_base.fb_in22k_ft_in1k,75.930,24.070,93.580,6.420,88.59,288,1.000,bicubic,-10.344,-4.512,-45 +convnext_base.clip_laion2b_augreg_ft_in1k,75.840,24.160,93.210,6.790,88.59,256,1.000,bicubic,-10.318,-4.470,-37 xcit_large_24_p16_384.fb_dist_in1k,75.820,24.180,92.740,7.260,189.10,384,1.000,bicubic,-9.934,-4.798,-10 dm_nfnet_f3.dm_in1k,75.790,24.210,92.910,7.090,254.92,416,0.940,bicubic,-9.896,-4.660,-6 -eva02_small_patch14_336.mim_in22k_ft_in1k,75.790,24.210,92.820,7.180,22.13,336,1.000,bicubic,-9.926,-4.812,-9 +eva02_small_patch14_336.mim_in22k_ft_in1k,75.790,24.210,92.820,7.180,22.13,336,1.000,bicubic,-9.928,-4.814,-9 convformer_s36.sail_in1k_384,75.780,24.220,93.090,6.910,40.01,384,1.000,bicubic,-9.598,-4.386,+13 deit3_huge_patch14_224.fb_in1k,75.780,24.220,92.740,7.260,632.13,224,0.900,bicubic,-9.444,-4.620,+24 xcit_small_24_p8_384.fb_dist_in1k,75.770,24.230,92.970,7.030,47.63,384,1.000,bicubic,-9.784,-4.600,-4 -caformer_b36.sail_in1k,75.730,24.270,92.690,7.310,98.75,224,1.000,bicubic,-9.776,-4.620,-1 -resnext101_32x16d.fb_wsl_ig1b_ft_in1k,75.720,24.280,92.910,7.090,194.03,224,0.875,bilinear,-8.446,-4.288,+116 -vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,75.710,24.290,92.770,7.230,86.57,224,0.950,bicubic,-10.464,-4.986,-47 -tf_efficientnet_b4.ns_jft_in1k,75.690,24.310,93.050,6.950,19.34,380,0.922,bicubic,-9.472,-4.420,+25 -caformer_s18.sail_in22k_ft_in1k_384,75.680,24.320,93.500,6.500,26.34,384,1.000,bicubic,-9.734,-4.202,+1 -efficientnet_b5.sw_in12k_ft_in1k,75.680,24.320,93.040,6.960,30.39,448,1.000,bicubic,-10.212,-4.696,-31 -hrnet_w48_ssld.paddle_in1k,75.670,24.330,92.830,7.170,77.47,288,1.000,bilinear,-8.808,-4.404,+76 -vit_medium_patch16_gap_384.sw_in12k_ft_in1k,75.660,24.340,92.980,7.020,39.03,384,0.950,bicubic,-9.872,-4.658,-9 +caformer_b36.sail_in1k,75.740,24.260,92.690,7.310,98.75,224,1.000,bicubic,-9.764,-4.620,-1 +resnext101_32x16d.fb_wsl_ig1b_ft_in1k,75.720,24.280,92.910,7.090,194.03,224,0.875,bilinear,-8.446,-4.288,+119 +vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,75.710,24.290,92.770,7.230,86.57,224,0.950,bicubic,-10.460,-4.986,-48 +tf_efficientnet_b4.ns_jft_in1k,75.690,24.310,93.050,6.950,19.34,380,0.922,bicubic,-9.470,-4.418,+26 +caformer_s18.sail_in22k_ft_in1k_384,75.680,24.320,93.510,6.490,26.34,384,1.000,bicubic,-9.734,-4.192,+1 +efficientnet_b5.sw_in12k_ft_in1k,75.680,24.320,93.040,6.960,30.39,448,1.000,bicubic,-10.216,-4.696,-31 +hrnet_w48_ssld.paddle_in1k,75.670,24.330,92.830,7.170,77.47,288,1.000,bilinear,-8.810,-4.404,+79 +vit_medium_patch16_gap_384.sw_in12k_ft_in1k,75.660,24.340,92.980,7.020,39.03,384,0.950,bicubic,-9.870,-4.656,-9 volo_d1_384.sail_in1k,75.650,24.350,93.060,6.940,26.78,384,1.000,bicubic,-9.594,-4.134,+11 volo_d3_224.sail_in1k,75.620,24.380,92.980,7.020,86.33,224,0.960,bicubic,-9.794,-4.296,-3 convnextv2_base.fcmae_ft_in1k,75.620,24.380,92.850,7.150,88.72,288,1.000,bicubic,-9.854,-4.534,-9 -dm_nfnet_f5.dm_in1k,75.610,24.390,92.780,7.220,377.21,544,0.954,bicubic,-10.488,-4.908,-52 -caformer_m36.sail_in1k,75.610,24.390,92.400,7.600,56.20,224,1.000,bicubic,-9.622,-4.800,+10 -vit_base_patch16_clip_224.openai_ft_in1k,75.580,24.420,92.960,7.040,86.57,224,0.900,bicubic,-9.712,-4.478,+2 -vit_base_r50_s16_384.orig_in21k_ft_in1k,75.570,24.430,92.780,7.220,98.95,384,1.000,bicubic,-9.406,-4.510,+31 -deit_base_distilled_patch16_384.fb_in1k,75.550,24.450,92.500,7.500,87.63,384,1.000,bicubic,-9.876,-4.830,-12 -regnetz_e8.ra3_in1k,75.510,24.490,92.690,7.310,57.70,320,1.000,bicubic,-9.526,-4.582,+25 -cait_s24_384.fb_dist_in1k,75.500,24.500,92.610,7.390,47.06,384,1.000,bicubic,-9.548,-4.736,+23 -convformer_s36.sail_in22k_ft_in1k,75.480,24.520,93.190,6.810,40.01,224,1.000,bicubic,-9.934,-4.378,-12 -xcit_medium_24_p8_224.fb_dist_in1k,75.470,24.530,92.890,7.110,84.32,224,1.000,bicubic,-9.604,-4.384,+18 -resnext101_32x8d.fb_swsl_ig1b_ft_in1k,75.470,24.530,92.730,7.270,88.79,224,0.875,bilinear,-8.832,-4.446,+84 -vit_base_patch16_clip_224.openai_ft_in12k_in1k,75.460,24.540,92.750,7.250,86.57,224,0.950,bicubic,-10.480,-4.978,-48 -regnety_2560.seer_ft_in1k,75.440,24.560,92.830,7.170,"1,282.60",384,1.000,bicubic,-9.712,-4.606,+7 -vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,75.420,24.580,92.710,7.290,88.34,448,1.000,bicubic,-10.358,-4.928,-40 -regnety_320.swag_lc_in1k,75.400,24.600,93.680,6.320,145.05,224,0.965,bicubic,-9.146,-3.762,+48 -beit_base_patch16_224.in22k_ft_in22k_in1k,75.390,24.610,93.020,6.980,86.53,224,0.900,bicubic,-9.822,-4.638,-1 -tf_efficientnetv2_m.in1k,75.380,24.620,92.760,7.240,54.14,480,1.000,bicubic,-9.824,-4.604,-2 -tf_efficientnet_b6.ap_in1k,75.380,24.620,92.440,7.560,43.04,528,0.942,bicubic,-9.406,-4.696,+33 -vit_base_patch16_224.augreg2_in21k_ft_in1k,75.360,24.640,93.230,6.770,86.57,224,0.900,bicubic,-9.736,-4.300,+7 -regnety_120.sw_in12k_ft_in1k,75.330,24.670,92.970,7.030,51.82,288,1.000,bicubic,-10.070,-4.612,-20 +dm_nfnet_f5.dm_in1k,75.610,24.390,92.780,7.220,377.21,544,0.954,bicubic,-10.490,-4.908,-51 +caformer_m36.sail_in1k,75.600,24.400,92.400,7.600,56.20,224,1.000,bicubic,-9.632,-4.800,+9 +vit_base_patch16_clip_224.openai_ft_in1k,75.590,24.410,92.960,7.040,86.57,224,0.900,bicubic,-9.702,-4.476,+2 +vit_base_r50_s16_384.orig_in21k_ft_in1k,75.570,24.430,92.790,7.210,98.95,384,1.000,bicubic,-9.406,-4.500,+33 +deit_base_distilled_patch16_384.fb_in1k,75.550,24.450,92.500,7.500,87.63,384,1.000,bicubic,-9.874,-4.906,-11 +inception_next_base.sail_in1k_384,75.530,24.470,92.560,7.440,86.67,384,1.000,bicubic,-9.672,-4.854,+10 +regnetz_e8.ra3_in1k,75.510,24.490,92.690,7.310,57.70,320,1.000,bicubic,-9.524,-4.582,+26 +cait_s24_384.fb_dist_in1k,75.500,24.500,92.610,7.390,47.06,384,1.000,bicubic,-9.548,-4.736,+24 +convformer_s36.sail_in22k_ft_in1k,75.480,24.520,93.190,6.810,40.01,224,1.000,bicubic,-9.934,-4.378,-13 +xcit_medium_24_p8_224.fb_dist_in1k,75.470,24.530,92.890,7.110,84.32,224,1.000,bicubic,-9.604,-4.360,+19 +resnext101_32x8d.fb_swsl_ig1b_ft_in1k,75.470,24.530,92.730,7.270,88.79,224,0.875,bilinear,-8.832,-4.446,+86 +vit_base_patch16_clip_224.openai_ft_in12k_in1k,75.460,24.540,92.750,7.250,86.57,224,0.950,bicubic,-10.482,-4.978,-49 +regnety_2560.seer_ft_in1k,75.440,24.560,92.830,7.170,"1,282.60",384,1.000,bicubic,-9.710,-4.608,+7 +vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,75.420,24.580,92.710,7.290,88.34,448,1.000,bicubic,-10.360,-4.928,-42 +regnety_320.swag_lc_in1k,75.400,24.600,93.680,6.320,145.05,224,0.965,bicubic,-9.148,-3.762,+50 +beit_base_patch16_224.in22k_ft_in22k_in1k,75.390,24.610,93.020,6.980,86.53,224,0.900,bicubic,-9.822,-4.638,-2 +tf_efficientnetv2_m.in1k,75.380,24.620,92.760,7.240,54.14,480,1.000,bicubic,-9.824,-4.604,-3 +tf_efficientnet_b6.ap_in1k,75.380,24.620,92.440,7.560,43.04,528,0.942,bicubic,-9.408,-4.698,+34 +vit_base_patch16_224.augreg2_in21k_ft_in1k,75.360,24.640,93.230,6.770,86.57,224,0.900,bicubic,-9.734,-4.300,+7 +regnety_120.sw_in12k_ft_in1k,75.330,24.670,92.970,7.030,51.82,288,1.000,bicubic,-10.070,-4.612,-21 volo_d2_224.sail_in1k,75.310,24.690,92.520,7.480,58.68,224,0.960,bicubic,-9.892,-4.670,-4 -dm_nfnet_f2.dm_in1k,75.270,24.730,92.450,7.550,193.78,352,0.920,bicubic,-9.924,-4.896,-5 mvitv2_large.fb_in1k,75.270,24.730,92.360,7.640,217.99,224,0.900,bicubic,-9.974,-4.854,-13 -coat_lite_medium_384.in1k,75.270,24.730,92.230,7.770,44.57,384,1.000,bicubic,-9.608,-5.142,+21 -caformer_s18.sail_in1k_384,75.210,24.790,92.700,7.300,26.34,384,1.000,bicubic,-9.816,-4.658,+8 +coat_lite_medium_384.in1k,75.270,24.730,92.230,7.770,44.57,384,1.000,bicubic,-9.608,-5.142,+22 +dm_nfnet_f2.dm_in1k,75.260,24.740,92.450,7.550,193.78,352,0.920,bicubic,-9.932,-4.896,-6 +caformer_s18.sail_in1k_384,75.210,24.790,92.700,7.300,26.34,384,1.000,bicubic,-9.816,-4.658,+9 convnext_small.fb_in22k_ft_in1k_384,75.160,24.840,93.060,6.940,50.22,384,1.000,bicubic,-10.618,-4.830,-53 -efficientnetv2_rw_m.agc_in1k,75.150,24.850,92.570,7.430,53.24,416,1.000,bicubic,-9.662,-4.580,+22 -ecaresnet269d.ra2_in1k,75.130,24.870,92.830,7.170,102.09,352,1.000,bicubic,-9.836,-4.392,+9 -vit_base_patch16_clip_224.laion2b_ft_in1k,75.120,24.880,92.700,7.300,86.57,224,1.000,bicubic,-10.346,-4.874,-38 -deit3_large_patch16_224.fb_in1k,75.120,24.880,92.280,7.720,304.37,224,0.900,bicubic,-9.656,-4.758,+22 -deit3_small_patch16_384.fb_in22k_ft_in1k,75.090,24.910,92.810,7.190,22.21,384,1.000,bicubic,-9.734,-4.678,+16 -vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,75.090,24.910,92.580,7.420,88.30,384,1.000,bicubic,-10.276,-5.076,-29 -xcit_medium_24_p16_384.fb_dist_in1k,75.090,24.910,92.440,7.560,84.40,384,1.000,bicubic,-10.332,-4.966,-38 -maxvit_tiny_tf_384.in1k,75.020,24.980,92.450,7.550,30.98,384,1.000,bicubic,-10.080,-4.928,-10 +efficientnetv2_rw_m.agc_in1k,75.150,24.850,92.570,7.430,53.24,416,1.000,bicubic,-9.660,-4.582,+23 +ecaresnet269d.ra2_in1k,75.130,24.870,92.830,7.170,102.09,352,1.000,bicubic,-9.838,-4.392,+10 +vit_base_patch16_clip_224.laion2b_ft_in1k,75.120,24.880,92.700,7.300,86.57,224,1.000,bicubic,-10.350,-4.876,-39 +deit3_large_patch16_224.fb_in1k,75.120,24.880,92.280,7.720,304.37,224,0.900,bicubic,-9.654,-4.756,+23 +deit3_small_patch16_384.fb_in22k_ft_in1k,75.090,24.910,92.810,7.190,22.21,384,1.000,bicubic,-9.734,-4.676,+17 +vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,75.090,24.910,92.580,7.420,88.30,384,1.000,bicubic,-10.276,-5.080,-30 +xcit_medium_24_p16_384.fb_dist_in1k,75.090,24.910,92.440,7.560,84.40,384,1.000,bicubic,-10.334,-4.890,-40 +tiny_vit_21m_224.dist_in22k_ft_in1k,75.070,24.930,92.590,7.410,21.20,224,0.950,bicubic,-10.016,-4.776,-6 +maxvit_tiny_tf_384.in1k,75.020,24.980,92.450,7.550,30.98,384,1.000,bicubic,-10.080,-4.928,-11 convformer_b36.sail_in1k,74.980,25.020,91.600,8.400,99.88,224,1.000,bicubic,-9.838,-5.346,+13 xcit_small_24_p8_224.fb_dist_in1k,74.970,25.030,92.320,7.680,47.63,224,1.000,bicubic,-9.898,-4.870,+8 -convnext_small.in12k_ft_in1k,74.960,25.040,92.520,7.480,50.22,288,1.000,bicubic,-10.370,-5.026,-32 -tf_efficientnet_b8.ra_in1k,74.910,25.090,92.330,7.670,87.41,672,0.954,bicubic,-10.458,-5.064,-36 +convnext_small.in12k_ft_in1k,74.960,25.040,92.520,7.480,50.22,288,1.000,bicubic,-10.370,-5.026,-34 +tf_efficientnet_b8.ra_in1k,74.920,25.080,92.330,7.670,87.41,672,0.954,bicubic,-10.448,-5.064,-38 xcit_small_12_p8_384.fb_dist_in1k,74.850,25.150,92.450,7.550,26.21,384,1.000,bicubic,-10.228,-4.832,-11 -eca_nfnet_l2.ra3_in1k,74.820,25.180,92.650,7.350,56.72,384,1.000,bicubic,-9.882,-4.532,+14 -deit3_base_patch16_384.fb_in1k,74.790,25.210,92.240,7.760,86.88,384,1.000,bicubic,-10.282,-5.012,-11 +eca_nfnet_l2.ra3_in1k,74.820,25.180,92.650,7.350,56.72,384,1.000,bicubic,-9.880,-4.616,+15 +deit3_base_patch16_384.fb_in1k,74.800,25.200,92.240,7.760,86.88,384,1.000,bicubic,-10.274,-5.034,-11 convnext_tiny.in12k_ft_in1k_384,74.730,25.270,92.810,7.190,28.59,384,1.000,bicubic,-10.392,-4.796,-21 tf_efficientnet_b7.ra_in1k,74.730,25.270,92.220,7.780,66.35,600,0.949,bicubic,-10.202,-4.988,-4 -deit3_medium_patch16_224.fb_in22k_ft_in1k,74.690,25.310,92.470,7.530,38.85,224,1.000,bicubic,-9.862,-4.718,+18 +deit3_medium_patch16_224.fb_in22k_ft_in1k,74.690,25.310,92.470,7.530,38.85,224,1.000,bicubic,-9.860,-4.718,+19 convnext_large.fb_in1k,74.650,25.350,91.970,8.030,197.77,288,1.000,bicubic,-10.196,-5.244,+1 -xcit_large_24_p16_224.fb_dist_in1k,74.650,25.350,91.860,8.140,189.10,224,1.000,bicubic,-10.266,-5.270,-5 +xcit_large_24_p16_224.fb_dist_in1k,74.650,25.350,91.860,8.140,189.10,224,1.000,bicubic,-10.266,-5.268,-5 convformer_s18.sail_in1k_384,74.640,25.360,92.480,7.520,26.77,384,1.000,bicubic,-9.762,-4.632,+42 -caformer_s36.sail_in1k,74.630,25.370,92.080,7.920,39.30,224,1.000,bicubic,-9.878,-4.916,+21 -xcit_small_24_p16_384.fb_dist_in1k,74.590,25.410,92.460,7.540,47.67,384,1.000,bicubic,-10.500,-4.852,-23 -tf_efficientnet_b5.ap_in1k,74.590,25.410,91.990,8.010,30.39,456,0.934,bicubic,-9.668,-4.984,+49 +caformer_s36.sail_in1k,74.640,25.360,92.080,7.920,39.30,224,1.000,bicubic,-9.866,-4.916,+23 +xcit_small_24_p16_384.fb_dist_in1k,74.590,25.410,92.460,7.540,47.67,384,1.000,bicubic,-10.500,-4.852,-24 +tf_efficientnet_b5.ap_in1k,74.590,25.410,91.990,8.010,30.39,456,0.934,bicubic,-9.668,-4.984,+50 maxvit_large_tf_224.in1k,74.580,25.420,91.700,8.300,211.79,224,0.950,bicubic,-10.362,-5.270,-13 -vit_medium_patch16_gap_256.sw_in12k_ft_in1k,74.570,25.430,91.960,8.040,38.86,256,0.950,bicubic,-9.876,-4.884,+25 -swin_base_patch4_window7_224.ms_in22k_ft_in1k,74.560,25.440,92.540,7.460,87.77,224,0.900,bicubic,-10.712,-5.024,-46 -dm_nfnet_f1.dm_in1k,74.560,25.440,92.170,7.830,132.63,320,0.910,bicubic,-10.142,-5.096,+2 -convformer_s18.sail_in22k_ft_in1k_384,74.550,25.450,92.770,7.230,26.77,384,1.000,bicubic,-10.448,-4.800,-20 +vit_medium_patch16_gap_256.sw_in12k_ft_in1k,74.570,25.430,91.960,8.040,38.86,256,0.950,bicubic,-9.876,-5.250,+26 +swin_base_patch4_window7_224.ms_in22k_ft_in1k,74.560,25.440,92.540,7.460,87.77,224,0.900,bicubic,-10.712,-5.024,-48 +dm_nfnet_f1.dm_in1k,74.560,25.440,92.170,7.830,132.63,320,0.910,bicubic,-10.142,-5.012,+1 +convformer_s18.sail_in22k_ft_in1k_384,74.550,25.450,92.760,7.240,26.77,384,1.000,bicubic,-10.448,-4.810,-20 maxxvit_rmlp_small_rw_256.sw_in1k,74.520,25.480,92.000,8.000,66.01,256,0.950,bicubic,-10.104,-5.068,+2 -regnetz_040.ra3_in1k,74.510,25.490,91.880,8.120,27.12,320,1.000,bicubic,-9.730,-5.052,+44 -seresnet152d.ra2_in1k,74.500,25.500,92.090,7.910,66.84,320,1.000,bicubic,-9.860,-4.950,+34 -convnext_small.fb_in22k_ft_in1k,74.490,25.510,92.700,7.300,50.22,288,1.000,bicubic,-10.772,-4.982,-50 +regnetz_040.ra3_in1k,74.510,25.490,91.880,8.120,27.12,320,1.000,bicubic,-9.730,-5.052,+45 +seresnet152d.ra2_in1k,74.500,25.500,92.090,7.910,66.84,320,1.000,bicubic,-9.860,-4.950,+35 +convnext_small.fb_in22k_ft_in1k,74.490,25.510,92.700,7.300,50.22,288,1.000,bicubic,-10.772,-4.982,-52 davit_base.msft_in1k,74.490,25.510,91.750,8.250,87.95,224,0.950,bicubic,-10.152,-5.270,-3 -gcvit_base.in1k,74.480,25.520,91.770,8.230,90.32,224,0.875,bicubic,-9.966,-5.438,+17 -resnest200e.in1k,74.470,25.530,91.880,8.120,70.20,320,0.909,bicubic,-9.376,-5.004,+72 -regnetz_040_h.ra3_in1k,74.460,25.540,92.250,7.750,28.94,320,1.000,bicubic,-10.032,-4.508,+7 +fastvit_ma36.apple_dist_in1k,74.480,25.520,91.960,8.040,44.07,256,0.950,bicubic,-10.118,-5.042,0 +gcvit_base.in1k,74.480,25.520,91.770,8.230,90.32,224,0.875,bicubic,-9.964,-5.312,+18 +regnetz_040_h.ra3_in1k,74.460,25.540,92.250,7.750,28.94,320,1.000,bicubic,-10.032,-4.508,+8 +resnest200e.in1k,74.460,25.540,91.880,8.120,70.20,320,0.909,bicubic,-9.384,-5.004,+74 coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k,74.460,25.540,91.640,8.360,41.72,224,0.950,bicubic,-10.450,-5.318,-21 -tf_efficientnetv2_s.in21k_ft_in1k,74.440,25.560,92.500,7.500,21.46,384,1.000,bicubic,-9.848,-4.752,+30 -maxvit_rmlp_small_rw_224.sw_in1k,74.390,25.610,91.390,8.610,64.90,224,0.900,bicubic,-10.102,-5.620,+6 -convformer_m36.sail_in1k,74.380,25.620,91.480,8.520,57.05,224,1.000,bicubic,-10.114,-5.386,+3 -caformer_s18.sail_in22k_ft_in1k,74.370,25.630,92.500,7.500,26.34,224,1.000,bicubic,-9.706,-4.698,+46 -flexivit_base.1200ep_in1k,74.350,25.650,91.800,8.200,86.59,240,0.950,bicubic,-10.328,-5.196,-13 -resnetrs200.tf_in1k,74.340,25.660,91.940,8.060,93.21,320,1.000,bicubic,-10.104,-5.142,+9 +tf_efficientnetv2_s.in21k_ft_in1k,74.440,25.560,92.500,7.500,21.46,384,1.000,bicubic,-9.846,-4.752,+30 +maxvit_rmlp_small_rw_224.sw_in1k,74.400,25.600,91.390,8.610,64.90,224,0.900,bicubic,-10.092,-5.620,+6 +caformer_s18.sail_in22k_ft_in1k,74.380,25.620,92.500,7.500,26.34,224,1.000,bicubic,-9.694,-4.698,+49 +convformer_m36.sail_in1k,74.380,25.620,91.480,8.520,57.05,224,1.000,bicubic,-10.114,-5.386,+2 +flexivit_base.1200ep_in1k,74.350,25.650,91.800,8.200,86.59,240,0.950,bicubic,-10.326,-5.194,-14 +resnetrs200.tf_in1k,74.340,25.660,91.940,8.060,93.21,320,1.000,bicubic,-10.104,-4.902,+8 seresnextaa101d_32x8d.ah_in1k,74.320,25.680,91.720,8.280,93.59,288,1.000,bicubic,-10.246,-5.356,-10 -maxvit_base_tf_224.in1k,74.290,25.710,91.760,8.240,119.47,224,0.950,bicubic,-10.570,-5.228,-27 -regnety_160.swag_lc_in1k,74.220,25.780,92.870,7.130,83.59,224,0.965,bicubic,-9.562,-4.410,+69 -convnextv2_tiny.fcmae_ft_in22k_in1k_384,74.220,25.780,92.470,7.530,28.64,384,1.000,bicubic,-10.886,-5.158,-50 -mvitv2_base.fb_in1k,74.220,25.780,91.650,8.350,51.47,224,0.900,bicubic,-10.230,-5.208,+2 -convformer_s36.sail_in1k,74.210,25.790,91.230,8.770,40.01,224,1.000,bicubic,-9.850,-5.516,+40 -convnext_tiny.in12k_ft_in1k,74.200,25.800,92.690,7.310,28.59,288,1.000,bicubic,-10.250,-4.650,-2 -resnest269e.in1k,74.200,25.800,91.960,8.040,110.93,416,0.928,bicubic,-10.310,-5.474,-10 +maxvit_base_tf_224.in1k,74.290,25.710,91.760,8.240,119.47,224,0.950,bicubic,-10.570,-5.228,-28 +regnety_160.swag_lc_in1k,74.230,25.770,92.870,7.130,83.59,224,0.965,bicubic,-9.552,-4.410,+76 +convnextv2_tiny.fcmae_ft_in22k_in1k_384,74.220,25.780,92.470,7.530,28.64,384,1.000,bicubic,-10.886,-5.158,-53 +mvitv2_base.fb_in1k,74.220,25.780,91.650,8.350,51.47,224,0.900,bicubic,-10.230,-5.208,+1 +resnest269e.in1k,74.210,25.790,91.960,8.040,110.93,416,0.928,bicubic,-10.298,-5.030,-9 +convformer_s36.sail_in1k,74.210,25.790,91.230,8.770,40.01,224,1.000,bicubic,-9.850,-5.516,+42 +convnext_tiny.in12k_ft_in1k,74.200,25.800,92.690,7.310,28.59,288,1.000,bicubic,-10.250,-4.650,-3 seresnext101d_32x8d.ah_in1k,74.180,25.820,91.850,8.150,93.59,288,1.000,bicubic,-10.178,-5.070,+13 -coatnet_rmlp_2_rw_224.sw_in1k,74.180,25.820,91.300,8.700,73.88,224,0.950,bicubic,-10.426,-5.440,-20 -cait_xs24_384.fb_dist_in1k,74.170,25.830,91.930,8.070,26.67,384,1.000,bicubic,-9.892,-4.954,+34 -efficientnetv2_rw_s.ra2_in1k,74.160,25.840,91.710,8.290,23.94,384,1.000,bicubic,-9.648,-5.022,+59 -resnext101_32x4d.fb_swsl_ig1b_ft_in1k,74.130,25.870,91.990,8.010,44.18,224,0.875,bilinear,-9.102,-4.768,+112 -vit_large_r50_s32_224.augreg_in21k_ft_in1k,74.120,25.880,92.380,7.620,328.99,224,0.900,bicubic,-10.302,-4.790,-2 -vit_base_patch16_384.orig_in21k_ft_in1k,74.120,25.880,92.360,7.640,86.86,384,1.000,bicubic,-10.080,-4.860,+19 -flexivit_base.600ep_in1k,74.120,25.880,91.750,8.250,86.59,240,0.950,bicubic,-10.402,-5.186,-19 -flexivit_base.300ep_in1k,74.120,25.880,91.390,8.610,86.59,240,0.950,bicubic,-10.286,-5.496,+4 -xcit_small_12_p16_384.fb_dist_in1k,74.110,25.890,92.090,7.910,26.25,384,1.000,bicubic,-10.602,-5.028,-37 -eca_nfnet_l1.ra2_in1k,74.110,25.890,92.070,7.930,41.41,320,1.000,bicubic,-9.900,-4.956,+34 -convnext_base.fb_in1k,74.110,25.890,91.710,8.290,88.59,288,1.000,bicubic,-10.318,-5.258,-6 +coatnet_rmlp_2_rw_224.sw_in1k,74.180,25.820,91.300,8.700,73.88,224,0.950,bicubic,-10.428,-5.440,-21 +cait_xs24_384.fb_dist_in1k,74.170,25.830,91.930,8.070,26.67,384,1.000,bicubic,-9.892,-4.954,+36 +efficientnetv2_rw_s.ra2_in1k,74.160,25.840,91.710,8.290,23.94,384,1.000,bicubic,-9.646,-5.022,+63 +resnext101_32x4d.fb_swsl_ig1b_ft_in1k,74.130,25.870,91.990,8.010,44.18,224,0.875,bilinear,-9.096,-4.770,+126 +vit_base_patch16_384.orig_in21k_ft_in1k,74.120,25.880,92.360,7.640,86.86,384,1.000,bicubic,-10.080,-4.858,+20 +flexivit_base.600ep_in1k,74.120,25.880,91.750,8.250,86.59,240,0.950,bicubic,-10.404,-5.186,-19 +flexivit_base.300ep_in1k,74.120,25.880,91.390,8.610,86.59,240,0.950,bicubic,-10.286,-5.494,+4 +vit_large_r50_s32_224.augreg_in21k_ft_in1k,74.110,25.890,92.390,7.610,328.99,224,0.900,bicubic,-10.308,-4.782,-4 +xcit_small_12_p16_384.fb_dist_in1k,74.110,25.890,92.090,7.910,26.25,384,1.000,bicubic,-10.602,-5.028,-38 +eca_nfnet_l1.ra2_in1k,74.110,25.890,92.070,7.930,41.41,320,1.000,bicubic,-9.902,-4.956,+38 +convnext_base.fb_in1k,74.110,25.890,91.710,8.290,88.59,288,1.000,bicubic,-10.318,-5.258,-5 volo_d1_224.sail_in1k,74.100,25.900,92.030,7.970,26.63,224,0.960,bicubic,-10.062,-4.746,+18 -vit_base_patch32_clip_384.openai_ft_in12k_in1k,74.070,25.930,92.420,7.580,88.30,384,0.950,bicubic,-11.146,-4.986,-78 -vit_base_patch16_224_miil.in21k_ft_in1k,74.040,25.960,91.700,8.300,86.54,224,0.875,bilinear,-10.226,-5.104,+4 -xcit_large_24_p8_224.fb_in1k,74.040,25.960,90.890,9.110,188.93,224,1.000,bicubic,-10.354,-5.774,-3 -tf_efficientnet_b7.aa_in1k,74.020,25.980,91.860,8.140,66.35,600,0.949,bicubic,-10.394,-5.046,-8 -vit_base_patch16_224.augreg_in21k_ft_in1k,74.010,25.990,92.470,7.530,86.57,224,0.900,bicubic,-10.522,-4.822,-32 -resnetv2_152x4_bit.goog_in21k_ft_in1k,74.010,25.990,92.340,7.660,936.53,480,1.000,bilinear,-10.906,-5.098,-56 -resnext101_32x16d.fb_swsl_ig1b_ft_in1k,73.990,26.010,92.180,7.820,194.03,224,0.875,bilinear,-9.346,-4.666,+90 -swinv2_base_window16_256.ms_in1k,73.980,26.020,91.750,8.250,87.92,256,0.900,bicubic,-10.620,-5.340,-39 -tf_efficientnetv2_s.in1k,73.980,26.020,91.540,8.460,21.46,384,1.000,bicubic,-9.920,-5.158,+29 -regnetz_d32.ra3_in1k,73.960,26.040,91.950,8.050,27.58,320,0.950,bicubic,-10.062,-4.918,+20 -seresnext101_32x8d.ah_in1k,73.960,26.040,91.450,8.550,93.57,288,1.000,bicubic,-10.226,-5.424,+5 -resnetv2_152x2_bit.goog_in21k_ft_in1k,73.950,26.050,92.670,7.330,236.34,448,1.000,bilinear,-10.560,-4.322,-36 -crossvit_18_dagger_408.in1k,73.930,26.070,91.410,8.590,44.61,408,1.000,bicubic,-10.268,-5.406,+2 -rexnetr_300.sw_in12k_ft_in1k,73.920,26.080,92.210,7.790,34.81,288,1.000,bicubic,-10.624,-5.046,-41 -xcit_small_12_p8_224.fb_dist_in1k,73.920,26.080,91.720,8.280,26.21,224,1.000,bicubic,-10.316,-5.152,-4 -resnetrs420.tf_in1k,73.900,26.100,91.780,8.220,191.89,416,1.000,bicubic,-11.106,-5.344,-75 -resmlp_big_24_224.fb_in22k_ft_in1k,73.900,26.100,91.760,8.240,129.14,224,0.875,bicubic,-10.498,-5.352,-18 -pit_b_distilled_224.in1k,73.900,26.100,90.780,9.220,74.79,224,0.900,bicubic,-9.866,-5.686,+39 -tf_efficientnet_b6.aa_in1k,73.890,26.110,91.750,8.250,43.04,528,0.942,bicubic,-10.226,-5.130,+2 -edgenext_base.usi_in1k,73.880,26.120,91.760,8.240,18.51,320,1.000,bicubic,-10.078,-5.010,+14 -regnety_1280.seer_ft_in1k,73.860,26.140,91.900,8.100,644.81,384,1.000,bicubic,-10.572,-5.192,-31 -tf_efficientnet_b3.ns_jft_in1k,73.850,26.150,91.860,8.140,12.23,300,0.904,bicubic,-10.206,-5.058,+4 -deit3_small_patch16_224.fb_in22k_ft_in1k,73.840,26.160,91.970,8.030,22.06,224,1.000,bicubic,-9.234,-4.806,+98 -maxvit_rmlp_tiny_rw_256.sw_in1k,73.830,26.170,91.440,8.560,29.15,256,0.950,bicubic,-10.394,-5.428,-11 -vit_small_r26_s32_384.augreg_in21k_ft_in1k,73.790,26.210,92.300,7.700,36.47,384,1.000,bicubic,-10.258,-5.028,+4 -davit_small.msft_in1k,73.780,26.220,91.560,8.440,49.75,224,0.950,bicubic,-10.472,-5.380,-18 -regnetz_d8.ra3_in1k,73.760,26.240,92.010,7.990,23.37,320,1.000,bicubic,-10.294,-4.986,0 -maxvit_small_tf_224.in1k,73.760,26.240,91.420,8.580,68.93,224,0.950,bicubic,-10.666,-5.404,-34 -regnety_080.ra3_in1k,73.750,26.250,91.800,8.200,39.18,288,1.000,bicubic,-10.176,-5.090,+6 -focalnet_base_lrf.ms_in1k,73.740,26.260,90.990,9.010,88.75,224,0.900,bicubic,-10.098,-5.618,+15 -resnetrs270.tf_in1k,73.730,26.270,91.580,8.420,129.86,352,1.000,bicubic,-10.698,-5.388,-39 -gcvit_small.in1k,73.700,26.300,91.230,8.770,51.09,224,0.875,bicubic,-10.192,-5.428,+8 -resnext101_32x8d.fb_wsl_ig1b_ft_in1k,73.670,26.330,92.140,7.860,88.79,224,0.875,bilinear,-9.028,-4.004,+119 -resnet200d.ra2_in1k,73.670,26.330,91.570,8.430,64.69,320,1.000,bicubic,-10.294,-5.254,0 -resnetv2_101x3_bit.goog_in21k_ft_in1k,73.660,26.340,92.470,7.530,387.93,448,1.000,bilinear,-10.778,-4.912,-46 -xcit_medium_24_p16_224.fb_dist_in1k,73.650,26.350,91.570,8.430,84.40,224,1.000,bicubic,-10.636,-5.362,-31 -convnextv2_tiny.fcmae_ft_in22k_in1k,73.640,26.360,91.960,8.040,28.64,288,1.000,bicubic,-10.776,-5.300,-42 -edgenext_base.in21k_ft_in1k,73.610,26.390,91.860,8.140,18.51,320,1.000,bicubic,-10.444,-5.336,-11 -regnety_064.ra3_in1k,73.610,26.390,91.330,8.670,30.58,288,1.000,bicubic,-10.110,-5.392,+22 -tresnet_v2_l.miil_in21k_ft_in1k,73.580,26.420,90.980,9.020,46.17,224,0.875,bilinear,-10.320,-5.514,-1 -swinv2_base_window8_256.ms_in1k,73.550,26.450,91.510,8.490,87.92,256,0.900,bicubic,-10.700,-5.414,-32 -tf_efficientnet_b5.ra_in1k,73.540,26.460,91.460,8.540,30.39,456,0.934,bicubic,-10.270,-5.294,+7 -resnetaa101d.sw_in12k_ft_in1k,73.520,26.480,91.750,8.250,44.57,288,1.000,bicubic,-10.604,-5.356,-24 -resnet152d.ra2_in1k,73.520,26.480,91.240,8.760,60.21,320,1.000,bicubic,-10.164,-5.500,+25 -cs3se_edgenet_x.c2ns_in1k,73.510,26.490,91.490,8.510,50.72,320,1.000,bicubic,-10.032,-5.182,+31 -regnetz_d8_evos.ch_in1k,73.490,26.510,91.710,8.290,23.46,320,1.000,bicubic,-10.636,-5.302,-28 -deit3_base_patch16_224.fb_in1k,73.490,26.510,91.280,8.720,86.59,224,0.900,bicubic,-10.296,-5.308,+6 -regnetv_064.ra3_in1k,73.460,26.540,91.600,8.400,30.58,288,1.000,bicubic,-10.256,-5.144,+14 -convnext_small.fb_in1k,73.450,26.550,91.330,8.670,50.22,288,1.000,bicubic,-10.250,-5.478,+15 -coat_lite_medium.in1k,73.450,26.550,91.240,8.760,44.57,224,0.900,bicubic,-10.150,-5.488,+24 -sequencer2d_l.in1k,73.450,26.550,91.090,8.910,54.30,224,0.875,bicubic,-9.944,-5.406,+39 -xcit_tiny_24_p8_384.fb_dist_in1k,73.430,26.570,91.560,8.440,12.11,384,1.000,bicubic,-10.316,-5.150,+6 -twins_svt_large.in1k,73.420,26.580,90.880,9.120,99.27,224,0.900,bicubic,-10.258,-5.710,+16 -resnetrs350.tf_in1k,73.400,26.600,91.300,8.700,163.96,384,1.000,bicubic,-11.314,-5.692,-94 -pvt_v2_b4.in1k,73.400,26.600,91.070,8.930,62.56,224,0.900,bicubic,-10.310,-5.604,+9 -regnety_160.deit_in1k,73.390,26.610,91.700,8.300,83.59,288,1.000,bicubic,-10.300,-5.082,+10 -tf_efficientnet_b5.aa_in1k,73.380,26.620,91.210,8.790,30.39,456,0.934,bicubic,-10.308,-5.502,+10 -swin_s3_base_224.ms_in1k,73.350,26.650,91.180,8.820,71.13,224,0.900,bicubic,-10.570,-5.492,-22 -convformer_s18.sail_in22k_ft_in1k,73.340,26.660,91.910,8.090,26.77,224,1.000,bicubic,-10.398,-5.138,+1 -efficientnet_b4.ra2_in1k,73.340,26.660,91.270,8.730,19.34,384,1.000,bicubic,-10.074,-5.328,+27 -gcvit_tiny.in1k,73.330,26.670,90.970,9.030,28.22,224,0.875,bicubic,-10.054,-5.428,+31 -mvitv2_small.fb_in1k,73.300,26.700,91.230,8.770,34.87,224,0.900,bicubic,-10.470,-5.346,-8 -resnet152.a1h_in1k,73.300,26.700,91.180,8.820,60.19,288,1.000,bicubic,-10.150,-5.358,+19 -resmlp_big_24_224.fb_distilled_in1k,73.300,26.700,91.170,8.830,129.14,224,0.875,bicubic,-10.292,-5.480,+12 -swin_small_patch4_window7_224.ms_in22k_ft_in1k,73.290,26.710,92.030,7.970,49.61,224,0.900,bicubic,-10.008,-4.934,+36 -vit_small_patch16_384.augreg_in21k_ft_in1k,73.280,26.720,91.990,8.010,22.20,384,1.000,bicubic,-10.522,-5.108,-15 -xcit_small_24_p16_224.fb_dist_in1k,73.270,26.730,91.460,8.540,47.67,224,1.000,bicubic,-10.604,-5.276,-27 -focalnet_base_srf.ms_in1k,73.270,26.730,91.260,8.740,88.15,224,0.900,bicubic,-10.548,-5.422,-19 -swinv2_small_window16_256.ms_in1k,73.250,26.750,91.290,8.710,49.73,256,0.900,bicubic,-10.974,-5.488,-58 -pvt_v2_b5.in1k,73.250,26.750,91.080,8.920,81.96,224,0.900,bicubic,-10.492,-5.554,-10 -deit_base_distilled_patch16_224.fb_in1k,73.240,26.760,91.010,8.990,87.34,224,0.900,bicubic,-10.146,-5.478,+20 -maxvit_tiny_rw_224.sw_in1k,73.230,26.770,90.770,9.230,29.06,224,0.950,bicubic,-10.274,-5.734,+6 -pvt_v2_b3.in1k,73.210,26.790,91.010,8.990,45.24,224,0.900,bicubic,-9.910,-5.544,+44 -resnetrs152.tf_in1k,73.200,26.800,91.260,8.740,86.62,320,1.000,bicubic,-10.502,-5.352,-10 -swin_base_patch4_window12_384.ms_in1k,73.160,26.840,91.130,8.870,87.90,384,1.000,bicubic,-11.316,-5.762,-92 -vit_base_patch32_384.augreg_in21k_ft_in1k,73.130,26.870,91.250,8.750,88.30,384,1.000,bicubic,-10.220,-5.588,+19 -nest_base_jx.goog_in1k,73.130,26.870,91.070,8.930,67.72,224,0.875,bicubic,-10.404,-5.304,+1 -xcit_medium_24_p8_224.fb_in1k,73.130,26.870,90.280,9.720,84.32,224,1.000,bicubic,-10.618,-6.120,-21 -regnety_640.seer_ft_in1k,73.110,26.890,91.520,8.480,281.38,384,1.000,bicubic,-10.798,-5.402,-42 -swinv2_small_window8_256.ms_in1k,73.100,26.900,90.950,9.050,49.73,256,0.900,bicubic,-10.754,-5.694,-38 -deit3_small_patch16_384.fb_in1k,73.090,26.910,91.220,8.780,22.21,384,1.000,bicubic,-10.340,-5.454,+4 -xcit_small_24_p8_224.fb_in1k,73.090,26.910,91.160,8.840,47.63,224,1.000,bicubic,-10.744,-5.472,-35 +inception_next_base.sail_in1k,74.080,25.920,91.380,8.620,86.67,224,0.950,bicubic,-10.012,-5.416,+22 +vit_base_patch32_clip_384.openai_ft_in12k_in1k,74.050,25.950,92.410,7.590,88.30,384,0.950,bicubic,-11.164,-4.994,-82 +vit_base_patch16_224_miil.in21k_ft_in1k,74.040,25.960,91.700,8.300,86.54,224,0.875,bilinear,-10.226,-5.104,+3 +xcit_large_24_p8_224.fb_in1k,74.040,25.960,90.890,9.110,188.93,224,1.000,bicubic,-10.354,-5.774,-4 +tf_efficientnet_b7.aa_in1k,74.030,25.970,91.870,8.130,66.35,600,0.949,bicubic,-10.386,-5.038,-9 +vit_base_patch16_224.augreg_in21k_ft_in1k,74.010,25.990,92.470,7.530,86.57,224,0.900,bicubic,-10.522,-4.824,-33 +resnetv2_152x4_bit.goog_in21k_ft_in1k,74.010,25.990,92.350,7.650,936.53,480,1.000,bilinear,-10.906,-5.088,-58 +resnext101_32x16d.fb_swsl_ig1b_ft_in1k,73.990,26.010,92.180,7.820,194.03,224,0.875,bilinear,-9.346,-4.666,+101 +tf_efficientnetv2_s.in1k,73.990,26.010,91.540,8.460,21.46,384,1.000,bicubic,-9.908,-5.156,+32 +swinv2_base_window16_256.ms_in1k,73.980,26.020,91.750,8.250,87.92,256,0.900,bicubic,-10.620,-5.340,-42 +regnetz_d32.ra3_in1k,73.960,26.040,91.950,8.050,27.58,320,0.950,bicubic,-10.062,-4.918,+22 +seresnext101_32x8d.ah_in1k,73.960,26.040,91.450,8.550,93.57,288,1.000,bicubic,-10.226,-5.424,+4 +resnetv2_152x2_bit.goog_in21k_ft_in1k,73.950,26.050,92.670,7.330,236.34,448,1.000,bilinear,-10.560,-4.764,-37 +crossvit_18_dagger_408.in1k,73.930,26.070,91.410,8.590,44.61,408,1.000,bicubic,-10.272,-5.408,0 +rexnetr_300.sw_in12k_ft_in1k,73.920,26.080,92.210,7.790,34.81,288,1.000,bicubic,-10.626,-5.046,-43 +resnetrs420.tf_in1k,73.920,26.080,91.780,8.220,191.89,416,1.000,bicubic,-11.084,-5.344,-73 +xcit_small_12_p8_224.fb_dist_in1k,73.920,26.080,91.720,8.280,26.21,224,1.000,bicubic,-10.316,-5.150,-6 +resmlp_big_24_224.fb_in22k_ft_in1k,73.900,26.100,91.760,8.240,129.14,224,0.875,bicubic,-10.498,-5.352,-20 +pit_b_distilled_224.in1k,73.900,26.100,90.780,9.220,74.79,224,0.900,bicubic,-9.866,-5.688,+42 +tf_efficientnet_b6.aa_in1k,73.890,26.110,91.750,8.250,43.04,528,0.942,bicubic,-10.222,-5.134,+2 +edgenext_base.usi_in1k,73.880,26.120,91.760,8.240,18.51,320,1.000,bicubic,-10.078,-5.010,+16 +regnety_1280.seer_ft_in1k,73.860,26.140,91.900,8.100,644.81,384,1.000,bicubic,-10.572,-5.192,-32 +deit3_small_patch16_224.fb_in22k_ft_in1k,73.850,26.150,91.970,8.030,22.06,224,1.000,bicubic,-9.226,-4.806,+113 +tf_efficientnet_b3.ns_jft_in1k,73.850,26.150,91.860,8.140,12.23,300,0.904,bicubic,-10.202,-5.058,+6 +maxvit_rmlp_tiny_rw_256.sw_in1k,73.830,26.170,91.440,8.560,29.15,256,0.950,bicubic,-10.394,-5.428,-12 +vit_small_r26_s32_384.augreg_in21k_ft_in1k,73.790,26.210,92.300,7.700,36.47,384,1.000,bicubic,-10.258,-5.028,+5 +davit_small.msft_in1k,73.780,26.220,91.560,8.440,49.75,224,0.950,bicubic,-10.472,-5.380,-19 +fastvit_ma36.apple_in1k,73.780,26.220,91.490,8.510,44.07,256,0.950,bicubic,-10.102,-5.252,+16 +regnety_080.ra3_in1k,73.760,26.240,91.800,8.200,39.18,288,1.000,bicubic,-10.166,-5.090,+8 +maxvit_small_tf_224.in1k,73.760,26.240,91.410,8.590,68.93,224,0.950,bicubic,-10.666,-5.414,-36 +regnetz_d8.ra3_in1k,73.750,26.250,92.000,8.000,23.37,320,1.000,bicubic,-10.302,-4.996,-2 +focalnet_base_lrf.ms_in1k,73.740,26.260,90.990,9.010,88.75,224,0.900,bicubic,-10.098,-5.618,+17 +fastvit_sa36.apple_dist_in1k,73.730,26.270,91.730,8.270,31.53,256,0.900,bicubic,-10.296,-5.124,-1 +resnetrs270.tf_in1k,73.730,26.270,91.580,8.420,129.86,352,1.000,bicubic,-10.698,-5.388,-42 +efficientvit_b3.r288_in1k,73.720,26.280,91.450,8.550,48.65,288,1.000,bicubic,-10.434,-5.286,-16 +gcvit_small.in1k,73.700,26.300,91.230,8.770,51.09,224,0.875,bicubic,-10.192,-5.428,+7 +resnext101_32x8d.fb_wsl_ig1b_ft_in1k,73.670,26.330,92.140,7.860,88.79,224,0.875,bilinear,-9.028,-4.004,+130 +resnet200d.ra2_in1k,73.670,26.330,91.570,8.430,64.69,320,1.000,bicubic,-10.294,-5.256,-1 +resnetv2_101x3_bit.goog_in21k_ft_in1k,73.660,26.340,92.470,7.530,387.93,448,1.000,bilinear,-10.778,-4.912,-50 +xcit_medium_24_p16_224.fb_dist_in1k,73.650,26.350,91.570,8.430,84.40,224,1.000,bicubic,-10.636,-5.362,-35 +convnextv2_tiny.fcmae_ft_in22k_in1k,73.640,26.360,91.960,8.040,28.64,288,1.000,bicubic,-10.776,-5.300,-46 +inception_next_small.sail_in1k,73.620,26.380,91.240,8.760,49.37,224,0.875,bicubic,-9.958,-5.358,+40 +edgenext_base.in21k_ft_in1k,73.610,26.390,91.860,8.140,18.51,320,1.000,bicubic,-10.444,-5.336,-15 +repvgg_d2se.rvgg_in1k,73.610,26.390,91.380,8.620,133.33,320,1.000,bilinear,-9.950,-5.278,+38 +regnety_064.ra3_in1k,73.610,26.390,91.330,8.670,30.58,288,1.000,bicubic,-10.110,-5.392,+23 +tresnet_v2_l.miil_in21k_ft_in1k,73.590,26.410,90.990,9.010,46.17,224,0.875,bilinear,-10.304,-5.500,-4 +swinv2_base_window8_256.ms_in1k,73.550,26.450,91.510,8.490,87.92,256,0.900,bicubic,-10.700,-5.414,-38 +tf_efficientnet_b5.ra_in1k,73.540,26.460,91.460,8.540,30.39,456,0.934,bicubic,-10.274,-5.292,+5 +resnetaa101d.sw_in12k_ft_in1k,73.520,26.480,91.750,8.250,44.57,288,1.000,bicubic,-10.604,-5.356,-28 +cs3se_edgenet_x.c2ns_in1k,73.510,26.490,91.480,8.520,50.72,320,1.000,bicubic,-10.036,-5.190,+34 +resnet152d.ra2_in1k,73.510,26.490,91.240,8.760,60.21,320,1.000,bicubic,-10.174,-5.498,+23 +regnetz_d8_evos.ch_in1k,73.490,26.510,91.710,8.290,23.46,320,1.000,bicubic,-10.636,-5.302,-33 +deit3_base_patch16_224.fb_in1k,73.490,26.510,91.280,8.720,86.59,224,0.900,bicubic,-10.296,-5.306,+5 +repvit_m2_3.dist_450e_in1k,73.480,26.520,91.260,8.740,23.69,224,0.950,bicubic,-10.262,-5.384,+10 +regnetv_064.ra3_in1k,73.460,26.540,91.600,8.400,30.58,288,1.000,bicubic,-10.256,-5.142,+13 +convnext_small.fb_in1k,73.450,26.550,91.330,8.670,50.22,288,1.000,bicubic,-10.250,-5.478,+14 +coat_lite_medium.in1k,73.450,26.550,91.230,8.770,44.57,224,0.900,bicubic,-10.150,-5.498,+23 +sequencer2d_l.in1k,73.450,26.550,91.090,8.910,54.30,224,0.875,bicubic,-9.944,-5.406,+43 +xcit_tiny_24_p8_384.fb_dist_in1k,73.430,26.570,91.560,8.440,12.11,384,1.000,bicubic,-10.316,-4.840,+3 +twins_svt_large.in1k,73.420,26.580,90.890,9.110,99.27,224,0.900,bicubic,-10.258,-5.698,+15 +tiny_vit_21m_224.in1k,73.410,26.590,91.480,8.520,21.20,224,0.950,bicubic,-9.844,-5.112,+54 +resnetrs350.tf_in1k,73.400,26.600,91.300,8.700,163.96,384,1.000,bicubic,-11.314,-5.692,-103 +pvt_v2_b4.in1k,73.400,26.600,91.070,8.930,62.56,224,0.900,bicubic,-10.312,-5.600,+7 +tf_efficientnet_b5.aa_in1k,73.390,26.610,91.210,8.790,30.39,456,0.934,bicubic,-10.298,-5.502,+9 +regnety_160.deit_in1k,73.380,26.620,91.700,8.300,83.59,288,1.000,bicubic,-10.310,-5.080,+7 +swin_s3_base_224.ms_in1k,73.350,26.650,91.180,8.820,71.13,224,0.900,bicubic,-10.570,-5.492,-27 +convformer_s18.sail_in22k_ft_in1k,73.340,26.660,91.910,8.090,26.77,224,1.000,bicubic,-10.398,-5.138,-1 +efficientnet_b4.ra2_in1k,73.340,26.660,91.270,8.730,19.34,384,1.000,bicubic,-10.074,-5.328,+30 +gcvit_tiny.in1k,73.330,26.670,90.970,9.030,28.22,224,0.875,bicubic,-10.054,-5.428,+34 +repvit_m2_3.dist_300e_in1k,73.320,26.680,90.890,9.110,23.69,224,0.950,bicubic,-10.184,-5.614,+16 +mvitv2_small.fb_in1k,73.300,26.700,91.230,8.770,34.87,224,0.900,bicubic,-10.470,-5.346,-12 +resnet152.a1h_in1k,73.300,26.700,91.180,8.820,60.19,288,1.000,bicubic,-10.150,-5.358,+21 +resmlp_big_24_224.fb_distilled_in1k,73.300,26.700,91.170,8.830,129.14,224,0.875,bicubic,-10.292,-5.480,+9 +swin_small_patch4_window7_224.ms_in22k_ft_in1k,73.290,26.710,92.030,7.970,49.61,224,0.900,bicubic,-10.008,-4.934,+39 +vit_small_patch16_384.augreg_in21k_ft_in1k,73.290,26.710,91.990,8.010,22.20,384,1.000,bicubic,-10.514,-5.110,-20 +xcit_small_24_p16_224.fb_dist_in1k,73.270,26.730,91.460,8.540,47.67,224,1.000,bicubic,-10.604,-5.276,-32 +focalnet_base_srf.ms_in1k,73.270,26.730,91.260,8.740,88.15,224,0.900,bicubic,-10.550,-5.420,-24 +swinv2_small_window16_256.ms_in1k,73.250,26.750,91.290,8.710,49.73,256,0.900,bicubic,-10.974,-5.488,-68 +pvt_v2_b5.in1k,73.250,26.750,91.080,8.920,81.96,224,0.900,bicubic,-10.490,-5.556,-14 +deit_base_distilled_patch16_224.fb_in1k,73.250,26.750,91.010,8.990,87.34,224,0.900,bicubic,-10.140,-5.478,+24 +maxvit_tiny_rw_224.sw_in1k,73.230,26.770,90.770,9.230,29.06,224,0.950,bicubic,-10.274,-5.744,+6 +pvt_v2_b3.in1k,73.210,26.790,91.010,8.990,45.24,224,0.900,bicubic,-9.908,-5.546,+49 +resnetrs152.tf_in1k,73.200,26.800,91.260,8.740,86.62,320,1.000,bicubic,-10.502,-5.352,-13 +fastvit_sa24.apple_dist_in1k,73.180,26.820,91.350,8.650,21.55,256,0.900,bicubic,-10.162,-5.202,+24 +swin_base_patch4_window12_384.ms_in1k,73.160,26.840,91.130,8.870,87.90,384,1.000,bicubic,-11.316,-5.762,-102 +efficientvit_b3.r256_in1k,73.150,26.850,91.110,8.890,48.65,256,1.000,bicubic,-10.652,-5.406,-30 +vit_base_patch32_384.augreg_in21k_ft_in1k,73.130,26.870,91.250,8.750,88.30,384,1.000,bicubic,-10.222,-5.590,+19 +nest_base_jx.goog_in1k,73.130,26.870,91.070,8.930,67.72,224,0.875,bicubic,-10.404,-5.304,-2 +xcit_medium_24_p8_224.fb_in1k,73.130,26.870,90.280,9.720,84.32,224,1.000,bicubic,-10.616,-6.430,-26 +regnety_640.seer_ft_in1k,73.110,26.890,91.520,8.480,281.38,384,1.000,bicubic,-10.798,-5.402,-50 +swinv2_small_window8_256.ms_in1k,73.100,26.900,90.950,9.050,49.73,256,0.900,bicubic,-10.754,-5.694,-45 +deit3_small_patch16_384.fb_in1k,73.090,26.910,91.220,8.780,22.21,384,1.000,bicubic,-10.338,-5.454,+4 +xcit_small_24_p8_224.fb_in1k,73.090,26.910,91.160,8.840,47.63,224,1.000,bicubic,-10.744,-5.472,-42 cait_s24_224.fb_dist_in1k,73.060,26.940,91.120,8.880,46.92,224,1.000,bicubic,-10.382,-5.454,+1 -efficientformerv2_l.snap_dist_in1k,73.060,26.940,90.880,9.120,26.32,224,0.950,bicubic,-10.572,-5.680,-13 +efficientformerv2_l.snap_dist_in1k,73.060,26.940,90.880,9.120,26.32,224,0.950,bicubic,-10.572,-5.678,-18 focalnet_small_srf.ms_in1k,73.060,26.940,90.730,9.270,49.89,224,0.900,bicubic,-10.356,-5.708,+1 coatnet_rmlp_1_rw_224.sw_in1k,73.040,26.960,90.880,9.120,41.69,224,0.950,bicubic,-10.322,-5.570,+9 -crossvit_15_dagger_408.in1k,72.960,27.040,91.090,8.910,28.50,408,1.000,bicubic,-10.882,-5.688,-44 -caformer_s18.sail_in1k,72.960,27.040,91.010,8.990,26.34,224,1.000,bicubic,-10.696,-5.506,-17 -regnety_320.tv2_in1k,72.940,27.060,90.760,9.240,145.05,224,0.965,bicubic,-10.222,-5.656,+20 -ecaresnet101d.miil_in1k,72.930,27.070,91.180,8.820,44.57,288,0.950,bicubic,-10.054,-5.362,+41 -regnetv_040.ra3_in1k,72.920,27.080,91.130,8.870,20.64,288,1.000,bicubic,-10.278,-5.528,+15 -tf_efficientnet_b4.ap_in1k,72.900,27.100,90.980,9.020,19.34,380,0.922,bicubic,-10.350,-5.414,+9 -maxvit_tiny_tf_224.in1k,72.900,27.100,90.830,9.170,30.92,224,0.950,bicubic,-10.502,-5.760,-5 -coatnet_1_rw_224.sw_in1k,72.900,27.100,90.790,9.210,41.72,224,0.950,bicubic,-10.696,-5.592,-18 -resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k_384,72.880,27.120,91.550,8.450,236.34,384,1.000,bicubic,-10.954,-5.576,-49 -swinv2_cr_small_ns_224.sw_in1k,72.850,27.150,90.820,9.180,49.70,224,0.900,bicubic,-10.648,-5.664,-17 -regnety_032.ra_in1k,72.780,27.220,90.950,9.050,19.44,288,1.000,bicubic,-9.948,-5.466,+53 -regnety_040.ra3_in1k,72.780,27.220,90.750,9.250,20.65,288,1.000,bicubic,-10.264,-5.748,+26 -convnextv2_tiny.fcmae_ft_in1k,72.770,27.230,91.180,8.820,28.64,288,1.000,bicubic,-10.694,-5.538,-17 -xception65p.ra3_in1k,72.760,27.240,90.910,9.090,39.82,299,0.940,bicubic,-10.376,-5.198,+12 -swin_s3_small_224.ms_in1k,72.720,27.280,90.560,9.440,49.74,224,0.900,bicubic,-11.036,-5.892,-45 -resnetv2_101.a1h_in1k,72.700,27.300,90.670,9.330,44.54,288,1.000,bicubic,-10.302,-5.784,+26 -efficientformer_l7.snap_dist_in1k,72.660,27.340,90.800,9.200,82.23,224,0.950,bicubic,-10.722,-5.736,-10 -xcit_small_12_p8_224.fb_in1k,72.630,27.370,90.670,9.330,26.21,224,1.000,bicubic,-10.702,-5.814,-5 -nfnet_l0.ra2_in1k,72.610,27.390,90.990,9.010,35.07,288,1.000,bicubic,-10.142,-5.526,+42 -resnext101_64x4d.c1_in1k,72.610,27.390,90.830,9.170,83.46,288,1.000,bicubic,-10.546,-5.544,+2 -focalnet_small_lrf.ms_in1k,72.610,27.390,90.720,9.280,50.34,224,0.900,bicubic,-10.884,-5.860,-25 -pnasnet5large.tf_in1k,72.610,27.390,90.500,9.500,86.06,331,0.911,bicubic,-10.172,-5.540,+37 -xception65.ra3_in1k,72.590,27.410,90.840,9.160,39.92,299,0.940,bicubic,-10.592,-5.752,-2 -cs3sedarknet_x.c2ns_in1k,72.580,27.420,91.060,8.940,35.40,288,1.000,bicubic,-10.078,-5.290,+48 -resnest101e.in1k,72.580,27.420,90.810,9.190,48.28,256,0.875,bilinear,-10.304,-5.512,+25 -twins_pcpvt_large.in1k,72.580,27.420,90.700,9.300,60.99,224,0.900,bicubic,-10.550,-5.902,+2 -gc_efficientnetv2_rw_t.agc_in1k,72.570,27.430,90.830,9.170,13.68,288,1.000,bicubic,-9.882,-5.462,+76 -tf_efficientnet_b5.in1k,72.560,27.440,91.110,8.890,30.39,456,0.934,bicubic,-10.616,-5.426,-7 -resnext50_32x4d.fb_swsl_ig1b_ft_in1k,72.560,27.440,90.840,9.160,25.03,224,0.875,bilinear,-9.614,-5.382,+112 -tresnet_xl.miil_in1k_448,72.560,27.440,90.310,9.690,78.44,448,0.875,bilinear,-10.500,-5.864,+7 -twins_svt_base.in1k,72.550,27.450,90.450,9.550,56.07,224,0.900,bicubic,-10.572,-5.966,-1 -deit_base_patch16_384.fb_in1k,72.540,27.460,90.260,9.740,86.86,384,1.000,bicubic,-10.566,-6.108,+1 -resnetv2_50x3_bit.goog_in21k_ft_in1k,72.520,27.480,91.760,8.240,217.32,448,1.000,bilinear,-11.500,-5.366,-88 -xcit_small_12_p16_224.fb_dist_in1k,72.520,27.480,91.130,8.870,26.25,224,1.000,bicubic,-10.808,-5.286,-21 -rexnet_300.nav_in1k,72.520,27.480,90.630,9.370,34.71,224,0.875,bicubic,-10.254,-5.606,+26 -vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,72.510,27.490,90.880,9.120,88.22,224,0.900,bicubic,-10.786,-5.648,-22 -deit3_medium_patch16_224.fb_in1k,72.510,27.490,90.810,9.190,38.85,224,0.900,bicubic,-10.576,-5.486,-3 -convformer_s18.sail_in1k,72.510,27.490,90.510,9.490,26.77,224,1.000,bicubic,-10.476,-5.740,+8 -convnext_tiny.fb_in22k_ft_in1k_384,72.470,27.530,91.540,8.460,28.59,384,1.000,bicubic,-11.618,-5.604,-103 -regnety_080_tv.tv2_in1k,72.460,27.540,90.540,9.460,39.38,224,0.965,bicubic,-10.130,-5.478,+43 -xcit_tiny_24_p8_224.fb_dist_in1k,72.440,27.560,90.920,9.080,12.11,224,1.000,bicubic,-10.126,-5.138,+51 -sequencer2d_m.in1k,72.430,27.570,90.710,9.290,38.31,224,0.875,bicubic,-10.382,-5.564,+12 -resnet101d.ra2_in1k,72.430,27.570,90.650,9.350,44.57,320,1.000,bicubic,-10.586,-5.802,-1 -regnetx_320.tv2_in1k,72.420,27.580,90.300,9.700,107.81,224,0.965,bicubic,-10.390,-5.908,+12 -maxxvit_rmlp_nano_rw_256.sw_in1k,72.370,27.630,90.750,9.250,16.78,256,0.950,bicubic,-10.672,-5.600,-6 -nest_small_jx.goog_in1k,72.350,27.650,90.690,9.310,38.35,224,0.875,bicubic,-10.774,-5.630,-18 -maxvit_rmlp_nano_rw_256.sw_in1k,72.350,27.650,90.430,9.570,15.50,256,0.950,bicubic,-10.604,-5.836,0 -resnext101_32x8d.tv2_in1k,72.330,27.670,90.270,9.730,88.79,224,0.965,bilinear,-10.502,-5.962,+5 -tf_efficientnet_b4.aa_in1k,72.290,27.710,90.590,9.410,19.34,380,0.922,bicubic,-10.728,-5.710,-9 -tf_efficientnet_b2.ns_jft_in1k,72.280,27.720,91.110,8.890,9.11,260,0.890,bicubic,-10.098,-5.144,+60 -hrnet_w18_ssld.paddle_in1k,72.270,27.730,90.820,9.180,21.30,288,1.000,bilinear,-9.776,-5.430,+101 -maxvit_nano_rw_256.sw_in1k,72.270,27.730,90.570,9.430,15.45,256,0.950,bicubic,-10.658,-5.650,-4 -tresnet_m.miil_in21k_ft_in1k,72.270,27.730,90.230,9.770,31.39,224,0.875,bilinear,-10.804,-5.884,-17 -swin_base_patch4_window7_224.ms_in1k,72.260,27.740,90.810,9.190,87.77,224,0.900,bicubic,-11.346,-5.642,-69 -resnext101_64x4d.tv_in1k,72.260,27.740,90.550,9.450,83.46,224,0.875,bilinear,-10.732,-5.694,-11 -resnetv2_50x1_bit.goog_distilled_in1k,72.240,27.760,91.000,9.000,25.55,224,0.875,bicubic,-10.580,-5.514,-4 -nasnetalarge.tf_in1k,72.240,27.760,90.460,9.540,88.75,331,0.911,bicubic,-10.386,-5.582,+20 -crossvit_18_240.in1k,72.240,27.760,90.270,9.730,43.27,240,0.875,bicubic,-10.156,-5.790,+51 -efficientnetv2_rw_t.ra2_in1k,72.230,27.770,90.420,9.580,13.65,288,1.000,bicubic,-10.120,-5.772,+56 -regnetz_c16_evos.ch_in1k,72.220,27.780,91.210,8.790,13.49,320,0.950,bicubic,-10.412,-5.264,+16 -cait_xxs36_384.fb_dist_in1k,72.190,27.810,90.840,9.160,17.37,384,1.000,bicubic,-10.014,-5.304,+75 -twins_pcpvt_base.in1k,72.190,27.810,90.500,9.500,43.83,224,0.900,bicubic,-10.520,-5.846,+3 -crossvit_18_dagger_240.in1k,72.180,27.820,90.080,9.920,44.27,240,0.875,bicubic,-10.336,-5.986,+34 -regnetz_c16.ra3_in1k,72.170,27.830,91.110,8.890,13.46,320,1.000,bicubic,-10.464,-5.212,+10 -maxxvitv2_nano_rw_256.sw_in1k,72.170,27.830,90.470,9.530,23.70,256,0.950,bicubic,-10.940,-5.854,-32 -regnety_320.seer_ft_in1k,72.160,27.840,90.880,9.120,145.05,384,1.000,bicubic,-11.174,-5.826,-54 -resnet101.a1h_in1k,72.100,27.900,90.820,9.180,44.55,288,1.000,bicubic,-10.678,-5.490,-8 -regnety_160.tv2_in1k,72.090,27.910,90.230,9.770,83.59,224,0.965,bicubic,-10.552,-5.986,+5 -xcit_tiny_24_p16_384.fb_dist_in1k,72.070,27.930,90.580,9.420,12.12,384,1.000,bicubic,-10.500,-5.696,+22 -cs3edgenet_x.c2_in1k,72.050,27.950,90.370,9.630,47.82,288,1.000,bicubic,-10.658,-6.000,-4 +fastvit_sa36.apple_in1k,73.030,26.970,90.930,9.070,31.53,256,0.900,bicubic,-10.470,-5.700,-10 +efficientvit_b3.r224_in1k,72.980,27.020,90.570,9.430,48.65,224,0.950,bicubic,-10.480,-5.760,-6 +crossvit_15_dagger_408.in1k,72.970,27.030,91.090,8.910,28.50,408,1.000,bicubic,-10.870,-5.688,-52 +caformer_s18.sail_in1k,72.960,27.040,91.010,8.990,26.34,224,1.000,bicubic,-10.694,-5.508,-25 +regnety_320.tv2_in1k,72.940,27.060,90.760,9.240,145.05,224,0.965,bicubic,-10.222,-5.654,+21 +ecaresnet101d.miil_in1k,72.930,27.070,91.180,8.820,44.57,288,0.950,bicubic,-10.054,-5.362,+43 +regnetv_040.ra3_in1k,72.930,27.070,91.120,8.880,20.64,288,1.000,bicubic,-10.260,-5.538,+16 +tf_efficientnet_b4.ap_in1k,72.900,27.100,90.980,9.020,19.34,380,0.922,bicubic,-10.350,-5.416,+9 +maxvit_tiny_tf_224.in1k,72.900,27.100,90.830,9.170,30.92,224,0.950,bicubic,-10.502,-5.760,-7 +coatnet_1_rw_224.sw_in1k,72.900,27.100,90.790,9.210,41.72,224,0.950,bicubic,-10.696,-5.592,-25 +resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k_384,72.870,27.130,91.550,8.450,236.34,384,1.000,bicubic,-10.966,-5.576,-58 +swinv2_cr_small_ns_224.sw_in1k,72.850,27.150,90.820,9.180,49.70,224,0.900,bicubic,-10.648,-5.664,-20 +regnety_040.ra3_in1k,72.790,27.210,90.750,9.250,20.65,288,1.000,bicubic,-10.254,-5.752,+29 +regnety_032.ra_in1k,72.780,27.220,90.950,9.050,19.44,288,1.000,bicubic,-9.946,-5.466,+54 +convnextv2_tiny.fcmae_ft_in1k,72.770,27.230,91.180,8.820,28.64,288,1.000,bicubic,-10.694,-5.538,-20 +xception65p.ra3_in1k,72.760,27.240,90.910,9.090,39.82,299,0.940,bicubic,-10.366,-5.572,+15 +swin_s3_small_224.ms_in1k,72.720,27.280,90.560,9.440,49.74,224,0.900,bicubic,-11.036,-5.892,-53 +resnetv2_101.a1h_in1k,72.690,27.310,90.670,9.330,44.54,288,1.000,bicubic,-10.310,-5.784,+28 +efficientformer_l7.snap_dist_in1k,72.660,27.340,90.800,9.200,82.23,224,0.950,bicubic,-10.722,-5.736,-12 +xcit_small_12_p8_224.fb_in1k,72.630,27.370,90.670,9.330,26.21,224,1.000,bicubic,-10.704,-5.812,-7 +nfnet_l0.ra2_in1k,72.610,27.390,90.990,9.010,35.07,288,1.000,bicubic,-10.140,-5.526,+44 +resnext101_64x4d.c1_in1k,72.610,27.390,90.830,9.170,83.46,288,1.000,bicubic,-10.546,-5.544,+3 +focalnet_small_lrf.ms_in1k,72.610,27.390,90.720,9.280,50.34,224,0.900,bicubic,-10.884,-5.860,-28 +pnasnet5large.tf_in1k,72.610,27.390,90.500,9.500,86.06,331,0.911,bicubic,-10.172,-5.540,+39 +xception65.ra3_in1k,72.600,27.400,90.840,9.160,39.92,299,0.940,bicubic,-10.580,-5.752,-1 +cs3sedarknet_x.c2ns_in1k,72.580,27.420,91.060,8.940,35.40,288,1.000,bicubic,-10.078,-5.290,+52 +resnest101e.in1k,72.580,27.420,90.810,9.190,48.28,256,0.875,bilinear,-10.304,-5.512,+27 +twins_pcpvt_large.in1k,72.580,27.420,90.700,9.300,60.99,224,0.900,bicubic,-10.550,-5.904,+2 +gc_efficientnetv2_rw_t.agc_in1k,72.570,27.430,90.830,9.170,13.68,288,1.000,bicubic,-9.886,-5.466,+82 +tf_efficientnet_b5.in1k,72.560,27.440,91.090,8.910,30.39,456,0.934,bicubic,-10.616,-5.446,-6 +resnext50_32x4d.fb_swsl_ig1b_ft_in1k,72.560,27.440,90.840,9.160,25.03,224,0.875,bilinear,-9.612,-5.384,+119 +tresnet_xl.miil_in1k_448,72.560,27.440,90.310,9.690,78.44,448,0.875,bilinear,-10.498,-5.862,+9 +twins_svt_base.in1k,72.550,27.450,90.450,9.550,56.07,224,0.900,bicubic,-10.570,-5.964,-1 +deit_base_patch16_384.fb_in1k,72.550,27.450,90.260,9.740,86.86,384,1.000,bicubic,-10.554,-6.108,+3 +resnetv2_50x3_bit.goog_in21k_ft_in1k,72.520,27.480,91.760,8.240,217.32,448,1.000,bilinear,-11.500,-5.366,-98 +xcit_small_12_p16_224.fb_dist_in1k,72.520,27.480,91.130,8.870,26.25,224,1.000,bicubic,-10.808,-5.286,-22 +rexnet_300.nav_in1k,72.520,27.480,90.610,9.390,34.71,224,0.875,bicubic,-10.254,-5.628,+28 +vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,72.510,27.490,90.880,9.120,88.22,224,0.900,bicubic,-10.786,-5.648,-23 +deit3_medium_patch16_224.fb_in1k,72.510,27.490,90.810,9.190,38.85,224,0.900,bicubic,-10.576,-5.484,-1 +convformer_s18.sail_in1k,72.510,27.490,90.510,9.490,26.77,224,1.000,bicubic,-10.476,-5.740,+10 +convnext_tiny.fb_in22k_ft_in1k_384,72.470,27.530,91.540,8.460,28.59,384,1.000,bicubic,-11.618,-5.604,-114 +regnety_080_tv.tv2_in1k,72.460,27.540,90.540,9.460,39.38,224,0.965,bicubic,-10.134,-5.708,+47 +xcit_tiny_24_p8_224.fb_dist_in1k,72.440,27.560,90.920,9.080,12.11,224,1.000,bicubic,-10.126,-5.138,+55 +sequencer2d_m.in1k,72.430,27.570,90.710,9.290,38.31,224,0.875,bicubic,-10.382,-5.564,+14 +resnet101d.ra2_in1k,72.430,27.570,90.650,9.350,44.57,320,1.000,bicubic,-10.590,-5.802,0 +regnetx_320.tv2_in1k,72.420,27.580,90.300,9.700,107.81,224,0.965,bicubic,-10.390,-5.908,+14 +maxxvit_rmlp_nano_rw_256.sw_in1k,72.370,27.630,90.750,9.250,16.78,256,0.950,bicubic,-10.672,-5.600,-4 +nest_small_jx.goog_in1k,72.350,27.650,90.690,9.310,38.35,224,0.875,bicubic,-10.774,-5.630,-17 +maxvit_rmlp_nano_rw_256.sw_in1k,72.350,27.650,90.430,9.570,15.50,256,0.950,bicubic,-10.604,-5.836,+2 +efficientvit_b2.r288_in1k,72.330,27.670,90.930,9.070,24.33,288,1.000,bicubic,-10.770,-5.374,-13 +resnext101_32x8d.tv2_in1k,72.330,27.670,90.270,9.730,88.79,224,0.965,bilinear,-10.502,-5.962,+6 +tf_efficientnet_b4.aa_in1k,72.300,27.700,90.590,9.410,19.34,380,0.922,bicubic,-10.718,-5.710,-7 +tf_efficientnet_b2.ns_jft_in1k,72.280,27.720,91.110,8.890,9.11,260,0.890,bicubic,-10.098,-5.144,+65 +hrnet_w18_ssld.paddle_in1k,72.270,27.730,90.810,9.190,21.30,288,1.000,bilinear,-9.778,-5.440,+108 +maxvit_nano_rw_256.sw_in1k,72.270,27.730,90.570,9.430,15.45,256,0.950,bicubic,-10.658,-5.650,-3 +tresnet_m.miil_in21k_ft_in1k,72.270,27.730,90.230,9.770,31.39,224,0.875,bilinear,-10.800,-5.880,-16 +swin_base_patch4_window7_224.ms_in1k,72.260,27.740,90.810,9.190,87.77,224,0.900,bicubic,-11.346,-5.642,-77 +resnext101_64x4d.tv_in1k,72.260,27.740,90.550,9.450,83.46,224,0.875,bilinear,-10.732,-5.694,-10 +resnetv2_50x1_bit.goog_distilled_in1k,72.240,27.760,90.980,9.020,25.55,224,0.875,bicubic,-10.584,-5.538,-2 +nasnetalarge.tf_in1k,72.240,27.760,90.460,9.540,88.75,331,0.911,bicubic,-10.386,-5.582,+24 +efficientnetv2_rw_t.ra2_in1k,72.230,27.770,90.420,9.580,13.65,288,1.000,bicubic,-10.120,-5.772,+62 +crossvit_18_240.in1k,72.230,27.770,90.270,9.730,43.27,240,0.875,bicubic,-10.170,-5.790,+54 +regnetz_c16_evos.ch_in1k,72.220,27.780,91.210,8.790,13.49,320,0.950,bicubic,-10.416,-5.264,+18 +cait_xxs36_384.fb_dist_in1k,72.190,27.810,90.840,9.160,17.37,384,1.000,bicubic,-10.014,-5.304,+80 +twins_pcpvt_base.in1k,72.190,27.810,90.500,9.500,43.83,224,0.900,bicubic,-10.524,-5.846,+3 +crossvit_18_dagger_240.in1k,72.190,27.810,90.090,9.910,44.27,240,0.875,bicubic,-10.328,-5.978,+38 +regnetz_c16.ra3_in1k,72.180,27.820,91.120,8.880,13.46,320,1.000,bicubic,-10.452,-5.198,+15 +regnety_320.seer_ft_in1k,72.170,27.830,90.870,9.130,145.05,384,1.000,bicubic,-11.158,-5.838,-55 +maxxvitv2_nano_rw_256.sw_in1k,72.170,27.830,90.470,9.530,23.70,256,0.950,bicubic,-10.940,-5.854,-33 +repvit_m1_5.dist_450e_in1k,72.160,27.840,90.370,9.630,14.64,224,0.950,bicubic,-10.352,-5.742,+34 +resnet101.a1h_in1k,72.100,27.900,90.820,9.180,44.55,288,1.000,bicubic,-10.678,-5.490,-9 +regnety_160.tv2_in1k,72.100,27.900,90.230,9.770,83.59,224,0.965,bicubic,-10.546,-5.984,+8 +inception_next_tiny.sail_in1k,72.090,27.910,90.100,9.900,28.06,224,0.875,bicubic,-10.388,-5.922,+36 +xcit_tiny_24_p16_384.fb_dist_in1k,72.070,27.930,90.580,9.420,12.12,384,1.000,bicubic,-10.500,-5.696,+23 +tiny_vit_11m_224.dist_in22k_ft_in1k,72.050,27.950,91.450,8.550,11.00,224,0.950,bicubic,-11.178,-5.180,-56 +cs3edgenet_x.c2_in1k,72.050,27.950,90.370,9.630,47.82,288,1.000,bicubic,-10.658,-6.000,-5 vit_relpos_medium_patch16_cls_224.sw_in1k,72.020,27.980,90.300,9.700,38.76,224,0.900,bicubic,-10.552,-5.768,+19 -davit_tiny.msft_in1k,72.010,27.990,90.070,9.930,28.36,224,0.950,bicubic,-10.686,-6.204,-3 +davit_tiny.msft_in1k,72.010,27.990,90.070,9.930,28.36,224,0.950,bicubic,-10.686,-6.204,-5 convnext_tiny_hnf.a2h_in1k,72.000,28.000,89.770,10.230,28.59,288,1.000,bicubic,-10.584,-6.238,+13 -mobilevitv2_200.cvnets_in22k_ft_in1k_384,71.990,28.010,90.650,9.350,18.45,384,1.000,bicubic,-11.410,-5.932,-71 -efficientformer_l3.snap_dist_in1k,71.980,28.020,90.270,9.730,31.41,224,0.950,bicubic,-10.570,-5.978,+18 -convnext_tiny.fb_in1k,71.980,28.020,90.220,9.780,28.59,288,1.000,bicubic,-10.718,-6.412,-7 -vit_relpos_base_patch16_clsgap_224.sw_in1k,71.970,28.030,90.250,9.750,86.43,224,0.900,bicubic,-10.790,-5.922,-16 -sequencer2d_s.in1k,71.940,28.060,90.500,9.500,27.65,224,0.875,bicubic,-10.400,-5.530,+38 +mobilevitv2_200.cvnets_in22k_ft_in1k_384,71.990,28.010,90.650,9.350,18.45,384,1.000,bicubic,-11.410,-5.932,-77 +efficientformer_l3.snap_dist_in1k,71.980,28.020,90.270,9.730,31.41,224,0.950,bicubic,-10.568,-5.980,+18 +convnext_tiny.fb_in1k,71.980,28.020,90.220,9.780,28.59,288,1.000,bicubic,-10.718,-6.412,-9 +vit_relpos_base_patch16_clsgap_224.sw_in1k,71.970,28.030,90.250,9.750,86.43,224,0.900,bicubic,-10.790,-5.922,-18 +sequencer2d_s.in1k,71.940,28.060,90.500,9.500,27.65,224,0.875,bicubic,-10.400,-5.528,+41 resnet152.a2_in1k,71.940,28.060,89.420,10.580,60.19,288,1.000,bicubic,-10.668,-6.708,+2 -rexnetr_200.sw_in12k_ft_in1k,71.900,28.100,91.270,8.730,16.52,288,1.000,bicubic,-11.236,-5.366,-57 -convnext_nano.in12k_ft_in1k,71.900,28.100,91.000,9.000,15.59,288,1.000,bicubic,-10.962,-5.556,-28 -dm_nfnet_f0.dm_in1k,71.900,28.100,90.740,9.260,71.49,256,0.900,bicubic,-11.586,-5.828,-86 -swinv2_cr_small_224.sw_in1k,71.900,28.100,90.270,9.730,49.70,224,0.900,bicubic,-11.236,-6.214,-56 +dm_nfnet_f0.dm_in1k,71.910,28.090,90.760,9.240,71.49,256,0.900,bicubic,-11.576,-5.808,-92 +rexnetr_200.sw_in12k_ft_in1k,71.900,28.100,91.260,8.740,16.52,288,1.000,bicubic,-11.238,-5.376,-60 +convnext_nano.in12k_ft_in1k,71.900,28.100,91.000,9.000,15.59,288,1.000,bicubic,-10.962,-5.556,-31 +swinv2_cr_small_224.sw_in1k,71.900,28.100,90.270,9.730,49.70,224,0.900,bicubic,-11.236,-5.838,-60 convnextv2_nano.fcmae_ft_in22k_in1k,71.890,28.110,90.890,9.110,15.62,288,1.000,bicubic,-10.774,-5.630,-13 -resnet101.a1_in1k,71.850,28.150,89.150,10.850,44.55,288,1.000,bicubic,-10.472,-6.482,+35 -eca_nfnet_l0.ra2_in1k,71.840,28.160,91.110,8.890,24.14,288,1.000,bicubic,-10.738,-5.384,+3 -mobilevitv2_175.cvnets_in22k_ft_in1k_384,71.840,28.160,90.770,9.230,14.25,384,1.000,bicubic,-11.098,-5.656,-40 -vit_relpos_base_patch16_224.sw_in1k,71.820,28.180,90.250,9.750,86.43,224,0.900,bicubic,-10.676,-5.888,+11 -regnetx_160.tv2_in1k,71.800,28.200,90.050,9.950,54.28,224,0.965,bicubic,-10.766,-6.122,+4 -seresnext50_32x4d.racm_in1k,71.800,28.200,90.030,9.970,27.56,288,0.950,bicubic,-10.396,-6.118,+47 -swin_small_patch4_window7_224.ms_in1k,71.770,28.230,90.260,9.740,49.61,224,0.900,bicubic,-11.438,-6.056,-72 -coat_small.in1k,71.750,28.250,90.410,9.590,21.69,224,0.900,bicubic,-10.612,-5.798,+19 -mvitv2_tiny.fb_in1k,71.740,28.260,90.310,9.690,24.17,224,0.900,bicubic,-10.670,-5.842,+12 -flexivit_small.1200ep_in1k,71.720,28.280,90.260,9.740,22.06,240,0.950,bicubic,-10.800,-5.864,+2 -flexivit_small.600ep_in1k,71.710,28.290,90.150,9.850,22.06,240,0.950,bicubic,-10.652,-5.932,+16 -flexivit_small.300ep_in1k,71.710,28.290,89.980,10.020,22.06,240,0.950,bicubic,-10.468,-6.056,+44 -pit_b_224.in1k,71.710,28.290,89.240,10.760,73.76,224,0.900,bicubic,-10.728,-6.476,+7 -xcit_large_24_p16_224.fb_in1k,71.710,28.290,89.170,10.830,189.10,224,1.000,bicubic,-11.190,-6.716,-49 -resnet50.fb_swsl_ig1b_ft_in1k,71.700,28.300,90.490,9.510,25.56,224,0.875,bilinear,-9.482,-5.502,+130 +fastvit_sa24.apple_in1k,71.890,28.110,90.630,9.370,21.55,256,0.900,bicubic,-10.788,-5.642,-16 +repvit_m1_5.dist_300e_in1k,71.850,28.150,90.330,9.670,14.64,224,0.950,bicubic,-10.526,-5.700,+27 +resnet101.a1_in1k,71.850,28.150,89.150,10.850,44.55,288,1.000,bicubic,-10.472,-6.482,+36 +eca_nfnet_l0.ra2_in1k,71.840,28.160,91.110,8.890,24.14,288,1.000,bicubic,-10.738,-5.382,0 +mobilevitv2_175.cvnets_in22k_ft_in1k_384,71.840,28.160,90.770,9.230,14.25,384,1.000,bicubic,-11.098,-5.656,-44 +vit_relpos_base_patch16_224.sw_in1k,71.820,28.180,90.250,9.750,86.43,224,0.900,bicubic,-10.676,-5.888,+10 +regnetx_160.tv2_in1k,71.800,28.200,90.050,9.950,54.28,224,0.965,bicubic,-10.766,-6.122,+2 +seresnext50_32x4d.racm_in1k,71.800,28.200,90.030,9.970,27.56,288,0.950,bicubic,-10.396,-6.118,+48 +swin_small_patch4_window7_224.ms_in1k,71.770,28.230,90.260,9.740,49.61,224,0.900,bicubic,-11.438,-6.056,-77 +coat_small.in1k,71.750,28.250,90.410,9.590,21.69,224,0.900,bicubic,-10.612,-5.798,+20 +flexivit_small.1200ep_in1k,71.750,28.250,90.270,9.730,22.06,240,0.950,bicubic,-10.776,-5.856,0 +mvitv2_tiny.fb_in1k,71.740,28.260,90.310,9.690,24.17,224,0.900,bicubic,-10.670,-5.842,+11 +flexivit_small.300ep_in1k,71.730,28.270,89.980,10.020,22.06,240,0.950,bicubic,-10.448,-6.058,+45 +efficientvit_b2.r256_in1k,71.720,28.280,90.350,9.650,24.33,256,1.000,bicubic,-10.970,-5.744,-30 +flexivit_small.600ep_in1k,71.720,28.280,90.150,9.850,22.06,240,0.950,bicubic,-10.642,-5.934,+16 +pit_b_224.in1k,71.720,28.280,89.250,10.750,73.76,224,0.900,bicubic,-10.718,-6.464,+6 +xcit_large_24_p16_224.fb_in1k,71.710,28.290,89.170,10.830,189.10,224,1.000,bicubic,-11.192,-6.714,-54 pvt_v2_b2_li.in1k,71.700,28.300,90.010,9.990,22.55,224,0.900,bicubic,-10.494,-6.082,+39 -ecaresnet101d_pruned.miil_in1k,71.680,28.320,90.430,9.570,24.88,288,0.950,bicubic,-10.318,-5.730,+55 -coatnet_bn_0_rw_224.sw_in1k,71.670,28.330,90.380,9.620,27.44,224,0.950,bicubic,-10.730,-5.806,+4 -gcvit_xtiny.in1k,71.670,28.330,90.240,9.760,19.98,224,0.875,bicubic,-10.284,-5.728,+59 -tresnet_xl.miil_in1k,71.650,28.350,89.630,10.370,78.44,224,0.875,bilinear,-10.424,-6.296,+45 -resnet61q.ra2_in1k,71.630,28.370,90.280,9.720,36.85,288,1.000,bicubic,-10.894,-5.850,-10 +resnet50.fb_swsl_ig1b_ft_in1k,71.690,28.310,90.500,9.500,25.56,224,0.875,bilinear,-9.482,-5.486,+136 +ecaresnet101d_pruned.miil_in1k,71.680,28.320,90.430,9.570,24.88,288,0.950,bicubic,-10.318,-5.730,+56 +coatnet_bn_0_rw_224.sw_in1k,71.670,28.330,90.380,9.620,27.44,224,0.950,bicubic,-10.730,-5.806,+3 +gcvit_xtiny.in1k,71.670,28.330,90.250,9.750,19.98,224,0.875,bicubic,-10.284,-5.716,+60 +tresnet_xl.miil_in1k,71.650,28.350,89.630,10.370,78.44,224,0.875,bilinear,-10.424,-6.298,+46 +resnet61q.ra2_in1k,71.630,28.370,90.280,9.720,36.85,288,1.000,bicubic,-10.894,-5.850,-12 tresnet_l.miil_in1k_448,71.630,28.370,90.030,9.970,55.99,448,0.875,bilinear,-10.646,-5.948,+22 -poolformerv2_m48.sail_in1k,71.620,28.380,89.800,10.200,73.35,224,1.000,bicubic,-11.000,-6.272,-29 -convnextv2_nano.fcmae_ft_in22k_in1k_384,71.590,28.410,90.760,9.240,15.62,384,1.000,bicubic,-11.784,-5.984,-100 -xcit_tiny_12_p8_384.fb_dist_in1k,71.590,28.410,90.700,9.300,6.71,384,1.000,bicubic,-10.798,-5.520,-1 -swinv2_tiny_window16_256.ms_in1k,71.590,28.410,90.330,9.670,28.35,256,0.900,bicubic,-11.214,-5.906,-52 +poolformerv2_m48.sail_in1k,71.620,28.380,89.800,10.200,73.35,224,1.000,bicubic,-10.998,-6.272,-32 +convnextv2_nano.fcmae_ft_in22k_in1k_384,71.590,28.410,90.760,9.240,15.62,384,1.000,bicubic,-11.784,-5.984,-109 +xcit_tiny_12_p8_384.fb_dist_in1k,71.590,28.410,90.700,9.300,6.71,384,1.000,bicubic,-10.798,-5.520,-2 +swinv2_tiny_window16_256.ms_in1k,71.590,28.410,90.330,9.670,28.35,256,0.900,bicubic,-11.214,-5.906,-57 convit_base.fb_in1k,71.580,28.420,90.120,9.880,86.54,224,0.875,bicubic,-10.710,-5.816,+13 -coatnet_0_rw_224.sw_in1k,71.570,28.430,89.400,10.600,27.44,224,0.950,bicubic,-10.820,-6.436,-4 -resnetv2_50d_evos.ah_in1k,71.560,28.440,90.090,9.910,25.59,288,1.000,bicubic,-10.440,-5.810,+42 -resnet152.tv2_in1k,71.530,28.470,89.970,10.030,60.19,224,0.965,bilinear,-10.758,-6.034,+11 -crossvit_15_dagger_240.in1k,71.520,28.480,89.850,10.150,28.21,240,0.875,bicubic,-10.810,-6.110,+4 -poolformer_m48.sail_in1k,71.520,28.480,89.770,10.230,73.47,224,0.950,bicubic,-10.962,-6.196,-15 -fbnetv3_g.ra2_in1k,71.510,28.490,90.380,9.620,16.62,288,0.950,bilinear,-10.526,-5.678,+36 -resnetaa50d.sw_in12k_ft_in1k,71.500,28.500,90.320,9.680,25.58,288,1.000,bicubic,-11.100,-6.178,-37 -mobilevitv2_150.cvnets_in22k_ft_in1k_384,71.490,28.510,90.420,9.580,10.59,384,1.000,bicubic,-11.096,-5.894,-34 -resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k,71.480,28.520,90.470,9.530,88.79,224,0.875,bilinear,-10.126,-5.570,+66 +coatnet_0_rw_224.sw_in1k,71.570,28.430,89.400,10.600,27.44,224,0.950,bicubic,-10.820,-6.436,-5 +resnetv2_50d_evos.ah_in1k,71.560,28.440,90.090,9.910,25.59,288,1.000,bicubic,-10.442,-5.810,+43 +fbnetv3_g.ra2_in1k,71.530,28.470,90.370,9.630,16.62,288,0.950,bilinear,-10.510,-5.690,+40 +crossvit_15_dagger_240.in1k,71.520,28.480,89.850,10.150,28.21,240,0.875,bicubic,-10.810,-6.106,+4 +poolformer_m48.sail_in1k,71.520,28.480,89.770,10.230,73.47,224,0.950,bicubic,-10.962,-6.196,-17 +resnet152.tv2_in1k,71.510,28.490,89.970,10.030,60.19,224,0.965,bilinear,-10.776,-6.034,+8 +resnetaa50d.sw_in12k_ft_in1k,71.500,28.500,90.320,9.680,25.58,288,1.000,bicubic,-11.100,-6.178,-40 +mobilevitv2_150.cvnets_in22k_ft_in1k_384,71.490,28.510,90.420,9.580,10.59,384,1.000,bicubic,-11.096,-5.894,-37 +resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k,71.480,28.520,90.470,9.530,88.79,224,0.875,bilinear,-10.126,-5.570,+68 wide_resnet50_2.racm_in1k,71.480,28.520,90.220,9.780,68.88,288,0.950,bicubic,-10.800,-5.844,+6 -efficientnet_b3.ra2_in1k,71.470,28.530,90.060,9.940,12.23,320,1.000,bicubic,-10.772,-6.058,+7 -pvt_v2_b2.in1k,71.450,28.550,90.060,9.940,25.36,224,0.900,bicubic,-10.636,-5.896,+25 -resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k,71.420,28.580,90.530,9.470,194.03,224,0.875,bilinear,-10.422,-5.562,+45 -resnet51q.ra2_in1k,71.410,28.590,90.180,9.820,35.70,288,1.000,bilinear,-10.950,-6.002,-12 -wide_resnet101_2.tv2_in1k,71.370,28.630,89.790,10.210,126.89,224,0.965,bilinear,-11.128,-6.228,-28 +efficientnet_b3.ra2_in1k,71.470,28.530,90.060,9.940,12.23,320,1.000,bicubic,-10.776,-6.058,+7 +pvt_v2_b2.in1k,71.450,28.550,90.060,9.940,25.36,224,0.900,bicubic,-10.634,-5.896,+26 +resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k,71.420,28.580,90.530,9.470,194.03,224,0.875,bilinear,-10.418,-5.562,+47 +resnet51q.ra2_in1k,71.410,28.590,90.180,9.820,35.70,288,1.000,bilinear,-10.950,-6.006,-12 +efficientvit_b2.r224_in1k,71.380,28.620,89.710,10.290,24.33,224,0.950,bicubic,-10.768,-5.996,+17 +wide_resnet101_2.tv2_in1k,71.360,28.640,89.790,10.210,126.89,224,0.965,bilinear,-11.142,-6.226,-31 xcit_tiny_24_p8_224.fb_in1k,71.350,28.650,90.230,9.770,12.11,224,1.000,bicubic,-10.542,-5.740,+37 -vit_relpos_medium_patch16_224.sw_in1k,71.350,28.650,89.960,10.040,38.75,224,0.900,bicubic,-11.112,-6.122,-26 -resnet152.a1_in1k,71.350,28.650,89.310,10.690,60.19,288,1.000,bicubic,-11.382,-6.410,-64 -tf_efficientnetv2_b3.in21k_ft_in1k,71.340,28.660,90.750,9.250,14.36,300,0.900,bicubic,-11.330,-5.876,-60 -tf_efficientnet_b4.in1k,71.330,28.670,90.110,9.890,19.34,380,0.922,bicubic,-11.278,-5.642,-52 -vit_base_patch16_224.orig_in21k_ft_in1k,71.320,28.680,90.480,9.520,86.57,224,0.900,bicubic,-10.466,-5.644,+42 -mixer_b16_224.miil_in21k_ft_in1k,71.300,28.700,89.650,10.350,59.88,224,0.875,bilinear,-11.006,-6.070,-10 -pit_s_distilled_224.in1k,71.260,28.740,89.640,10.360,24.04,224,0.900,bicubic,-10.548,-6.088,+38 -resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k,71.250,28.750,90.470,9.530,236.34,224,0.875,bicubic,-11.626,-6.112,-84 -ecaresnet50t.ra2_in1k,71.240,28.760,90.450,9.550,25.57,320,0.950,bicubic,-11.112,-5.690,-22 -convmixer_1536_20.in1k,71.230,28.770,89.450,10.550,51.63,224,0.960,bicubic,-10.132,-6.164,+78 -deit_base_patch16_224.fb_in1k,71.210,28.790,89.180,10.820,86.57,224,0.900,bicubic,-10.782,-6.556,+19 -xcit_small_12_p16_224.fb_in1k,71.200,28.800,89.750,10.250,26.25,224,1.000,bicubic,-10.770,-6.038,+20 +vit_relpos_medium_patch16_224.sw_in1k,71.350,28.650,89.960,10.040,38.75,224,0.900,bicubic,-11.112,-6.122,-28 +resnet152.a1_in1k,71.350,28.650,89.310,10.690,60.19,288,1.000,bicubic,-11.382,-6.410,-70 +tf_efficientnetv2_b3.in21k_ft_in1k,71.340,28.660,90.760,9.240,14.36,300,0.900,bicubic,-11.330,-5.866,-64 +vit_base_patch16_224.orig_in21k_ft_in1k,71.320,28.680,90.480,9.520,86.57,224,0.900,bicubic,-10.470,-5.646,+43 +tf_efficientnet_b4.in1k,71.320,28.680,90.110,9.890,19.34,380,0.922,bicubic,-11.288,-5.642,-56 +mixer_b16_224.miil_in21k_ft_in1k,71.300,28.700,89.650,10.350,59.88,224,0.875,bilinear,-11.006,-6.070,-11 +pit_s_distilled_224.in1k,71.260,28.740,89.640,10.360,24.04,224,0.900,bicubic,-10.554,-6.090,+39 +resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k,71.250,28.750,90.480,9.520,236.34,224,0.875,bicubic,-11.626,-6.102,-90 +ecaresnet50t.ra2_in1k,71.240,28.760,90.450,9.550,25.57,320,0.950,bicubic,-11.112,-5.690,-23 +convmixer_1536_20.in1k,71.230,28.770,89.450,10.550,51.63,224,0.960,bicubic,-10.132,-6.164,+81 +deit_base_patch16_224.fb_in1k,71.220,28.780,89.190,10.810,86.57,224,0.900,bicubic,-10.772,-6.546,+19 +xcit_small_12_p16_224.fb_in1k,71.200,28.800,89.750,10.250,26.25,224,1.000,bicubic,-10.770,-6.062,+21 +resnext50_32x4d.a1h_in1k,71.190,28.810,89.690,10.310,25.03,288,1.000,bicubic,-10.824,-6.244,+13 ecaresnet50t.a1_in1k,71.190,28.810,89.580,10.420,25.57,288,1.000,bicubic,-10.938,-6.062,+5 -vit_relpos_medium_patch16_rpn_224.sw_in1k,71.170,28.830,90.080,9.920,38.73,224,0.900,bicubic,-11.140,-5.892,-21 -crossvit_base_240.in1k,71.170,28.830,89.830,10.170,105.03,240,0.875,bicubic,-11.046,-6.094,-7 -resnext50_32x4d.a1h_in1k,71.170,28.830,89.700,10.300,25.03,288,1.000,bicubic,-10.844,-6.234,+12 -vit_base_patch32_clip_224.laion2b_ft_in1k,71.160,28.840,90.210,9.790,88.22,224,0.900,bicubic,-11.422,-5.990,-57 +vit_relpos_medium_patch16_rpn_224.sw_in1k,71.170,28.830,90.080,9.920,38.73,224,0.900,bicubic,-11.140,-5.892,-22 +crossvit_base_240.in1k,71.170,28.830,89.830,10.170,105.03,240,0.875,bicubic,-11.044,-6.004,-9 +vit_base_patch32_clip_224.laion2b_ft_in1k,71.160,28.840,90.210,9.790,88.22,224,0.900,bicubic,-11.422,-5.990,-61 swin_s3_tiny_224.ms_in1k,71.150,28.850,89.710,10.290,28.33,224,0.900,bicubic,-10.994,-6.244,-2 -cs3sedarknet_l.c2ns_in1k,71.110,28.890,90.350,9.650,21.91,288,0.950,bicubic,-10.674,-5.608,+29 -halo2botnet50ts_256.a1h_in1k,71.110,28.890,89.600,10.400,22.64,256,0.950,bicubic,-10.952,-6.034,+3 -efficientformerv2_s2.snap_dist_in1k,71.100,28.900,90.140,9.860,12.71,224,0.950,bicubic,-11.066,-5.770,-7 -cs3darknet_x.c2ns_in1k,71.090,28.910,90.150,9.850,35.05,288,1.000,bicubic,-11.132,-6.080,-17 -mobilevitv2_200.cvnets_in22k_ft_in1k,71.090,28.910,89.700,10.300,18.45,256,0.888,bicubic,-11.242,-6.242,-32 -ecaresnet50d.miil_in1k,71.080,28.920,90.240,9.760,25.58,288,0.950,bicubic,-10.570,-5.642,+31 -focalnet_tiny_lrf.ms_in1k,71.060,28.940,89.570,10.430,28.65,224,0.900,bicubic,-11.094,-6.378,-10 -convnextv2_nano.fcmae_ft_in1k,71.050,28.950,90.100,9.900,15.62,288,1.000,bicubic,-11.436,-6.126,-53 -focalnet_tiny_srf.ms_in1k,71.050,28.950,89.600,10.400,28.43,224,0.900,bicubic,-11.084,-6.368,-10 -xcit_tiny_12_p8_224.fb_dist_in1k,71.040,28.960,89.890,10.110,6.71,224,1.000,bicubic,-10.172,-5.712,+73 -xcit_small_24_p16_224.fb_in1k,71.040,28.960,89.680,10.320,47.67,224,1.000,bicubic,-11.540,-6.332,-67 -tresnet_m.miil_in1k_448,71.020,28.980,88.680,11.320,31.39,448,0.875,bilinear,-10.688,-6.894,+20 -resnetv2_101x1_bit.goog_in21k_ft_in1k,71.010,28.990,91.080,8.920,44.54,448,1.000,bilinear,-11.332,-5.440,-42 -visformer_small.in1k,71.010,28.990,89.440,10.560,40.22,224,0.900,bicubic,-11.092,-6.258,-13 -xcit_medium_24_p16_224.fb_in1k,70.990,29.010,89.530,10.470,84.40,224,1.000,bicubic,-11.650,-6.454,-88 -resnet101.a2_in1k,70.990,29.010,89.160,10.840,44.55,288,1.000,bicubic,-11.246,-6.570,-30 -lamhalobotnet50ts_256.a1h_in1k,70.990,29.010,89.040,10.960,22.57,256,0.950,bicubic,-10.564,-6.450,+31 +cs3sedarknet_l.c2ns_in1k,71.110,28.890,90.350,9.650,21.91,288,0.950,bicubic,-10.674,-5.614,+30 +efficientformerv2_s2.snap_dist_in1k,71.110,28.890,90.140,9.860,12.71,224,0.950,bicubic,-11.056,-5.770,-7 +halo2botnet50ts_256.a1h_in1k,71.110,28.890,89.600,10.400,22.64,256,0.950,bicubic,-10.950,-6.034,+2 +cs3darknet_x.c2ns_in1k,71.090,28.910,90.150,9.850,35.05,288,1.000,bicubic,-11.132,-6.080,-18 +mobilevitv2_200.cvnets_in22k_ft_in1k,71.090,28.910,89.700,10.300,18.45,256,0.888,bicubic,-11.242,-6.242,-33 +ecaresnet50d.miil_in1k,71.080,28.920,90.240,9.760,25.58,288,0.950,bicubic,-10.570,-5.642,+32 +focalnet_tiny_lrf.ms_in1k,71.060,28.940,89.570,10.430,28.65,224,0.900,bicubic,-11.094,-6.378,-11 +convnextv2_nano.fcmae_ft_in1k,71.050,28.950,90.100,9.900,15.62,288,1.000,bicubic,-11.436,-6.126,-56 +focalnet_tiny_srf.ms_in1k,71.050,28.950,89.600,10.400,28.43,224,0.900,bicubic,-11.088,-6.368,-10 +xcit_tiny_12_p8_224.fb_dist_in1k,71.040,28.960,89.890,10.110,6.71,224,1.000,bicubic,-10.172,-5.712,+77 +xcit_small_24_p16_224.fb_in1k,71.040,28.960,89.680,10.320,47.67,224,1.000,bicubic,-11.536,-6.332,-70 +tresnet_m.miil_in1k_448,71.020,28.980,88.680,11.320,31.39,448,0.875,bilinear,-10.690,-6.894,+21 +resnetv2_101x1_bit.goog_in21k_ft_in1k,71.010,28.990,91.080,8.920,44.54,448,1.000,bilinear,-11.332,-5.440,-43 +visformer_small.in1k,71.010,28.990,89.440,10.560,40.22,224,0.900,bicubic,-11.096,-6.438,-13 +repvit_m3.dist_in1k,70.990,29.010,89.630,10.370,10.68,224,0.950,bicubic,-10.512,-5.938,+39 +xcit_medium_24_p16_224.fb_in1k,70.990,29.010,89.530,10.470,84.40,224,1.000,bicubic,-11.650,-6.452,-93 +resnet101.a2_in1k,70.990,29.010,89.160,10.840,44.55,288,1.000,bicubic,-11.246,-6.570,-32 +lamhalobotnet50ts_256.a1h_in1k,70.990,29.010,89.040,10.960,22.57,256,0.950,bicubic,-10.562,-6.452,+32 edgenext_small.usi_in1k,70.980,29.020,89.880,10.120,5.59,320,1.000,bicubic,-10.584,-5.832,+27 -resnetv2_50d_gn.ah_in1k,70.960,29.040,89.830,10.170,25.57,288,1.000,bicubic,-10.998,-6.098,-4 -tnt_s_patch16_224,70.960,29.040,89.610,10.390,23.76,224,0.900,bicubic,-10.576,-6.126,+27 -convnext_nano.d1h_in1k,70.960,29.040,89.430,10.570,15.59,288,1.000,bicubic,-10.522,-6.228,+36 -resnest50d_4s2x40d.in1k,70.940,29.060,89.720,10.280,30.42,224,0.875,bicubic,-10.180,-5.840,+69 -coatnet_nano_rw_224.sw_in1k,70.940,29.060,89.700,10.300,15.14,224,0.900,bicubic,-10.758,-5.946,+11 -vit_srelpos_medium_patch16_224.sw_in1k,70.920,29.080,89.940,10.060,38.74,224,0.900,bicubic,-11.320,-6.002,-40 -tf_efficientnet_b3.ap_in1k,70.920,29.080,89.430,10.570,12.23,300,0.904,bicubic,-10.906,-6.196,+1 -vit_small_patch16_224.augreg_in21k_ft_in1k,70.910,29.090,90.150,9.850,22.05,224,0.900,bicubic,-10.474,-5.986,+41 -coatnext_nano_rw_224.sw_in1k,70.890,29.110,90.250,9.750,14.70,224,0.900,bicubic,-11.052,-5.666,-10 -coatnet_rmlp_nano_rw_224.sw_in1k,70.890,29.110,89.920,10.080,15.15,224,0.900,bicubic,-11.160,-5.960,-21 -vit_base_patch16_rpn_224.sw_in1k,70.880,29.120,89.770,10.230,86.54,224,0.900,bicubic,-11.326,-6.228,-39 -vit_large_patch32_384.orig_in21k_ft_in1k,70.870,29.130,90.570,9.430,306.63,384,1.000,bicubic,-10.640,-5.520,+23 -tf_efficientnet_b1.ns_jft_in1k,70.860,29.140,90.120,9.880,7.79,240,0.882,bicubic,-10.534,-5.616,+33 -nest_tiny_jx.goog_in1k,70.860,29.140,89.940,10.060,17.06,224,0.875,bicubic,-10.566,-5.678,+31 -rexnet_200.nav_in1k,70.860,29.140,89.710,10.290,16.37,224,0.875,bicubic,-10.776,-5.954,+7 -resnetrs101.tf_in1k,70.850,29.150,89.830,10.170,63.62,288,0.940,bicubic,-11.434,-6.184,-54 -poolformerv2_m36.sail_in1k,70.850,29.150,89.330,10.670,56.08,224,1.000,bicubic,-11.366,-6.502,-46 -regnety_032.tv2_in1k,70.840,29.160,89.850,10.150,19.44,224,0.965,bicubic,-10.916,-5.990,-5 -wide_resnet50_2.tv2_in1k,70.840,29.160,89.270,10.730,68.88,224,0.965,bilinear,-10.766,-6.492,+5 -poolformer_m36.sail_in1k,70.830,29.170,89.510,10.490,56.17,224,0.950,bicubic,-11.272,-6.368,-36 -tf_efficientnetv2_b3.in1k,70.830,29.170,89.510,10.490,14.36,300,0.904,bicubic,-11.140,-6.302,-24 -tresnet_l.miil_in1k,70.820,29.180,89.600,10.400,55.99,224,0.875,bilinear,-10.660,-6.024,+16 -levit_384.fb_dist_in1k,70.810,29.190,89.320,10.680,39.13,224,0.900,bicubic,-11.786,-6.698,-104 -coat_lite_small.in1k,70.790,29.210,89.590,10.410,19.84,224,0.900,bicubic,-11.524,-6.258,-66 -levit_conv_384.fb_dist_in1k,70.790,29.210,89.310,10.690,39.13,224,0.900,bicubic,-11.800,-6.938,-104 +resnetv2_50d_gn.ah_in1k,70.960,29.040,89.830,10.170,25.57,288,1.000,bicubic,-10.998,-6.098,-5 +tnt_s_patch16_224,70.960,29.040,89.610,10.390,23.76,224,0.900,bicubic,-10.576,-6.080,+27 +convnext_nano.d1h_in1k,70.960,29.040,89.430,10.570,15.59,288,1.000,bicubic,-10.522,-6.228,+38 +tiny_vit_11m_224.in1k,70.940,29.060,89.840,10.160,11.00,224,0.950,bicubic,-10.552,-6.022,+31 +resnest50d_4s2x40d.in1k,70.940,29.060,89.720,10.280,30.42,224,0.875,bicubic,-10.180,-5.840,+72 +coatnet_nano_rw_224.sw_in1k,70.940,29.060,89.700,10.300,15.14,224,0.900,bicubic,-10.756,-5.946,+11 +vit_srelpos_medium_patch16_224.sw_in1k,70.920,29.080,89.940,10.060,38.74,224,0.900,bicubic,-11.320,-6.002,-43 +tf_efficientnet_b3.ap_in1k,70.920,29.080,89.430,10.570,12.23,300,0.904,bicubic,-10.900,-6.196,+1 +vit_small_patch16_224.augreg_in21k_ft_in1k,70.910,29.090,90.170,9.830,22.05,224,0.900,bicubic,-10.476,-5.966,+42 +coatnext_nano_rw_224.sw_in1k,70.890,29.110,90.250,9.750,14.70,224,0.900,bicubic,-11.052,-5.666,-12 +coatnet_rmlp_nano_rw_224.sw_in1k,70.890,29.110,89.920,10.080,15.15,224,0.900,bicubic,-11.160,-5.958,-23 +vit_base_patch16_rpn_224.sw_in1k,70.890,29.110,89.770,10.230,86.54,224,0.900,bicubic,-11.312,-6.226,-41 +vit_large_patch32_384.orig_in21k_ft_in1k,70.870,29.130,90.570,9.430,306.63,384,1.000,bicubic,-10.640,-5.520,+22 +nest_tiny_jx.goog_in1k,70.860,29.140,89.940,10.060,17.06,224,0.875,bicubic,-10.566,-5.678,+32 +resnetrs101.tf_in1k,70.860,29.140,89.830,10.170,63.62,288,0.940,bicubic,-11.424,-6.184,-54 +rexnet_200.nav_in1k,70.860,29.140,89.700,10.300,16.37,224,0.875,bicubic,-10.776,-5.966,+5 +poolformerv2_m36.sail_in1k,70.850,29.150,89.330,10.670,56.08,224,1.000,bicubic,-11.366,-6.594,-49 +tf_efficientnet_b1.ns_jft_in1k,70.840,29.160,90.120,9.880,7.79,240,0.882,bicubic,-10.548,-5.618,+31 +regnety_032.tv2_in1k,70.840,29.160,89.850,10.150,19.44,224,0.965,bicubic,-10.916,-5.994,-5 +wide_resnet50_2.tv2_in1k,70.840,29.160,89.270,10.730,68.88,224,0.965,bilinear,-10.766,-6.490,+4 +tresnet_l.miil_in1k,70.830,29.170,89.600,10.400,55.99,224,0.875,bilinear,-10.650,-6.024,+16 +poolformer_m36.sail_in1k,70.830,29.170,89.510,10.490,56.17,224,0.950,bicubic,-11.272,-6.188,-39 +tf_efficientnetv2_b3.in1k,70.830,29.170,89.510,10.490,14.36,300,0.904,bicubic,-11.142,-6.292,-28 +fastvit_sa12.apple_dist_in1k,70.830,29.170,89.240,10.760,11.58,256,0.900,bicubic,-11.024,-6.470,-16 +levit_384.fb_dist_in1k,70.810,29.190,89.320,10.680,39.13,224,0.900,bicubic,-11.786,-6.698,-111 +levit_conv_384.fb_dist_in1k,70.800,29.200,89.320,10.680,39.13,224,0.900,bicubic,-11.790,-6.696,-110 +coat_lite_small.in1k,70.780,29.220,89.580,10.420,19.84,224,0.900,bicubic,-11.532,-6.270,-71 ecaresnetlight.miil_in1k,70.750,29.250,89.880,10.120,30.16,288,0.950,bicubic,-10.658,-5.936,+19 -deit3_small_patch16_224.fb_in1k,70.750,29.250,89.440,10.560,22.06,224,0.900,bicubic,-10.620,-6.016,+25 -regnetx_080.tv2_in1k,70.730,29.270,89.330,10.670,39.57,224,0.965,bicubic,-10.808,-6.212,+1 -swinv2_cr_tiny_ns_224.sw_in1k,70.700,29.300,89.380,10.620,28.33,224,0.900,bicubic,-11.102,-6.438,-19 +deit3_small_patch16_224.fb_in1k,70.750,29.250,89.450,10.550,22.06,224,0.900,bicubic,-10.620,-6.006,+25 +regnetx_080.tv2_in1k,70.730,29.270,89.330,10.670,39.57,224,0.965,bicubic,-10.810,-6.212,-1 +swinv2_cr_tiny_ns_224.sw_in1k,70.700,29.300,89.380,10.620,28.33,224,0.900,bicubic,-11.102,-6.438,-21 seresnet50.ra2_in1k,70.690,29.310,89.870,10.130,28.09,288,0.950,bicubic,-10.594,-5.782,+28 -vit_base_patch32_clip_224.openai_ft_in1k,70.690,29.310,89.830,10.170,88.22,224,0.900,bicubic,-11.240,-6.136,-29 +vit_base_patch32_clip_224.openai_ft_in1k,70.690,29.310,89.830,10.170,88.22,224,0.900,bicubic,-11.240,-6.136,-33 +resnet50d.ra2_in1k,70.690,29.310,89.310,10.690,25.58,288,0.950,bicubic,-10.666,-6.428,+23 vit_relpos_small_patch16_224.sw_in1k,70.680,29.320,90.000,10.000,21.98,224,0.900,bicubic,-10.782,-5.820,+7 -resnet50d.ra2_in1k,70.680,29.320,89.310,10.690,25.58,288,0.950,bicubic,-10.676,-6.428,+21 -mobilevitv2_175.cvnets_in22k_ft_in1k,70.670,29.330,89.700,10.300,14.25,256,0.888,bicubic,-11.268,-6.090,-33 -resnet50_gn.a1h_in1k,70.630,29.370,89.370,10.630,25.56,288,0.950,bicubic,-10.586,-6.258,+29 -tf_efficientnet_b3.aa_in1k,70.620,29.380,89.440,10.560,12.23,300,0.904,bicubic,-11.024,-6.282,-17 -resnet101.tv2_in1k,70.620,29.380,89.400,10.600,44.55,224,0.965,bilinear,-11.270,-6.368,-32 -crossvit_small_240.in1k,70.610,29.390,89.360,10.640,26.86,240,0.875,bicubic,-10.406,-6.096,+47 -cait_xxs24_384.fb_dist_in1k,70.600,29.400,89.730,10.270,12.03,384,1.000,bicubic,-10.372,-5.910,+49 -senet154.gluon_in1k,70.600,29.400,88.920,11.080,115.09,224,0.875,bicubic,-10.626,-6.438,+21 +mobilevitv2_175.cvnets_in22k_ft_in1k,70.670,29.330,89.700,10.300,14.25,256,0.888,bicubic,-11.268,-6.090,-36 +resnet101.tv2_in1k,70.630,29.370,89.390,10.610,44.55,224,0.965,bilinear,-11.258,-6.378,-34 +tf_efficientnet_b3.aa_in1k,70.620,29.380,89.440,10.560,12.23,300,0.904,bicubic,-11.020,-6.282,-20 +resnet50_gn.a1h_in1k,70.620,29.380,89.390,10.610,25.56,288,0.950,bicubic,-10.596,-5.994,+27 +crossvit_small_240.in1k,70.620,29.380,89.360,10.640,26.86,240,0.875,bicubic,-10.398,-6.096,+51 +cait_xxs24_384.fb_dist_in1k,70.600,29.400,89.730,10.270,12.03,384,1.000,bicubic,-10.372,-5.910,+51 +senet154.gluon_in1k,70.600,29.400,88.920,11.080,115.09,224,0.875,bicubic,-10.626,-6.438,+22 convit_small.fb_in1k,70.580,29.420,89.590,10.410,27.78,224,0.875,bicubic,-10.840,-6.154,+4 -convnext_nano_ols.d1h_in1k,70.570,29.430,89.100,10.900,15.65,288,1.000,bicubic,-11.030,-6.536,-17 -twins_pcpvt_small.in1k,70.560,29.440,89.070,10.930,24.11,224,0.900,bicubic,-10.536,-6.578,+36 -regnetz_b16.ra3_in1k,70.550,29.450,89.400,10.600,9.72,288,1.000,bicubic,-10.178,-6.120,+70 -resnet50.c2_in1k,70.540,29.460,89.170,10.830,25.56,288,1.000,bicubic,-10.330,-6.364,+57 -vit_small_r26_s32_224.augreg_in21k_ft_in1k,70.530,29.470,90.110,9.890,36.43,224,0.900,bicubic,-11.334,-5.912,-42 -resnetv2_50.a1h_in1k,70.530,29.470,89.120,10.880,25.55,288,1.000,bicubic,-10.868,-6.606,+1 -swinv2_tiny_window8_256.ms_in1k,70.510,29.490,89.500,10.500,28.35,256,0.900,bicubic,-11.310,-6.494,-41 -deit_small_distilled_patch16_224.fb_in1k,70.510,29.490,89.470,10.530,22.44,224,0.900,bicubic,-10.708,-5.914,+15 -resnext101_32x4d.fb_ssl_yfcc100m_ft_in1k,70.500,29.500,89.750,10.250,44.18,224,0.875,bilinear,-10.424,-5.984,+44 -legacy_senet154.in1k,70.500,29.500,88.980,11.020,115.09,224,0.875,bilinear,-10.808,-6.512,+6 -halonet50ts.a1h_in1k,70.480,29.520,89.340,10.660,22.73,256,0.940,bicubic,-11.180,-6.270,-35 -resnetaa50.a1h_in1k,70.440,29.560,89.990,10.010,25.56,288,1.000,bicubic,-11.174,-5.812,-31 -tf_efficientnet_lite4.in1k,70.440,29.560,89.120,10.880,13.01,380,0.920,bilinear,-11.092,-6.544,-22 -poolformerv2_s36.sail_in1k,70.430,29.570,89.630,10.370,30.79,224,1.000,bicubic,-11.138,-6.060,-31 -crossvit_15_240.in1k,70.430,29.570,89.540,10.460,27.53,240,0.875,bicubic,-11.104,-6.152,-24 -twins_svt_small.in1k,70.430,29.570,89.360,10.640,24.06,224,0.900,bicubic,-11.248,-6.300,-43 -ecaresnet50t.a2_in1k,70.430,29.570,89.020,10.980,25.57,288,1.000,bicubic,-11.228,-6.532,-38 -resnest50d.in1k,70.430,29.570,88.760,11.240,27.48,224,0.875,bilinear,-10.534,-6.624,+33 -resnest50d_1s4x24d.in1k,70.420,29.580,89.220,10.780,25.68,224,0.875,bicubic,-10.568,-6.106,+27 -gcresnext50ts.ch_in1k,70.410,29.590,89.420,10.580,15.67,288,1.000,bicubic,-10.822,-6.124,-1 -seresnext101_64x4d.gluon_in1k,70.410,29.590,89.360,10.640,88.23,224,0.875,bicubic,-10.486,-5.936,+35 -gernet_l.idstcv_in1k,70.410,29.590,88.970,11.030,31.08,256,0.875,bilinear,-10.944,-6.560,-8 -cs3darknet_l.c2ns_in1k,70.350,29.650,89.750,10.250,21.16,288,0.950,bicubic,-10.546,-5.912,+33 -resnet152s.gluon_in1k,70.320,29.680,88.870,11.130,60.32,224,0.875,bicubic,-10.682,-6.540,+21 -vit_srelpos_small_patch16_224.sw_in1k,70.290,29.710,89.540,10.460,21.97,224,0.900,bicubic,-10.802,-5.792,+14 -repvgg_b3.rvgg_in1k,70.230,29.770,88.730,11.270,123.09,224,0.875,bilinear,-10.276,-6.524,+64 +convnext_nano_ols.d1h_in1k,70.570,29.430,89.100,10.900,15.65,288,1.000,bicubic,-11.030,-6.536,-19 +twins_pcpvt_small.in1k,70.570,29.430,89.070,10.930,24.11,224,0.900,bicubic,-10.522,-6.578,+37 +regnetz_b16.ra3_in1k,70.550,29.450,89.400,10.600,9.72,288,1.000,bicubic,-10.178,-6.118,+75 +resnet50.c2_in1k,70.540,29.460,89.170,10.830,25.56,288,1.000,bicubic,-10.330,-6.364,+60 +resnext101_32x4d.fb_ssl_yfcc100m_ft_in1k,70.530,29.470,89.770,10.230,44.18,224,0.875,bilinear,-10.394,-5.964,+50 +resnetv2_50.a1h_in1k,70.530,29.470,89.110,10.890,25.55,288,1.000,bicubic,-10.868,-6.616,+1 +vit_small_r26_s32_224.augreg_in21k_ft_in1k,70.520,29.480,90.110,9.890,36.43,224,0.900,bicubic,-11.344,-5.912,-46 +swinv2_tiny_window8_256.ms_in1k,70.510,29.490,89.500,10.500,28.35,256,0.900,bicubic,-11.310,-6.494,-44 +deit_small_distilled_patch16_224.fb_in1k,70.500,29.500,89.460,10.540,22.44,224,0.900,bicubic,-10.716,-6.164,+15 +legacy_senet154.in1k,70.500,29.500,88.990,11.010,115.09,224,0.875,bilinear,-10.812,-6.570,+6 +repvit_m1_1.dist_450e_in1k,70.490,29.510,89.140,10.860,8.80,224,0.950,bicubic,-10.822,-6.396,+3 +halonet50ts.a1h_in1k,70.480,29.520,89.340,10.660,22.73,256,0.940,bicubic,-11.182,-6.270,-38 +tf_efficientnet_lite4.in1k,70.450,29.550,89.130,10.870,13.01,380,0.920,bilinear,-11.080,-6.534,-24 +resnetaa50.a1h_in1k,70.440,29.560,89.990,10.010,25.56,288,1.000,bicubic,-11.174,-5.812,-36 +crossvit_15_240.in1k,70.440,29.560,89.530,10.470,27.53,240,0.875,bicubic,-11.096,-6.206,-26 +poolformerv2_s36.sail_in1k,70.430,29.570,89.630,10.370,30.79,224,1.000,bicubic,-11.136,-6.060,-34 +twins_svt_small.in1k,70.430,29.570,89.360,10.640,24.06,224,0.900,bicubic,-11.246,-6.298,-45 +ecaresnet50t.a2_in1k,70.430,29.570,89.020,10.980,25.57,288,1.000,bicubic,-11.228,-6.530,-41 +resnest50d_1s4x24d.in1k,70.420,29.580,89.220,10.780,25.68,224,0.875,bicubic,-10.568,-6.106,+28 +resnest50d.in1k,70.420,29.580,88.760,11.240,27.48,224,0.875,bilinear,-10.540,-6.622,+33 +seresnext101_64x4d.gluon_in1k,70.410,29.590,89.360,10.640,88.23,224,0.875,bicubic,-10.484,-5.936,+37 +gernet_l.idstcv_in1k,70.410,29.590,88.980,11.020,31.08,256,0.875,bilinear,-10.944,-6.550,-8 +gcresnext50ts.ch_in1k,70.400,29.600,89.420,10.580,15.67,288,1.000,bicubic,-10.830,-6.122,-3 +cs3darknet_l.c2ns_in1k,70.350,29.650,89.750,10.250,21.16,288,0.950,bicubic,-10.546,-5.912,+34 +resnet152s.gluon_in1k,70.310,29.690,88.870,11.130,60.32,224,0.875,bicubic,-10.698,-6.546,+22 +vit_srelpos_small_patch16_224.sw_in1k,70.290,29.710,89.540,10.460,21.97,224,0.900,bicubic,-10.802,-6.030,+14 +repvgg_b3.rvgg_in1k,70.230,29.770,88.740,11.260,123.09,224,0.875,bilinear,-10.276,-6.514,+69 coat_mini.in1k,70.200,29.800,89.460,10.540,10.34,224,0.900,bicubic,-11.070,-5.922,-9 -xception41p.ra3_in1k,70.200,29.800,89.100,10.900,26.91,299,0.940,bicubic,-11.772,-6.696,-74 -efficientnet_el.ra_in1k,70.150,29.850,89.300,10.700,10.59,300,0.904,bicubic,-11.162,-6.236,-15 -sebotnet33ts_256.a1h_in1k,70.150,29.850,88.820,11.180,13.70,256,0.940,bicubic,-11.016,-6.348,-2 -inception_resnet_v2.tf_in1k,70.130,29.870,88.690,11.310,55.84,299,0.897,bicubic,-10.332,-6.618,+66 -resnet50.d_in1k,70.120,29.880,88.740,11.260,25.56,288,1.000,bicubic,-10.852,-6.690,+16 -resnet50d.a1_in1k,70.120,29.880,88.350,11.650,25.58,288,1.000,bicubic,-11.330,-6.868,-32 -haloregnetz_b.ra3_in1k,70.110,29.890,88.900,11.100,11.68,224,0.940,bicubic,-10.938,-6.300,+8 -poolformer_s36.sail_in1k,70.100,29.900,89.140,10.860,30.86,224,0.900,bicubic,-11.330,-6.304,-33 +xception41p.ra3_in1k,70.200,29.800,89.100,10.900,26.91,299,0.940,bicubic,-11.772,-6.684,-78 +sebotnet33ts_256.a1h_in1k,70.160,29.840,88.820,11.180,13.70,256,0.940,bicubic,-11.008,-6.348,-1 +efficientnet_el.ra_in1k,70.140,29.860,89.310,10.690,10.59,300,0.904,bicubic,-11.172,-6.180,-16 +inception_resnet_v2.tf_in1k,70.130,29.870,88.690,11.310,55.84,299,0.897,bicubic,-10.328,-6.500,+71 +resnet50.d_in1k,70.120,29.880,88.740,11.260,25.56,288,1.000,bicubic,-10.852,-6.690,+17 +resnet50d.a1_in1k,70.120,29.880,88.350,11.650,25.58,288,1.000,bicubic,-11.330,-6.868,-33 +poolformer_s36.sail_in1k,70.100,29.900,89.130,10.870,30.86,224,0.900,bicubic,-11.330,-6.314,-34 resmlp_36_224.fb_distilled_in1k,70.100,29.900,89.090,10.910,44.69,224,0.875,bicubic,-11.048,-6.388,-5 -ecaresnet50d_pruned.miil_in1k,70.090,29.910,89.510,10.490,19.94,288,0.950,bicubic,-10.700,-6.060,+30 -resnet50.c1_in1k,70.070,29.930,89.000,11.000,25.56,288,1.000,bicubic,-10.842,-6.552,+17 -gcresnet50t.ra2_in1k,70.050,29.950,89.520,10.480,25.90,288,1.000,bicubic,-11.406,-6.198,-39 -sehalonet33ts.ra2_in1k,70.050,29.950,88.730,11.270,13.69,256,0.940,bicubic,-10.906,-6.546,+11 -seresnext101_32x4d.gluon_in1k,70.020,29.980,88.940,11.060,48.96,224,0.875,bicubic,-10.872,-6.356,+16 -regnety_320.pycls_in1k,70.020,29.980,88.900,11.100,145.05,224,0.875,bicubic,-10.788,-6.338,+24 +haloregnetz_b.ra3_in1k,70.100,29.900,88.900,11.100,11.68,224,0.940,bicubic,-10.946,-6.300,+9 +ecaresnet50d_pruned.miil_in1k,70.090,29.910,89.510,10.490,19.94,288,0.950,bicubic,-10.700,-6.060,+34 +resnet50.c1_in1k,70.070,29.930,89.000,11.000,25.56,288,1.000,bicubic,-10.842,-6.552,+18 +gcresnet50t.ra2_in1k,70.050,29.950,89.520,10.480,25.90,288,1.000,bicubic,-11.406,-6.198,-40 +sehalonet33ts.ra2_in1k,70.050,29.950,88.740,11.260,13.69,256,0.940,bicubic,-10.908,-6.532,+12 +seresnext101_32x4d.gluon_in1k,70.020,29.980,88.940,11.060,48.96,224,0.875,bicubic,-10.872,-6.356,+17 +regnety_320.pycls_in1k,70.020,29.980,88.900,11.100,145.05,224,0.875,bicubic,-10.790,-6.338,+28 seresnet50.a2_in1k,70.000,30.000,88.710,11.290,28.09,288,1.000,bicubic,-11.106,-6.512,-8 -levit_256.fb_dist_in1k,69.970,30.030,89.240,10.760,18.89,224,0.900,bicubic,-11.544,-6.252,-51 -levit_conv_256.fb_dist_in1k,69.970,30.030,89.240,10.760,18.89,224,0.900,bicubic,-11.550,-6.250,-53 -resnet152d.gluon_in1k,69.940,30.060,88.490,11.510,60.21,224,0.875,bicubic,-10.536,-6.712,+49 -maxvit_rmlp_pico_rw_256.sw_in1k,69.890,30.110,89.250,10.750,7.52,256,0.950,bicubic,-10.624,-5.964,+42 -pit_s_224.in1k,69.890,30.110,88.940,11.060,23.46,224,0.900,bicubic,-11.202,-6.630,-8 +levit_256.fb_dist_in1k,69.970,30.030,89.240,10.760,18.89,224,0.900,bicubic,-11.554,-6.254,-55 +levit_conv_256.fb_dist_in1k,69.960,30.040,89.250,10.750,18.89,224,0.900,bicubic,-11.562,-6.240,-55 +resnet152d.gluon_in1k,69.940,30.060,88.500,11.500,60.21,224,0.875,bicubic,-10.536,-6.702,+53 +fastvit_s12.apple_dist_in1k,69.910,30.090,88.930,11.070,9.47,256,0.900,bicubic,-11.160,-6.354,-5 +maxvit_rmlp_pico_rw_256.sw_in1k,69.890,30.110,89.250,10.750,7.52,256,0.950,bicubic,-10.624,-5.964,+45 +pit_s_224.in1k,69.880,30.120,88.940,11.060,23.46,224,0.900,bicubic,-11.206,-6.390,-8 swin_tiny_patch4_window7_224.ms_in22k_ft_in1k,69.850,30.150,90.410,9.590,28.29,224,0.900,bicubic,-11.118,-5.604,0 -resnext50_32x4d.ra_in1k,69.830,30.170,88.220,11.780,25.03,288,0.950,bicubic,-10.868,-7.170,+26 -regnety_016.tv2_in1k,69.810,30.190,89.360,10.640,11.20,224,0.965,bicubic,-10.858,-5.970,+28 -seresnet50.a1_in1k,69.810,30.190,88.550,11.450,28.09,288,1.000,bicubic,-11.292,-6.780,-15 -mobilevitv2_150.cvnets_in22k_ft_in1k,69.800,30.200,89.180,10.820,10.59,256,0.888,bicubic,-11.688,-6.488,-58 -resnet50.a1_in1k,69.770,30.230,88.350,11.650,25.56,288,1.000,bicubic,-11.444,-6.752,-30 -mobilevitv2_200.cvnets_in1k,69.750,30.250,88.620,11.380,18.45,256,0.888,bicubic,-11.384,-6.742,-23 -resnet50.tv2_in1k,69.750,30.250,88.590,11.410,25.56,224,0.965,bilinear,-11.100,-6.844,+8 +resnext50_32x4d.ra_in1k,69.830,30.170,88.220,11.780,25.03,288,0.950,bicubic,-10.868,-7.172,+29 +regnety_016.tv2_in1k,69.810,30.190,89.360,10.640,11.20,224,0.965,bicubic,-10.856,-5.970,+31 +seresnet50.a1_in1k,69.810,30.190,88.550,11.450,28.09,288,1.000,bicubic,-11.292,-6.778,-16 +mobilevitv2_150.cvnets_in22k_ft_in1k,69.800,30.200,89.180,10.820,10.59,256,0.888,bicubic,-11.688,-6.488,-60 +resnet50.a1_in1k,69.780,30.220,88.350,11.650,25.56,288,1.000,bicubic,-11.434,-6.752,-31 +mobilevitv2_200.cvnets_in1k,69.750,30.250,88.620,11.380,18.45,256,0.888,bicubic,-11.384,-6.742,-24 resnext50_32x4d.a2_in1k,69.750,30.250,88.200,11.800,25.03,288,1.000,bicubic,-11.554,-6.896,-41 -ese_vovnet39b.ra_in1k,69.730,30.270,89.550,10.450,24.57,288,0.950,bicubic,-10.620,-5.816,+47 -lambda_resnet50ts.a1h_in1k,69.730,30.270,88.830,11.170,21.54,256,0.950,bicubic,-11.426,-6.268,-29 -resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,69.710,30.290,89.420,10.580,25.03,224,0.875,bilinear,-10.628,-5.978,+48 -xcit_tiny_24_p16_224.fb_dist_in1k,69.710,30.290,88.720,11.280,12.12,224,1.000,bicubic,-10.744,-6.498,+39 -xcit_tiny_12_p16_384.fb_dist_in1k,69.690,30.310,89.020,10.980,6.72,384,1.000,bicubic,-11.248,-6.394,-10 -tresnet_m.miil_in1k,69.670,30.330,88.000,12.000,31.39,224,0.875,bilinear,-11.128,-6.856,+3 -resmlp_24_224.fb_distilled_in1k,69.660,30.340,89.070,10.930,30.02,224,0.875,bicubic,-11.096,-6.154,+6 -resnext101_64x4d.gluon_in1k,69.660,30.340,88.260,11.740,83.46,224,0.875,bicubic,-10.940,-6.732,+20 -resnext50d_32x4d.bt_in1k,69.640,30.360,89.250,10.750,25.05,288,0.950,bicubic,-11.024,-6.170,+14 -regnetx_032.tv2_in1k,69.620,30.380,89.360,10.640,15.30,224,0.965,bicubic,-11.306,-5.918,-14 -efficientnet_b3_pruned.in1k,69.590,30.410,88.980,11.020,9.86,300,0.904,bicubic,-11.262,-6.264,-5 -convnextv2_pico.fcmae_ft_in1k,69.580,30.420,89.230,10.770,9.07,288,0.950,bicubic,-11.506,-6.250,-28 +resnet50.tv2_in1k,69.740,30.260,88.600,11.400,25.56,224,0.965,bilinear,-11.108,-6.834,+8 +ese_vovnet39b.ra_in1k,69.730,30.270,89.550,10.450,24.57,288,0.950,bicubic,-10.620,-5.816,+53 +tiny_vit_5m_224.dist_in22k_ft_in1k,69.730,30.270,89.440,10.560,5.39,224,0.950,bicubic,-11.146,-6.224,0 +lambda_resnet50ts.a1h_in1k,69.730,30.270,88.830,11.170,21.54,256,0.950,bicubic,-11.428,-6.268,-30 +resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,69.710,30.290,89.420,10.580,25.03,224,0.875,bilinear,-10.624,-5.980,+53 +xcit_tiny_24_p16_224.fb_dist_in1k,69.710,30.290,88.720,11.280,12.12,224,1.000,bicubic,-10.744,-6.498,+42 +fastvit_sa12.apple_in1k,69.700,30.300,88.950,11.050,11.58,256,0.900,bicubic,-11.144,-6.390,+3 +xcit_tiny_12_p16_384.fb_dist_in1k,69.690,30.310,89.020,10.980,6.72,384,1.000,bicubic,-11.248,-6.394,-12 +resmlp_24_224.fb_distilled_in1k,69.660,30.340,89.070,10.930,30.02,224,0.875,bicubic,-11.096,-6.154,+8 +resnext101_64x4d.gluon_in1k,69.660,30.340,88.260,11.740,83.46,224,0.875,bicubic,-10.940,-6.732,+22 +tresnet_m.miil_in1k,69.650,30.350,88.000,12.000,31.39,224,0.875,bilinear,-11.148,-6.856,+2 +resnext50d_32x4d.bt_in1k,69.640,30.360,89.250,10.750,25.05,288,0.950,bicubic,-11.024,-6.170,+15 +regnetx_032.tv2_in1k,69.620,30.380,89.360,10.640,15.30,224,0.965,bicubic,-11.306,-5.918,-16 +efficientnet_b3_pruned.in1k,69.580,30.420,88.960,11.040,9.86,300,0.904,bicubic,-11.272,-6.284,-6 +fastvit_t12.apple_dist_in1k,69.580,30.420,88.410,11.590,7.55,256,0.900,bicubic,-10.772,-6.632,+39 +convnextv2_pico.fcmae_ft_in1k,69.570,30.430,89.230,10.770,9.07,288,0.950,bicubic,-11.516,-6.250,-33 eva02_tiny_patch14_336.mim_in22k_ft_in1k,69.560,30.440,89.320,10.680,5.76,336,1.000,bicubic,-11.070,-6.206,+12 -inception_resnet_v2.tf_ens_adv_in1k,69.560,30.440,88.490,11.510,55.84,299,0.897,bicubic,-10.418,-6.456,+59 -nf_resnet50.ra2_in1k,69.550,30.450,88.730,11.270,25.56,288,0.940,bicubic,-11.090,-6.602,+9 -gernet_m.idstcv_in1k,69.540,30.460,88.690,11.310,21.14,224,0.875,bilinear,-11.194,-6.496,-1 -repvgg_b3g4.rvgg_in1k,69.530,30.470,88.460,11.540,83.83,224,0.875,bilinear,-10.686,-6.632,+47 -gcresnet33ts.ra2_in1k,69.510,30.490,89.110,10.890,19.88,288,1.000,bicubic,-11.090,-6.210,+8 -efficientnet_el_pruned.in1k,69.510,30.490,88.930,11.070,10.59,300,0.904,bicubic,-10.790,-6.292,+37 -efficientnet_b2.ra_in1k,69.490,30.510,88.690,11.310,9.11,288,1.000,bicubic,-11.120,-6.624,+6 -resnext50_32x4d.a1_in1k,69.490,30.510,88.340,11.660,25.03,288,1.000,bicubic,-11.976,-6.834,-80 -swin_tiny_patch4_window7_224.ms_in1k,69.470,30.530,89.060,10.940,28.29,224,0.900,bicubic,-11.906,-6.484,-71 -regnetx_320.pycls_in1k,69.470,30.530,88.270,11.730,107.81,224,0.875,bicubic,-10.776,-6.752,+38 -vit_base_patch32_224.augreg_in21k_ft_in1k,69.450,30.550,89.440,10.560,88.22,224,0.900,bicubic,-11.266,-6.126,-8 -res2net101d.in1k,69.450,30.550,88.710,11.290,45.23,224,0.875,bilinear,-11.774,-6.642,-60 -gcvit_xxtiny.in1k,69.440,30.560,88.850,11.150,12.00,224,0.875,bicubic,-10.288,-6.230,+65 -cspresnext50.ra_in1k,69.440,30.560,88.590,11.410,20.57,256,0.887,bilinear,-11.116,-6.732,+3 -rexnet_150.nav_in1k,69.410,30.590,88.980,11.020,9.73,224,0.875,bicubic,-10.914,-6.194,+24 -resnext50_32x4d.tv2_in1k,69.400,30.600,88.440,11.560,25.03,224,0.965,bilinear,-11.782,-6.900,-59 -seresnet33ts.ra2_in1k,69.380,30.620,89.190,10.810,19.78,288,1.000,bicubic,-11.404,-6.172,-21 -convmixer_768_32.in1k,69.380,30.620,88.880,11.120,21.11,224,0.960,bicubic,-10.788,-6.194,+36 -inception_v4.tf_in1k,69.380,30.620,88.780,11.220,42.68,299,0.875,bicubic,-10.776,-6.188,+38 -eca_resnet33ts.ra2_in1k,69.370,30.630,89.210,10.790,19.68,288,1.000,bicubic,-11.302,-6.154,-12 -xception71.tf_in1k,69.360,30.640,88.260,11.740,42.34,299,0.903,bicubic,-10.512,-6.668,+45 -darknet53.c2ns_in1k,69.350,30.650,88.780,11.220,41.61,288,1.000,bicubic,-11.186,-6.654,-4 -cs3darknet_focus_l.c2ns_in1k,69.340,30.660,89.420,10.580,21.15,288,0.950,bicubic,-11.540,-6.262,-34 -legacy_seresnext101_32x4d.in1k,69.340,30.660,88.050,11.950,48.96,224,0.875,bilinear,-10.890,-6.976,+26 -vit_small_patch16_384.augreg_in1k,69.300,30.700,89.000,11.000,22.20,384,1.000,bicubic,-11.816,-6.574,-61 -mobilevitv2_175.cvnets_in1k,69.290,30.710,88.960,11.040,14.25,256,0.888,bicubic,-11.570,-6.296,-34 -efficientformer_l1.snap_dist_in1k,69.280,30.720,88.560,11.440,12.29,224,0.950,bicubic,-11.218,-6.428,-5 -vit_small_patch32_384.augreg_in21k_ft_in1k,69.270,30.730,89.820,10.180,22.92,384,1.000,bicubic,-11.216,-5.776,-5 -convnext_pico_ols.d1_in1k,69.230,30.770,88.830,11.170,9.06,288,1.000,bicubic,-11.234,-6.416,-3 -edgenext_small_rw.sw_in1k,69.210,30.790,88.740,11.260,7.83,320,1.000,bicubic,-11.248,-6.450,-2 -vit_base_patch16_384.augreg_in1k,69.190,30.810,88.380,11.620,86.86,384,1.000,bicubic,-11.912,-6.740,-65 -resnet50.b2k_in1k,69.180,30.820,88.660,11.340,25.56,288,1.000,bicubic,-11.274,-6.658,-3 -resnet50.a1h_in1k,69.130,30.870,88.510,11.490,25.56,224,1.000,bicubic,-11.546,-6.796,-26 -resnet152c.gluon_in1k,69.130,30.870,87.890,12.110,60.21,224,0.875,bicubic,-10.780,-6.954,+29 -resnet50.b1k_in1k,69.100,30.900,88.740,11.260,25.56,288,1.000,bicubic,-11.606,-6.692,-30 -tf_efficientnetv2_b2.in1k,69.100,30.900,88.220,11.780,10.10,260,0.890,bicubic,-11.094,-6.822,+16 -mixnet_xl.ra_in1k,69.090,30.910,88.310,11.690,11.90,224,0.875,bicubic,-11.392,-6.626,-13 +repvit_m1_1.dist_300e_in1k,69.560,30.440,88.820,11.180,8.80,224,0.950,bicubic,-11.266,-6.350,-7 +nf_resnet50.ra2_in1k,69.550,30.450,88.730,11.270,25.56,288,0.940,bicubic,-11.090,-6.604,+9 +gernet_m.idstcv_in1k,69.540,30.460,88.690,11.310,21.14,224,0.875,bilinear,-11.196,-6.500,-1 +inception_resnet_v2.tf_ens_adv_in1k,69.540,30.460,88.490,11.510,55.84,299,0.897,bicubic,-10.438,-6.458,+61 +repvgg_b3g4.rvgg_in1k,69.530,30.470,88.450,11.550,83.83,224,0.875,bilinear,-10.686,-6.642,+50 +gcresnet33ts.ra2_in1k,69.510,30.490,89.110,10.890,19.88,288,1.000,bicubic,-11.090,-6.212,+7 +efficientnet_el_pruned.in1k,69.510,30.490,88.940,11.060,10.59,300,0.904,bicubic,-10.788,-6.282,+40 +efficientnet_b2.ra_in1k,69.490,30.510,88.690,11.310,9.11,288,1.000,bicubic,-11.120,-6.624,+5 +resnext50_32x4d.a1_in1k,69.490,30.510,88.340,11.660,25.03,288,1.000,bicubic,-11.976,-6.834,-86 +swin_tiny_patch4_window7_224.ms_in1k,69.470,30.530,89.060,10.940,28.29,224,0.900,bicubic,-11.906,-6.484,-77 +regnetx_320.pycls_in1k,69.470,30.530,88.270,11.730,107.81,224,0.875,bicubic,-10.776,-6.752,+41 +vit_base_patch32_224.augreg_in21k_ft_in1k,69.450,30.550,89.440,10.560,88.22,224,0.900,bicubic,-11.266,-6.126,-9 +res2net101d.in1k,69.450,30.550,88.710,11.290,45.23,224,0.875,bilinear,-11.768,-6.640,-65 +gcvit_xxtiny.in1k,69.440,30.560,88.840,11.160,12.00,224,0.875,bicubic,-10.286,-6.240,+72 +cspresnext50.ra_in1k,69.430,30.570,88.600,11.400,20.57,256,0.887,bilinear,-11.124,-6.726,+1 +rexnet_150.nav_in1k,69.410,30.590,88.980,11.020,9.73,224,0.875,bicubic,-10.914,-6.010,+25 +efficientvit_b1.r288_in1k,69.410,30.590,88.680,11.320,9.10,288,1.000,bicubic,-10.914,-6.496,+27 +resnext50_32x4d.tv2_in1k,69.400,30.600,88.440,11.560,25.03,224,0.965,bilinear,-11.782,-6.900,-66 +eca_resnet33ts.ra2_in1k,69.380,30.620,89.210,10.790,19.68,288,1.000,bicubic,-11.292,-6.154,-12 +seresnet33ts.ra2_in1k,69.380,30.620,89.190,10.810,19.78,288,1.000,bicubic,-11.404,-6.172,-23 +convmixer_768_32.in1k,69.380,30.620,88.880,11.120,21.11,224,0.960,bicubic,-10.788,-6.194,+39 +inception_v4.tf_in1k,69.370,30.630,88.780,11.220,42.68,299,0.875,bicubic,-10.786,-6.190,+38 +xception71.tf_in1k,69.360,30.640,88.270,11.730,42.34,299,0.903,bicubic,-10.514,-6.658,+49 +darknet53.c2ns_in1k,69.350,30.650,88.780,11.220,41.61,288,1.000,bicubic,-11.182,-6.652,-6 +cs3darknet_focus_l.c2ns_in1k,69.340,30.660,89.420,10.580,21.15,288,0.950,bicubic,-11.536,-6.262,-39 +legacy_seresnext101_32x4d.in1k,69.340,30.660,88.050,11.950,48.96,224,0.875,bilinear,-10.892,-6.970,+28 +vit_small_patch16_384.augreg_in1k,69.320,30.680,89.000,11.000,22.20,384,1.000,bicubic,-11.796,-6.574,-67 +repvit_m1_0.dist_450e_in1k,69.310,30.690,88.700,11.300,7.30,224,0.950,bicubic,-11.124,-6.218,+4 +mobilevitv2_175.cvnets_in1k,69.290,30.710,88.960,11.040,14.25,256,0.888,bicubic,-11.570,-6.296,-39 +efficientformer_l1.snap_dist_in1k,69.280,30.720,88.560,11.440,12.29,224,0.950,bicubic,-11.218,-6.428,-8 +vit_small_patch32_384.augreg_in21k_ft_in1k,69.270,30.730,89.820,10.180,22.92,384,1.000,bicubic,-11.216,-5.780,-8 +convnext_pico_ols.d1_in1k,69.240,30.760,88.840,11.160,9.06,288,1.000,bicubic,-11.222,-6.412,-6 +repvit_m2.dist_in1k,69.230,30.770,88.740,11.260,8.80,224,0.950,bicubic,-11.230,-6.428,-6 +edgenext_small_rw.sw_in1k,69.210,30.790,88.740,11.260,7.83,320,1.000,bicubic,-11.248,-6.568,-5 +vit_base_patch16_384.augreg_in1k,69.190,30.810,88.370,11.630,86.86,384,1.000,bicubic,-11.912,-6.750,-73 +resnet50.b2k_in1k,69.180,30.820,88.660,11.340,25.56,288,1.000,bicubic,-11.274,-6.658,-6 +resnet152c.gluon_in1k,69.140,30.860,87.890,12.110,60.21,224,0.875,bicubic,-10.772,-6.956,+33 +resnet50.b1k_in1k,69.100,30.900,88.740,11.260,25.56,288,1.000,bicubic,-11.606,-6.692,-34 +resnet50.a1h_in1k,69.100,30.900,88.510,11.490,25.56,224,1.000,bicubic,-11.578,-6.796,-31 +tf_efficientnetv2_b2.in1k,69.100,30.900,88.230,11.770,10.10,260,0.890,bicubic,-11.096,-6.812,+16 +mixnet_xl.ra_in1k,69.090,30.910,88.310,11.690,11.90,224,0.875,bicubic,-11.392,-6.626,-17 resnetblur50.bt_in1k,69.070,30.930,88.450,11.550,25.56,288,0.950,bicubic,-11.164,-6.784,+11 -repvgg_b2g4.rvgg_in1k,69.010,30.990,88.360,11.640,61.76,224,0.875,bilinear,-10.372,-6.316,+65 -regnety_160.pycls_in1k,69.010,30.990,88.270,11.730,83.59,224,0.875,bicubic,-11.288,-6.692,+4 -resnet101d.gluon_in1k,69.010,30.990,88.080,11.920,44.57,224,0.875,bicubic,-11.416,-6.944,-10 -xception65.tf_in1k,68.950,31.050,88.470,11.530,39.92,299,0.903,bicubic,-10.606,-6.184,+50 -resnext101_32x4d.gluon_in1k,68.950,31.050,88.340,11.660,44.18,224,0.875,bicubic,-11.390,-6.590,-5 -poolformerv2_s24.sail_in1k,68.940,31.060,88.670,11.330,21.34,224,1.000,bicubic,-11.808,-6.640,-43 -tf_efficientnet_b2.ap_in1k,68.930,31.070,88.330,11.670,9.11,260,0.890,bicubic,-11.378,-6.698,-5 -cspdarknet53.ra_in1k,68.920,31.080,88.600,11.400,27.64,256,0.887,bilinear,-11.142,-6.480,+12 -convnext_pico.d1_in1k,68.900,31.100,88.470,11.530,9.05,288,0.950,bicubic,-11.514,-6.580,-15 -mobilevitv2_150.cvnets_in1k,68.890,31.110,88.080,11.920,10.59,256,0.888,bicubic,-11.480,-6.994,-14 -resnet50d.a2_in1k,68.890,31.110,87.990,12.010,25.58,288,1.000,bicubic,-12.274,-7.094,-90 -regnety_120.pycls_in1k,68.860,31.140,88.330,11.670,51.82,224,0.875,bicubic,-11.526,-6.798,-17 -resnet152.a3_in1k,68.820,31.180,87.760,12.240,60.19,224,0.950,bicubic,-11.726,-7.240,-34 -resnet152.gluon_in1k,68.820,31.180,87.710,12.290,60.19,224,0.875,bicubic,-10.874,-7.026,+30 -poolformer_s24.sail_in1k,68.780,31.220,88.170,11.830,21.39,224,0.900,bicubic,-11.516,-6.902,-11 -dpn107.mx_in1k,68.780,31.220,88.130,11.870,86.92,224,0.875,bicubic,-11.388,-6.812,+1 -gmlp_s16_224.ra3_in1k,68.780,31.220,88.070,11.930,19.42,224,0.875,bicubic,-10.864,-6.552,+34 -dpn131.mx_in1k,68.770,31.230,87.570,12.430,79.25,224,0.875,bicubic,-11.044,-7.130,+18 -darknetaa53.c2ns_in1k,68.760,31.240,88.720,11.280,36.02,288,1.000,bilinear,-11.742,-6.602,-36 +repvgg_b2g4.rvgg_in1k,69.010,30.990,88.360,11.640,61.76,224,0.875,bilinear,-10.372,-6.316,+69 +regnety_160.pycls_in1k,69.010,30.990,88.270,11.730,83.59,224,0.875,bicubic,-11.288,-6.694,+4 +resnet101d.gluon_in1k,69.010,30.990,88.080,11.920,44.57,224,0.875,bicubic,-11.416,-6.944,-12 +xception65.tf_in1k,68.950,31.050,88.470,11.530,39.92,299,0.903,bicubic,-10.606,-6.188,+54 +resnext101_32x4d.gluon_in1k,68.940,31.060,88.340,11.660,44.18,224,0.875,bicubic,-11.400,-6.590,-7 +tf_efficientnet_b2.ap_in1k,68.930,31.070,88.330,11.670,9.11,260,0.890,bicubic,-11.380,-6.696,-5 +repvit_m1_0.dist_300e_in1k,68.930,31.070,88.100,11.900,7.30,224,0.950,bicubic,-11.196,-6.644,+13 +poolformerv2_s24.sail_in1k,68.920,31.080,88.670,11.330,21.34,224,1.000,bicubic,-11.828,-6.640,-50 +cspdarknet53.ra_in1k,68.920,31.080,88.600,11.400,27.64,256,0.887,bilinear,-11.148,-6.478,+13 +convnext_pico.d1_in1k,68.900,31.100,88.480,11.520,9.05,288,0.950,bicubic,-11.516,-6.568,-18 +resnet50d.a2_in1k,68.900,31.100,87.980,12.020,25.58,288,1.000,bicubic,-12.264,-7.100,-98 +mobilevitv2_150.cvnets_in1k,68.890,31.110,88.080,11.920,10.59,256,0.888,bicubic,-11.480,-6.994,-18 +regnety_120.pycls_in1k,68.860,31.140,88.330,11.670,51.82,224,0.875,bicubic,-11.520,-6.796,-20 +resnet152.a3_in1k,68.820,31.180,87.760,12.240,60.19,224,0.950,bicubic,-11.726,-7.240,-39 +resnet152.gluon_in1k,68.820,31.180,87.700,12.300,60.19,224,0.875,bicubic,-10.876,-7.030,+32 +poolformer_s24.sail_in1k,68.780,31.220,88.170,11.830,21.39,224,0.900,bicubic,-11.514,-6.904,-12 +dpn107.mx_in1k,68.780,31.220,88.130,11.870,86.92,224,0.875,bicubic,-11.390,-6.812,-1 +gmlp_s16_224.ra3_in1k,68.780,31.220,88.070,11.930,19.42,224,0.875,bicubic,-10.864,-6.552,+36 +dpn131.mx_in1k,68.770,31.230,87.570,12.430,79.25,224,0.875,bicubic,-11.044,-7.130,+19 +darknetaa53.c2ns_in1k,68.760,31.240,88.700,11.300,36.02,288,1.000,bilinear,-11.746,-6.622,-42 tf_efficientnet_b2.aa_in1k,68.760,31.240,87.950,12.050,9.11,260,0.890,bicubic,-11.324,-6.956,-1 -resnet101s.gluon_in1k,68.720,31.280,87.900,12.100,44.67,224,0.875,bicubic,-11.582,-7.250,-18 -deit_small_patch16_224.fb_in1k,68.710,31.290,88.200,11.800,22.05,224,0.900,bicubic,-11.134,-6.844,+10 -regnety_080.pycls_in1k,68.710,31.290,87.970,12.030,39.18,224,0.875,bicubic,-11.158,-6.862,+6 -seresnext50_32x4d.gluon_in1k,68.660,31.340,88.360,11.640,27.56,224,0.875,bicubic,-11.250,-6.464,+2 -resnet50.ram_in1k,68.630,31.370,88.320,11.680,25.56,288,0.950,bicubic,-11.346,-6.732,-3 -hrnet_w64.ms_in1k,68.630,31.370,88.070,11.930,128.06,224,0.875,bilinear,-10.844,-6.576,+36 -xcit_tiny_12_p8_224.fb_in1k,68.580,31.420,88.720,11.280,6.71,224,1.000,bicubic,-11.108,-5.990,+18 -resnet50.a2_in1k,68.570,31.430,87.990,12.010,25.56,288,1.000,bicubic,-12.202,-6.998,-67 -tf_efficientnet_b3.in1k,68.530,31.470,88.700,11.300,12.23,300,0.904,bicubic,-12.348,-6.600,-77 -dpn98.mx_in1k,68.520,31.480,87.610,12.390,61.57,224,0.875,bicubic,-11.150,-7.044,+19 -regnetx_160.pycls_in1k,68.510,31.490,88.460,11.540,54.28,224,0.875,bicubic,-11.356,-6.368,-1 -rexnet_130.nav_in1k,68.460,31.540,88.040,11.960,7.56,224,0.875,bicubic,-11.044,-6.638,+25 -cspresnet50.ra_in1k,68.460,31.540,87.950,12.050,21.62,256,0.887,bilinear,-11.130,-6.762,+21 -regnety_064.pycls_in1k,68.450,31.550,88.060,11.940,30.58,224,0.875,bicubic,-11.264,-6.706,+9 -tf_efficientnet_el.in1k,68.440,31.560,88.210,11.790,10.59,300,0.904,bicubic,-11.812,-6.908,-27 -xcit_tiny_24_p16_224.fb_in1k,68.420,31.580,88.290,11.710,12.12,224,1.000,bicubic,-11.028,-6.588,+27 +deit_small_patch16_224.fb_in1k,68.730,31.270,88.200,11.800,22.05,224,0.900,bicubic,-11.118,-6.844,+12 +regnety_080.pycls_in1k,68.710,31.290,87.970,12.030,39.18,224,0.875,bicubic,-11.158,-6.862,+8 +resnet101s.gluon_in1k,68.710,31.290,87.900,12.100,44.67,224,0.875,bicubic,-11.594,-7.252,-21 +seresnext50_32x4d.gluon_in1k,68.660,31.340,88.360,11.640,27.56,224,0.875,bicubic,-11.264,-6.464,+1 +resnet50.ram_in1k,68.630,31.370,88.330,11.670,25.56,288,0.950,bicubic,-11.346,-6.722,-3 +hrnet_w64.ms_in1k,68.630,31.370,88.070,11.930,128.06,224,0.875,bilinear,-10.846,-6.582,+38 +xcit_tiny_12_p8_224.fb_in1k,68.580,31.420,88.720,11.280,6.71,224,1.000,bicubic,-11.108,-6.334,+21 +resnet50.a2_in1k,68.570,31.430,88.000,12.000,25.56,288,1.000,bicubic,-12.202,-6.988,-72 +tf_efficientnet_b3.in1k,68.530,31.470,88.700,11.300,12.23,300,0.904,bicubic,-12.344,-6.600,-84 +dpn98.mx_in1k,68.520,31.480,87.610,12.390,61.57,224,0.875,bicubic,-11.150,-7.044,+21 +regnetx_160.pycls_in1k,68.510,31.490,88.460,11.540,54.28,224,0.875,bicubic,-11.356,-6.368,0 +fastvit_s12.apple_in1k,68.490,31.510,87.850,12.150,9.47,256,0.900,bicubic,-11.452,-6.944,-8 +rexnet_130.nav_in1k,68.460,31.540,88.040,11.960,7.56,224,0.875,bicubic,-11.046,-6.638,+27 +cspresnet50.ra_in1k,68.450,31.550,87.960,12.040,21.62,256,0.887,bilinear,-11.132,-6.750,+22 +tf_efficientnet_el.in1k,68.440,31.560,88.210,11.790,10.59,300,0.904,bicubic,-11.808,-6.910,-29 +regnety_064.pycls_in1k,68.440,31.560,88.060,11.940,30.58,224,0.875,bicubic,-11.276,-6.706,+10 +xcit_tiny_24_p16_224.fb_in1k,68.420,31.580,88.290,11.710,12.12,224,1.000,bicubic,-11.028,-6.588,+28 cait_xxs36_224.fb_dist_in1k,68.410,31.590,88.650,11.350,17.30,224,1.000,bicubic,-11.336,-6.224,+3 -skresnext50_32x4d.ra_in1k,68.400,31.600,87.560,12.440,27.48,224,0.875,bicubic,-11.762,-7.080,-21 -resnet50.fb_ssl_yfcc100m_ft_in1k,68.380,31.620,88.550,11.450,25.56,224,0.875,bilinear,-10.854,-6.276,+43 -fbnetv3_d.ra2_in1k,68.350,31.650,88.430,11.570,10.31,256,0.950,bilinear,-11.332,-6.514,+6 -dla102x2.in1k,68.350,31.650,87.890,12.110,41.28,224,0.875,bilinear,-11.094,-6.748,+24 -res2net50d.in1k,68.300,31.700,88.110,11.890,25.72,224,0.875,bilinear,-11.954,-6.926,-36 +skresnext50_32x4d.ra_in1k,68.400,31.600,87.570,12.430,27.48,224,0.875,bicubic,-11.764,-7.070,-23 +resnet50.fb_ssl_yfcc100m_ft_in1k,68.380,31.620,88.560,11.440,25.56,224,0.875,bilinear,-10.850,-6.266,+47 +efficientvit_b1.r256_in1k,68.370,31.630,87.910,12.090,9.10,256,1.000,bicubic,-11.364,-6.870,+1 +dla102x2.in1k,68.350,31.650,87.890,12.110,41.28,224,0.875,bilinear,-11.096,-6.742,+24 +fbnetv3_d.ra2_in1k,68.330,31.670,88.420,11.580,10.31,256,0.950,bilinear,-11.352,-6.524,+6 efficientnet_b2_pruned.in1k,68.300,31.700,88.100,11.900,8.31,260,0.890,bicubic,-11.620,-6.752,-18 -resmlp_big_24_224.fb_in1k,68.300,31.700,87.540,12.460,129.14,224,0.875,bicubic,-12.736,-7.478,-109 -vit_base_patch16_224.sam_in1k,68.290,31.710,87.730,12.270,86.57,224,0.900,bicubic,-11.954,-7.026,-36 -resnext50_32x4d.gluon_in1k,68.290,31.710,87.340,12.660,25.03,224,0.875,bicubic,-11.070,-7.090,+25 -ecaresnet26t.ra2_in1k,68.260,31.740,88.810,11.190,16.01,320,0.950,bicubic,-11.590,-6.280,-16 -efficientformerv2_s1.snap_dist_in1k,68.230,31.770,88.320,11.680,6.19,224,0.950,bicubic,-11.458,-6.734,-2 -tf_efficientnet_lite3.in1k,68.230,31.770,87.720,12.280,8.20,300,0.904,bilinear,-11.578,-7.192,-11 -resnet101.a3_in1k,68.220,31.780,87.630,12.370,44.55,224,0.950,bicubic,-11.594,-6.976,-13 -pit_xs_distilled_224.in1k,68.190,31.810,87.730,12.270,11.00,224,0.900,bicubic,-10.990,-6.632,+35 -resnet50.ra_in1k,68.150,31.850,87.900,12.100,25.56,288,0.950,bicubic,-11.686,-7.066,-17 -fbnetv3_b.ra2_in1k,68.140,31.860,87.920,12.080,8.60,256,0.950,bilinear,-11.002,-6.822,+35 -regnetx_120.pycls_in1k,68.130,31.870,87.610,12.390,46.11,224,0.875,bicubic,-11.458,-7.132,0 -resmlp_36_224.fb_in1k,68.090,31.910,88.180,11.820,44.69,224,0.875,bicubic,-11.682,-6.704,-16 -resnet50.bt_in1k,68.080,31.920,87.810,12.190,25.56,288,0.950,bicubic,-11.560,-7.082,-5 -dpn68b.ra_in1k,68.070,31.930,87.380,12.620,12.61,288,1.000,bicubic,-11.292,-7.058,+12 -regnetx_016.tv2_in1k,68.050,31.950,88.230,11.770,9.19,224,0.965,bicubic,-11.386,-6.538,+7 -resnetrs50.tf_in1k,68.020,31.980,87.730,12.270,35.69,224,0.910,bicubic,-11.876,-7.242,-32 -dpn92.mx_in1k,67.980,32.020,87.600,12.400,37.67,224,0.875,bicubic,-12.058,-7.260,-39 -nf_regnet_b1.ra2_in1k,67.970,32.030,88.220,11.780,10.22,288,0.900,bicubic,-11.336,-6.520,+13 -resnet50d.gluon_in1k,67.920,32.080,87.120,12.880,25.58,224,0.875,bicubic,-11.158,-7.348,+30 -resnetv2_50x1_bit.goog_in21k_ft_in1k,67.900,32.100,89.270,10.730,25.55,448,1.000,bilinear,-12.440,-6.410,-67 -levit_192.fb_dist_in1k,67.900,32.100,87.900,12.100,10.95,224,0.900,bicubic,-11.938,-6.884,-29 -levit_conv_192.fb_dist_in1k,67.900,32.100,87.890,12.110,10.95,224,0.900,bicubic,-11.938,-6.888,-31 -regnetx_080.pycls_in1k,67.890,32.110,87.000,13.000,39.57,224,0.875,bicubic,-11.312,-7.552,+18 -tf_efficientnetv2_b1.in1k,67.870,32.130,87.830,12.170,8.14,240,0.882,bicubic,-11.592,-6.892,-5 -efficientnet_em.ra2_in1k,67.860,32.140,88.140,11.860,6.90,240,0.882,bicubic,-11.380,-6.654,+13 -legacy_seresnext50_32x4d.in1k,67.860,32.140,87.620,12.380,27.56,224,0.875,bilinear,-11.216,-6.812,+24 -resnext101_32x8d.tv_in1k,67.840,32.160,87.490,12.510,88.79,224,0.875,bilinear,-11.470,-7.030,+3 -resmlp_24_224.fb_in1k,67.820,32.180,87.610,12.390,30.02,224,0.875,bicubic,-11.554,-6.936,-3 +res2net50d.in1k,68.300,31.700,88.100,11.900,25.72,224,0.875,bilinear,-11.954,-6.936,-39 +resmlp_big_24_224.fb_in1k,68.300,31.700,87.540,12.460,129.14,224,0.875,bicubic,-12.736,-7.478,-119 +vit_base_patch16_224.sam_in1k,68.290,31.710,87.730,12.270,86.57,224,0.900,bicubic,-11.948,-7.026,-39 +resnext50_32x4d.gluon_in1k,68.290,31.710,87.330,12.670,25.03,224,0.875,bicubic,-11.070,-7.100,+26 +ecaresnet26t.ra2_in1k,68.260,31.740,88.810,11.190,16.01,320,0.950,bicubic,-11.590,-6.280,-17 +efficientformerv2_s1.snap_dist_in1k,68.240,31.760,88.330,11.670,6.19,224,0.950,bicubic,-11.452,-6.386,-3 +tf_efficientnet_lite3.in1k,68.220,31.780,87.730,12.270,8.20,300,0.904,bilinear,-11.586,-7.184,-13 +resnet101.a3_in1k,68.220,31.780,87.640,12.360,44.55,224,0.950,bicubic,-11.594,-6.974,-13 +pit_xs_distilled_224.in1k,68.190,31.810,87.730,12.270,11.00,224,0.900,bicubic,-10.990,-6.636,+38 +resnet50.ra_in1k,68.150,31.850,87.900,12.100,25.56,288,0.950,bicubic,-11.686,-7.066,-18 +fbnetv3_b.ra2_in1k,68.140,31.860,87.920,12.080,8.60,256,0.950,bilinear,-11.006,-6.824,+39 +tiny_vit_5m_224.in1k,68.140,31.860,87.840,12.160,5.39,224,0.950,bicubic,-11.030,-6.954,+36 +regnetx_120.pycls_in1k,68.130,31.870,87.610,12.390,46.11,224,0.875,bicubic,-11.458,-7.132,-3 +mobileone_s4.apple_in1k,68.130,31.870,87.110,12.890,14.95,224,0.900,bilinear,-11.296,-7.370,+11 +resmlp_36_224.fb_in1k,68.090,31.910,88.180,11.820,44.69,224,0.875,bicubic,-11.682,-6.704,-19 +resnet50.bt_in1k,68.070,31.930,87.810,12.190,25.56,288,0.950,bicubic,-11.570,-7.082,-8 +dpn68b.ra_in1k,68.070,31.930,87.380,12.620,12.61,288,1.000,bicubic,-11.290,-7.056,+12 +regnetx_016.tv2_in1k,68.050,31.950,88.230,11.770,9.19,224,0.965,bicubic,-11.386,-6.538,+5 +resnetrs50.tf_in1k,68.040,31.960,87.730,12.270,35.69,224,0.910,bicubic,-11.854,-7.244,-35 +dpn92.mx_in1k,67.980,32.020,87.600,12.400,37.67,224,0.875,bicubic,-12.058,-7.260,-43 +nf_regnet_b1.ra2_in1k,67.970,32.030,88.220,11.780,10.22,288,0.900,bicubic,-11.338,-6.520,+12 +repvit_m0_9.dist_450e_in1k,67.920,32.080,87.890,12.110,5.49,224,0.950,bicubic,-11.146,-6.490,+34 +fastvit_t12.apple_in1k,67.920,32.080,87.550,12.450,7.55,256,0.900,bicubic,-11.344,-7.012,+17 +resnet50d.gluon_in1k,67.910,32.090,87.120,12.880,25.58,224,0.875,bicubic,-11.168,-7.346,+30 +resnetv2_50x1_bit.goog_in21k_ft_in1k,67.900,32.100,89.270,10.730,25.55,448,1.000,bilinear,-12.442,-6.412,-75 +levit_192.fb_dist_in1k,67.900,32.100,87.900,12.100,10.95,224,0.900,bicubic,-11.938,-6.884,-34 +levit_conv_192.fb_dist_in1k,67.900,32.100,87.890,12.110,10.95,224,0.900,bicubic,-11.938,-6.888,-36 +tf_efficientnetv2_b1.in1k,67.890,32.110,87.810,12.190,8.14,240,0.882,bicubic,-11.570,-6.912,-9 +regnetx_080.pycls_in1k,67.890,32.110,87.000,13.000,39.57,224,0.875,bicubic,-11.308,-7.554,+18 +legacy_seresnext50_32x4d.in1k,67.860,32.140,87.620,12.380,27.56,224,0.875,bilinear,-11.216,-6.812,+25 +efficientnet_em.ra2_in1k,67.850,32.150,88.130,11.870,6.90,240,0.882,bicubic,-11.394,-6.664,+11 +resnext101_32x8d.tv_in1k,67.840,32.160,87.490,12.510,88.79,224,0.875,bilinear,-11.470,-7.030,0 +resmlp_24_224.fb_in1k,67.820,32.180,87.610,12.390,30.02,224,0.875,bicubic,-11.554,-6.936,-6 lambda_resnet26t.c1_in1k,67.800,32.200,87.790,12.210,10.96,256,0.940,bicubic,-11.288,-6.800,+19 -ecaresnet50t.a3_in1k,67.790,32.210,87.560,12.440,25.57,224,0.950,bicubic,-11.762,-7.134,-17 -hrnet_w44.ms_in1k,67.770,32.230,87.530,12.470,67.06,224,0.875,bilinear,-11.122,-6.834,+29 -hrnet_w48.ms_in1k,67.760,32.240,87.420,12.580,77.47,224,0.875,bilinear,-11.542,-7.096,0 -resnet33ts.ra2_in1k,67.730,32.270,88.100,11.900,19.68,288,1.000,bicubic,-11.996,-6.728,-34 -coat_lite_mini.in1k,67.710,32.290,87.710,12.290,11.01,224,0.900,bicubic,-11.392,-6.898,+13 -tf_efficientnet_b0.ns_jft_in1k,67.700,32.300,88.070,11.930,5.29,224,0.875,bicubic,-10.970,-6.304,+42 -resnext50_32x4d.a3_in1k,67.700,32.300,86.930,13.070,25.03,224,0.950,bicubic,-11.568,-7.376,+1 +ecaresnet50t.a3_in1k,67.790,32.210,87.560,12.440,25.57,224,0.950,bicubic,-11.762,-7.134,-21 +hrnet_w48.ms_in1k,67.760,32.240,87.410,12.590,77.47,224,0.875,bilinear,-11.546,-7.106,-3 +efficientvit_b1.r224_in1k,67.760,32.240,87.340,12.660,9.10,224,0.950,bicubic,-11.492,-6.964,+5 +hrnet_w44.ms_in1k,67.750,32.250,87.540,12.460,67.06,224,0.875,bilinear,-11.144,-6.824,+28 +resnet33ts.ra2_in1k,67.730,32.270,88.100,11.900,19.68,288,1.000,bicubic,-11.996,-6.728,-39 +coat_lite_mini.in1k,67.710,32.290,87.710,12.290,11.01,224,0.900,bicubic,-11.392,-6.898,+12 +tf_efficientnet_b0.ns_jft_in1k,67.700,32.300,88.070,11.930,5.29,224,0.875,bicubic,-10.968,-6.302,+42 +resnext50_32x4d.a3_in1k,67.700,32.300,86.930,13.070,25.03,224,0.950,bicubic,-11.568,-7.376,-3 legacy_xception.tf_in1k,67.690,32.310,87.560,12.440,22.86,299,0.897,bicubic,-11.350,-6.822,+15 -eca_botnext26ts_256.c1_in1k,67.680,32.320,87.080,12.920,10.59,256,0.950,bicubic,-11.588,-7.526,-3 -regnetx_064.pycls_in1k,67.670,32.330,87.530,12.470,26.21,224,0.875,bicubic,-11.396,-6.928,+12 +eca_botnext26ts_256.c1_in1k,67.680,32.320,87.080,12.920,10.59,256,0.950,bicubic,-11.588,-7.526,-7 +regnetx_064.pycls_in1k,67.670,32.330,87.520,12.480,26.21,224,0.875,bicubic,-11.396,-6.940,+11 +resnet32ts.ra2_in1k,67.650,32.350,87.580,12.420,17.96,288,1.000,bicubic,-11.738,-7.072,-22 convnext_femto_ols.d1_in1k,67.650,32.350,87.390,12.610,5.23,288,0.950,bicubic,-11.274,-7.136,+18 -resnet32ts.ra2_in1k,67.640,32.360,87.580,12.420,17.96,288,1.000,bicubic,-11.752,-7.072,-18 -halonet26t.a1h_in1k,67.620,32.380,87.250,12.750,12.48,256,0.950,bicubic,-11.486,-7.056,+4 -inception_v3.gluon_in1k,67.590,32.410,87.450,12.550,23.83,299,0.875,bicubic,-11.216,-6.924,+23 -hrnet_w40.ms_in1k,67.580,32.420,87.140,12.860,57.56,224,0.875,bilinear,-11.350,-7.324,+13 -regnety_040.pycls_in1k,67.570,32.430,87.490,12.510,20.65,224,0.875,bicubic,-11.662,-7.166,-5 -resnet101c.gluon_in1k,67.560,32.440,87.160,12.840,44.57,224,0.875,bicubic,-11.982,-7.426,-32 -dla169.in1k,67.550,32.450,87.570,12.430,53.39,224,0.875,bilinear,-11.158,-6.776,+28 -legacy_seresnet152.in1k,67.550,32.450,87.390,12.610,66.82,224,0.875,bilinear,-11.110,-6.980,+31 -tf_efficientnet_b1.ap_in1k,67.520,32.480,87.750,12.250,7.79,240,0.882,bicubic,-11.760,-6.558,-16 -efficientnet_b1.ft_in1k,67.520,32.480,87.470,12.530,7.79,256,1.000,bicubic,-11.280,-6.872,+18 -mobilevitv2_125.cvnets_in1k,67.480,32.520,87.570,12.430,7.48,256,0.888,bicubic,-12.200,-7.288,-47 -tf_efficientnet_cc_b1_8e.in1k,67.480,32.520,87.290,12.710,39.72,240,0.882,bicubic,-11.822,-7.084,-20 -eca_halonext26ts.c1_in1k,67.480,32.520,87.240,12.760,10.76,256,0.940,bicubic,-12.006,-7.360,-35 -res2net101_26w_4s.in1k,67.460,32.540,87.000,13.000,45.21,224,0.875,bilinear,-11.742,-7.436,-12 -resnet101.gluon_in1k,67.450,32.550,87.230,12.770,44.55,224,0.875,bicubic,-11.860,-7.292,-26 +halonet26t.a1h_in1k,67.620,32.380,87.250,12.750,12.48,256,0.950,bicubic,-11.486,-7.056,+3 +inception_v3.gluon_in1k,67.590,32.410,87.450,12.550,23.83,299,0.875,bicubic,-11.212,-6.926,+24 +hrnet_w40.ms_in1k,67.580,32.420,87.140,12.860,57.56,224,0.875,bilinear,-11.352,-7.324,+13 +regnety_040.pycls_in1k,67.570,32.430,87.490,12.510,20.65,224,0.875,bicubic,-11.650,-7.166,-7 +resnet101c.gluon_in1k,67.560,32.440,87.160,12.840,44.57,224,0.875,bicubic,-11.978,-7.424,-37 +legacy_seresnet152.in1k,67.550,32.450,87.380,12.620,66.82,224,0.875,bilinear,-11.110,-6.990,+33 +dla169.in1k,67.540,32.460,87.570,12.430,53.39,224,0.875,bilinear,-11.168,-6.774,+28 +tf_efficientnet_b1.ap_in1k,67.520,32.480,87.750,12.250,7.79,240,0.882,bicubic,-11.756,-6.562,-20 +efficientnet_b1.ft_in1k,67.520,32.480,87.470,12.530,7.79,256,1.000,bicubic,-11.280,-6.872,+19 +mobilevitv2_125.cvnets_in1k,67.480,32.520,87.570,12.430,7.48,256,0.888,bicubic,-12.200,-7.288,-52 +tf_efficientnet_cc_b1_8e.in1k,67.480,32.520,87.300,12.700,39.72,240,0.882,bicubic,-11.822,-7.074,-24 +eca_halonext26ts.c1_in1k,67.480,32.520,87.240,12.760,10.76,256,0.940,bicubic,-12.006,-7.360,-40 +resnet101.gluon_in1k,67.470,32.530,87.230,12.770,44.55,224,0.875,bicubic,-11.840,-7.292,-29 +res2net101_26w_4s.in1k,67.460,32.540,87.010,12.990,45.21,224,0.875,bilinear,-11.740,-7.426,-16 res2net50_26w_8s.in1k,67.440,32.560,87.250,12.750,48.40,224,0.875,bilinear,-11.502,-7.044,0 -regnety_008_tv.tv2_in1k,67.410,32.590,88.040,11.960,6.43,224,0.965,bicubic,-11.264,-6.346,+20 -regnety_032.pycls_in1k,67.410,32.590,87.280,12.720,19.44,224,0.875,bicubic,-11.466,-7.128,+3 -resnet34d.ra2_in1k,67.400,32.600,87.960,12.040,21.82,288,0.950,bicubic,-11.036,-6.384,+33 -tf_efficientnet_b2.in1k,67.400,32.600,87.580,12.420,9.11,260,0.890,bicubic,-12.204,-7.134,-51 -convnextv2_femto.fcmae_ft_in1k,67.340,32.660,87.580,12.420,5.23,288,0.950,bicubic,-11.998,-6.980,-34 -cait_xxs24_224.fb_dist_in1k,67.340,32.660,87.520,12.480,11.96,224,1.000,bicubic,-11.044,-6.796,+38 -xception41.tf_in1k,67.260,32.740,87.200,12.800,26.97,299,0.903,bicubic,-11.244,-7.076,+20 -coat_tiny.in1k,67.240,32.760,87.310,12.690,5.50,224,0.900,bicubic,-11.186,-6.738,+30 -regnetx_032.pycls_in1k,67.240,32.760,86.990,13.010,15.30,224,0.875,bicubic,-10.928,-7.092,+47 -resnest26d.gluon_in1k,67.220,32.780,87.180,12.820,17.07,224,0.875,bilinear,-11.264,-7.114,+22 -convnext_femto.d1_in1k,67.190,32.810,87.480,12.520,5.22,288,0.950,bicubic,-11.526,-6.950,+7 -repvgg_b2.rvgg_in1k,67.160,32.840,87.320,12.680,89.02,224,0.875,bilinear,-11.632,-7.100,0 -vit_relpos_base_patch32_plus_rpn_256.sw_in1k,67.160,32.840,86.480,13.520,119.42,256,0.900,bicubic,-12.324,-7.658,-52 -botnet26t_256.c1_in1k,67.140,32.860,87.510,12.490,12.49,256,0.950,bicubic,-12.116,-7.024,-33 -legacy_seresnet101.in1k,67.110,32.890,87.050,12.950,49.33,224,0.875,bilinear,-11.276,-7.212,+27 -resnet50s.gluon_in1k,67.080,32.920,86.860,13.140,25.68,224,0.875,bicubic,-11.638,-7.382,+1 -dla60x.in1k,67.070,32.930,87.200,12.800,17.35,224,0.875,bilinear,-11.170,-6.834,+36 -visformer_tiny.in1k,67.050,32.950,87.060,12.940,10.32,224,0.900,bicubic,-11.112,-7.104,+39 -dla60_res2net.in1k,67.040,32.960,87.150,12.850,20.85,224,0.875,bilinear,-11.422,-7.052,+15 -resnet34.a1_in1k,67.030,32.970,86.290,13.710,21.80,288,1.000,bicubic,-10.888,-6.624,+53 -xcit_tiny_12_p16_224.fb_dist_in1k,67.020,32.980,87.390,12.610,6.72,224,1.000,bicubic,-11.554,-6.808,+3 -resnet152.tv_in1k,66.990,33.010,87.550,12.450,60.19,224,0.875,bilinear,-11.332,-6.498,+25 -dla102x.in1k,66.980,33.020,86.780,13.220,26.31,224,0.875,bilinear,-11.518,-7.456,+5 -lambda_resnet26rpt_256.c1_in1k,66.960,33.040,87.130,12.870,10.99,256,0.940,bicubic,-12.008,-7.308,-26 -mixnet_l.ft_in1k,66.960,33.040,86.930,13.070,7.33,224,0.875,bicubic,-12.006,-7.250,-26 -repvgg_b1.rvgg_in1k,66.930,33.070,86.780,13.220,57.42,224,0.875,bilinear,-11.438,-7.316,+18 -pit_xs_224.in1k,66.920,33.080,87.280,12.720,10.62,224,0.900,bicubic,-11.260,-6.884,+28 -resnet50d.a3_in1k,66.920,33.080,86.540,13.460,25.58,224,0.950,bicubic,-11.802,-7.696,-12 -pvt_v2_b1.in1k,66.910,33.090,87.420,12.580,14.01,224,0.900,bicubic,-11.792,-7.082,-9 +repvit_m0_9.dist_300e_in1k,67.430,32.570,87.230,12.770,5.49,224,0.950,bicubic,-11.228,-6.886,+24 +regnety_008_tv.tv2_in1k,67.410,32.590,88.030,11.970,6.43,224,0.965,bicubic,-11.256,-6.360,+21 +resnet34d.ra2_in1k,67.400,32.600,87.960,12.040,21.82,288,0.950,bicubic,-11.036,-6.384,+36 +tf_efficientnet_b2.in1k,67.400,32.600,87.580,12.420,9.11,260,0.890,bicubic,-12.208,-7.134,-57 +regnety_032.pycls_in1k,67.400,32.600,87.260,12.740,19.44,224,0.875,bicubic,-11.476,-7.148,+2 +convnextv2_femto.fcmae_ft_in1k,67.350,32.650,87.580,12.420,5.23,288,0.950,bicubic,-11.988,-6.980,-38 +cait_xxs24_224.fb_dist_in1k,67.340,32.660,87.520,12.480,11.96,224,1.000,bicubic,-11.044,-6.796,+39 +xception41.tf_in1k,67.260,32.740,87.190,12.810,26.97,299,0.903,bicubic,-11.244,-7.086,+23 +coat_tiny.in1k,67.240,32.760,87.310,12.690,5.50,224,0.900,bicubic,-11.186,-6.738,+32 +repghostnet_200.in1k,67.240,32.760,87.290,12.710,9.80,224,0.875,bicubic,-11.566,-7.040,-1 +regnetx_032.pycls_in1k,67.240,32.760,86.990,13.010,15.30,224,0.875,bicubic,-10.928,-7.092,+50 +resnest26d.gluon_in1k,67.220,32.780,87.180,12.820,17.07,224,0.875,bilinear,-11.262,-7.114,+23 +convnext_femto.d1_in1k,67.190,32.810,87.480,12.520,5.22,288,0.950,bicubic,-11.526,-6.950,+5 +repvgg_b2.rvgg_in1k,67.160,32.840,87.320,12.680,89.02,224,0.875,bilinear,-11.632,-7.100,-1 +vit_relpos_base_patch32_plus_rpn_256.sw_in1k,67.160,32.840,86.480,13.520,119.42,256,0.900,bicubic,-12.324,-7.658,-59 +botnet26t_256.c1_in1k,67.140,32.860,87.510,12.490,12.49,256,0.950,bicubic,-12.118,-7.022,-38 +legacy_seresnet101.in1k,67.110,32.890,87.050,12.950,49.33,224,0.875,bilinear,-11.276,-7.212,+28 +resnet50s.gluon_in1k,67.110,32.890,86.860,13.140,25.68,224,0.875,bicubic,-11.604,-7.382,+1 +dla60x.in1k,67.070,32.930,87.200,12.800,17.35,224,0.875,bilinear,-11.166,-6.826,+37 +visformer_tiny.in1k,67.050,32.950,87.060,12.940,10.32,224,0.900,bicubic,-11.110,-7.106,+41 +dla60_res2net.in1k,67.030,32.970,87.140,12.860,20.85,224,0.875,bilinear,-11.434,-7.058,+16 +resnet34.a1_in1k,67.030,32.970,86.280,13.720,21.80,288,1.000,bicubic,-10.888,-7.484,+57 +xcit_tiny_12_p16_224.fb_dist_in1k,67.020,32.980,87.400,12.600,6.72,224,1.000,bicubic,-11.554,-6.798,+3 +dla102x.in1k,67.000,33.000,86.790,13.210,26.31,224,0.875,bilinear,-11.512,-7.446,+6 +resnet152.tv_in1k,66.990,33.010,87.560,12.440,60.19,224,0.875,bilinear,-11.332,-6.486,+25 +lambda_resnet26rpt_256.c1_in1k,66.960,33.040,87.130,12.870,10.99,256,0.940,bicubic,-12.004,-7.306,-27 +mixnet_l.ft_in1k,66.960,33.040,86.940,13.060,7.33,224,0.875,bicubic,-12.006,-7.242,-29 +pit_xs_224.in1k,66.920,33.080,87.280,12.720,10.62,224,0.900,bicubic,-11.256,-6.882,+31 +repvgg_b1.rvgg_in1k,66.920,33.080,86.780,13.220,57.42,224,0.875,bilinear,-11.448,-7.316,+18 +resnet50d.a3_in1k,66.920,33.080,86.540,13.460,25.58,224,0.950,bicubic,-11.800,-7.692,-13 +pvt_v2_b1.in1k,66.910,33.090,87.410,12.590,14.01,224,0.900,bicubic,-11.794,-7.092,-10 res2net50_26w_6s.in1k,66.910,33.090,86.880,13.120,37.05,224,0.875,bilinear,-11.658,-7.242,-5 -tf_efficientnet_b1.aa_in1k,66.900,33.100,87.030,12.970,7.79,240,0.882,bicubic,-11.930,-7.168,-23 -xcit_nano_12_p8_384.fb_dist_in1k,66.870,33.130,87.110,12.890,3.05,384,1.000,bicubic,-10.950,-6.930,+47 -efficientnet_es.ra_in1k,66.860,33.140,86.710,13.290,5.44,224,0.875,bicubic,-11.194,-7.214,+30 -mobilevit_s.cvnets_in1k,66.850,33.150,87.070,12.930,5.58,256,0.900,bicubic,-11.462,-7.074,+14 -regnetx_040.pycls_in1k,66.850,33.150,86.740,13.260,22.12,224,0.875,bicubic,-11.642,-7.502,-5 -hrnet_w32.ms_in1k,66.780,33.220,87.290,12.710,41.23,224,0.875,bilinear,-11.664,-6.898,-1 -resnet50.am_in1k,66.780,33.220,86.740,13.260,25.56,224,0.875,bicubic,-12.218,-7.656,-40 -tf_mixnet_l.in1k,66.780,33.220,86.480,13.520,7.33,224,0.875,bicubic,-11.996,-7.522,-25 -seresnext26t_32x4d.bt_in1k,66.770,33.230,86.720,13.280,16.81,288,0.950,bicubic,-11.974,-7.592,-24 -hrnet_w30.ms_in1k,66.760,33.240,86.790,13.210,37.71,224,0.875,bilinear,-11.432,-7.432,+14 -SelecSls60b.in1k,66.760,33.240,86.540,13.460,32.77,224,0.875,bicubic,-11.654,-7.494,-1 -hrnet_w18.ms_aug_in1k,66.750,33.250,87.480,12.520,21.30,224,0.950,bilinear,-11.376,-6.572,+17 -tf_efficientnetv2_b0.in1k,66.700,33.300,86.690,13.310,7.14,224,0.875,bicubic,-11.658,-7.324,+2 -vit_small_patch16_224.augreg_in1k,66.690,33.310,86.720,13.280,22.05,224,0.900,bicubic,-12.156,-7.568,-38 -wide_resnet101_2.tv_in1k,66.680,33.320,87.030,12.970,126.89,224,0.875,bilinear,-12.158,-7.252,-39 -seresnext26d_32x4d.bt_in1k,66.680,33.320,86.830,13.170,16.81,288,0.950,bicubic,-12.134,-7.410,-36 -dla60_res2next.in1k,66.660,33.340,87.020,12.980,17.03,224,0.875,bilinear,-11.774,-7.124,-10 -wide_resnet50_2.tv_in1k,66.650,33.350,86.800,13.200,68.88,224,0.875,bilinear,-11.830,-7.286,-15 -inception_v3.tf_adv_in1k,66.630,33.370,86.590,13.410,23.83,299,0.875,bicubic,-10.962,-7.140,+39 -mobilevitv2_100.cvnets_in1k,66.610,33.390,87.020,12.980,4.90,256,0.888,bicubic,-11.466,-7.150,+12 -vit_tiny_patch16_384.augreg_in21k_ft_in1k,66.580,33.420,87.250,12.750,5.79,384,1.000,bicubic,-11.844,-7.290,-13 -cs3darknet_m.c2ns_in1k,66.580,33.420,87.180,12.820,9.31,288,0.950,bicubic,-11.054,-6.836,+35 +tf_efficientnet_b1.aa_in1k,66.900,33.100,87.020,12.980,7.79,240,0.882,bicubic,-11.928,-7.180,-25 +xcit_nano_12_p8_384.fb_dist_in1k,66.870,33.130,87.110,12.890,3.05,384,1.000,bicubic,-10.950,-6.930,+51 +efficientnet_es.ra_in1k,66.860,33.140,86.710,13.290,5.44,224,0.875,bicubic,-11.198,-7.216,+32 +mobilevit_s.cvnets_in1k,66.850,33.150,87.070,12.930,5.58,256,0.900,bicubic,-11.462,-7.078,+15 +regnetx_040.pycls_in1k,66.820,33.180,86.740,13.260,22.12,224,0.875,bicubic,-11.672,-7.502,-4 +hrnet_w32.ms_in1k,66.780,33.220,87.290,12.710,41.23,224,0.875,bilinear,-11.662,-6.900,0 +resnet50.am_in1k,66.780,33.220,86.740,13.260,25.56,224,0.875,bicubic,-12.222,-7.658,-42 +tf_mixnet_l.in1k,66.780,33.220,86.480,13.520,7.33,224,0.875,bicubic,-11.996,-7.522,-26 +seresnext26t_32x4d.bt_in1k,66.770,33.230,86.720,13.280,16.81,288,0.950,bicubic,-11.974,-7.592,-25 +hrnet_w18.ms_aug_in1k,66.760,33.240,87.480,12.520,21.30,224,0.950,bilinear,-11.362,-6.574,+22 +repvit_m1.dist_in1k,66.760,33.240,87.180,12.820,5.49,224,0.950,bicubic,-11.778,-6.890,-15 +hrnet_w30.ms_in1k,66.760,33.240,86.790,13.210,37.71,224,0.875,bilinear,-11.436,-7.432,+14 +selecsls60b.in1k,66.750,33.250,86.540,13.460,32.77,224,0.875,bicubic,-11.662,-7.628,-1 +vit_small_patch16_224.augreg_in1k,66.690,33.310,86.720,13.280,22.05,224,0.900,bicubic,-12.158,-7.568,-41 +tf_efficientnetv2_b0.in1k,66.690,33.310,86.700,13.300,7.14,224,0.875,bicubic,-11.668,-7.314,+2 +wide_resnet101_2.tv_in1k,66.680,33.320,87.030,12.970,126.89,224,0.875,bilinear,-12.162,-7.252,-42 +seresnext26d_32x4d.bt_in1k,66.680,33.320,86.830,13.170,16.81,288,0.950,bicubic,-12.134,-7.410,-39 +dla60_res2next.in1k,66.660,33.340,87.020,12.980,17.03,224,0.875,bilinear,-11.780,-7.124,-11 +wide_resnet50_2.tv_in1k,66.650,33.350,86.800,13.200,68.88,224,0.875,bilinear,-11.826,-7.288,-15 +inception_v3.tf_adv_in1k,66.630,33.370,86.580,13.420,23.83,299,0.875,bicubic,-10.962,-7.150,+42 +mobilevitv2_100.cvnets_in1k,66.610,33.390,87.020,12.980,4.90,256,0.888,bicubic,-11.470,-7.150,+13 +vit_tiny_patch16_384.augreg_in21k_ft_in1k,66.590,33.410,87.250,12.750,5.79,384,1.000,bicubic,-11.834,-7.292,-12 +cs3darknet_m.c2ns_in1k,66.580,33.420,87.180,12.820,9.31,288,0.950,bicubic,-11.054,-6.836,+37 levit_128.fb_dist_in1k,66.560,33.440,86.740,13.260,9.21,224,0.900,bicubic,-11.930,-7.272,-22 levit_conv_128.fb_dist_in1k,66.550,33.450,86.730,13.270,9.21,224,0.900,bicubic,-11.944,-7.278,-25 -resnet50c.gluon_in1k,66.540,33.460,86.170,13.830,25.58,224,0.875,bicubic,-11.472,-7.818,+12 -dla102.in1k,66.530,33.470,86.900,13.100,33.27,224,0.875,bilinear,-11.492,-7.032,+10 -tf_efficientnet_b1.in1k,66.530,33.470,86.710,13.290,7.79,240,0.882,bicubic,-12.030,-7.384,-31 -vit_base_patch16_224.augreg_in1k,66.480,33.520,86.260,13.740,86.57,224,0.900,bicubic,-12.674,-7.830,-70 -vit_base_patch32_384.augreg_in1k,66.430,33.570,86.960,13.040,88.30,384,1.000,bicubic,-12.322,-7.264,-46 -gmixer_24_224.ra3_in1k,66.430,33.570,86.160,13.840,24.72,224,0.875,bicubic,-11.596,-7.508,+6 -inception_v3.tf_in1k,66.420,33.580,86.680,13.320,23.83,299,0.875,bicubic,-11.442,-7.186,+17 -bat_resnext26ts.ch_in1k,66.390,33.610,86.850,13.150,10.73,256,0.900,bicubic,-11.862,-7.248,-12 -hardcorenas_f.miil_green_in1k,66.360,33.640,86.190,13.810,8.20,224,0.875,bilinear,-11.738,-7.616,-2 -seresnext26ts.ch_in1k,66.330,33.670,86.710,13.290,10.39,288,1.000,bicubic,-11.942,-7.384,-15 -coat_lite_tiny.in1k,66.290,33.710,86.960,13.040,5.72,224,0.900,bicubic,-11.230,-6.962,+26 -eca_resnext26ts.ch_in1k,66.270,33.730,86.410,13.590,10.30,288,1.000,bicubic,-11.730,-7.516,+3 -legacy_seresnet50.in1k,66.270,33.730,86.300,13.700,28.09,224,0.875,bilinear,-11.374,-7.458,+18 -efficientnet_b0.ra_in1k,66.250,33.750,85.970,14.030,5.29,224,0.875,bicubic,-11.444,-7.562,+15 -cs3darknet_focus_m.c2ns_in1k,66.230,33.770,87.080,12.920,9.30,288,0.950,bicubic,-11.054,-6.886,+36 -SelecSls60.in1k,66.220,33.780,86.330,13.670,30.67,224,0.875,bicubic,-11.764,-7.502,0 -tf_efficientnet_cc_b0_8e.in1k,66.210,33.790,86.230,13.770,24.01,224,0.875,bicubic,-11.696,-7.430,+4 -tf_efficientnet_em.in1k,66.170,33.830,86.350,13.650,6.90,240,0.882,bicubic,-11.952,-7.696,-12 -res2net50_26w_4s.in1k,66.150,33.850,86.610,13.390,25.70,224,0.875,bilinear,-11.800,-7.242,-1 -resnext50_32x4d.tv_in1k,66.150,33.850,86.040,13.960,25.03,224,0.875,bilinear,-11.468,-7.656,+13 -resmlp_12_224.fb_distilled_in1k,66.120,33.880,86.620,13.380,15.35,224,0.875,bicubic,-11.834,-6.940,-6 -densenetblur121d.ra_in1k,66.120,33.880,86.600,13.400,8.00,288,0.950,bicubic,-11.200,-7.190,+25 -inception_v3.tv_in1k,66.120,33.880,86.330,13.670,23.83,299,0.875,bicubic,-11.314,-7.144,+20 -resnet50.a3_in1k,66.100,33.900,85.820,14.180,25.56,224,0.950,bicubic,-11.948,-7.960,-14 -efficientnet_b1_pruned.in1k,66.080,33.920,86.550,13.450,6.33,240,0.882,bicubic,-12.162,-7.342,-27 -regnety_016.pycls_in1k,66.080,33.920,86.370,13.630,11.20,224,0.875,bicubic,-11.782,-7.348,-3 -resnet26t.ra2_in1k,66.070,33.930,86.680,13.320,16.01,320,1.000,bicubic,-12.262,-7.444,-35 -gcresnext26ts.ch_in1k,66.040,33.960,86.750,13.250,10.48,288,1.000,bicubic,-12.374,-7.420,-41 -resnet50.gluon_in1k,66.030,33.970,86.280,13.720,25.56,224,0.875,bicubic,-11.550,-7.438,+7 -rexnet_100.nav_in1k,66.020,33.980,86.490,13.510,4.80,224,0.875,bicubic,-11.842,-7.154,-8 -tinynet_a.in1k,66.020,33.980,85.790,14.210,6.19,192,0.875,bicubic,-11.638,-7.750,-1 -res2net50_14w_8s.in1k,66.000,34.000,86.230,13.770,25.06,224,0.875,bilinear,-12.158,-7.616,-28 -poolformerv2_s12.sail_in1k,65.890,34.110,86.510,13.490,11.89,224,1.000,bicubic,-12.114,-7.354,-19 -resnet34.a2_in1k,65.870,34.130,86.140,13.860,21.80,288,1.000,bicubic,-11.288,-7.134,+23 -densenet161.tv_in1k,65.850,34.150,86.460,13.540,28.68,224,0.875,bicubic,-11.508,-7.182,+10 -res2next50.in1k,65.850,34.150,85.830,14.170,24.67,224,0.875,bilinear,-12.392,-8.006,-39 +tf_efficientnet_b1.in1k,66.540,33.460,86.700,13.300,7.79,240,0.882,bicubic,-12.022,-7.394,-31 +resnet50c.gluon_in1k,66.540,33.460,86.170,13.830,25.58,224,0.875,bicubic,-11.466,-7.822,+13 +dla102.in1k,66.530,33.470,86.910,13.090,33.27,224,0.875,bilinear,-11.494,-7.024,+10 +hrnet_w18_small_v2.gluon_in1k,66.510,33.490,86.500,13.500,15.60,224,0.875,bicubic,-11.680,-7.402,-3 +mobileone_s3.apple_in1k,66.500,33.500,86.370,13.630,10.17,224,0.900,bilinear,-11.492,-7.544,+12 +vit_base_patch16_224.augreg_in1k,66.480,33.520,86.260,13.740,86.57,224,0.900,bicubic,-12.674,-7.830,-76 +vit_base_patch32_384.augreg_in1k,66.430,33.570,86.960,13.040,88.30,384,1.000,bicubic,-12.326,-7.266,-50 +gmixer_24_224.ra3_in1k,66.430,33.570,86.160,13.840,24.72,224,0.875,bicubic,-11.596,-7.508,+5 +inception_v3.tf_in1k,66.420,33.580,86.680,13.320,23.83,299,0.875,bicubic,-11.436,-7.186,+17 +bat_resnext26ts.ch_in1k,66.390,33.610,86.860,13.140,10.73,256,0.900,bicubic,-11.862,-7.238,-14 +hardcorenas_f.miil_green_in1k,66.360,33.640,86.190,13.810,8.20,224,0.875,bilinear,-11.736,-7.612,-3 +seresnext26ts.ch_in1k,66.320,33.680,86.700,13.300,10.39,288,1.000,bicubic,-11.950,-7.392,-17 +coat_lite_tiny.in1k,66.290,33.710,86.960,13.040,5.72,224,0.900,bicubic,-11.230,-6.962,+27 +eca_resnext26ts.ch_in1k,66.270,33.730,86.410,13.590,10.30,288,1.000,bicubic,-11.730,-7.516,+2 +legacy_seresnet50.in1k,66.250,33.750,86.300,13.700,28.09,224,0.875,bilinear,-11.394,-7.458,+18 +efficientnet_b0.ra_in1k,66.250,33.750,85.970,14.030,5.29,224,0.875,bicubic,-11.444,-7.562,+17 +cs3darknet_focus_m.c2ns_in1k,66.240,33.760,87.080,12.920,9.30,288,0.950,bicubic,-11.044,-6.886,+39 +selecsls60.in1k,66.220,33.780,86.330,13.670,30.67,224,0.875,bicubic,-11.768,-7.500,0 +tf_efficientnet_cc_b0_8e.in1k,66.220,33.780,86.230,13.770,24.01,224,0.875,bicubic,-11.684,-7.432,+4 +res2net50_26w_4s.in1k,66.150,33.850,86.610,13.390,25.70,224,0.875,bilinear,-11.800,-7.242,0 +tf_efficientnet_em.in1k,66.150,33.850,86.360,13.640,6.90,240,0.882,bicubic,-11.976,-7.688,-16 +resnext50_32x4d.tv_in1k,66.150,33.850,86.040,13.960,25.03,224,0.875,bilinear,-11.472,-7.656,+15 +densenetblur121d.ra_in1k,66.140,33.860,86.600,13.400,8.00,288,0.950,bicubic,-11.182,-7.188,+28 +resmlp_12_224.fb_distilled_in1k,66.120,33.880,86.620,13.380,15.35,224,0.875,bicubic,-11.834,-6.940,-5 +inception_v3.tv_in1k,66.110,33.890,86.320,13.680,23.83,299,0.875,bicubic,-11.324,-7.154,+22 +resnet50.a3_in1k,66.110,33.890,85.820,14.180,25.56,224,0.950,bicubic,-11.938,-7.960,-15 +ghostnetv2_160.in1k,66.080,33.920,86.730,13.270,12.39,224,0.875,bicubic,-11.752,-7.210,0 +resnet26t.ra2_in1k,66.080,33.920,86.670,13.330,16.01,320,1.000,bicubic,-12.248,-7.454,-37 +regnety_016.pycls_in1k,66.080,33.920,86.370,13.630,11.20,224,0.875,bicubic,-11.788,-7.348,-4 +efficientnet_b1_pruned.in1k,66.070,33.930,86.550,13.450,6.33,240,0.882,bicubic,-12.170,-7.284,-32 +gcresnext26ts.ch_in1k,66.040,33.960,86.750,13.250,10.48,288,1.000,bicubic,-12.374,-7.286,-45 +resnet50.gluon_in1k,66.030,33.970,86.270,13.730,25.56,224,0.875,bicubic,-11.552,-7.450,+7 +rexnet_100.nav_in1k,66.020,33.980,86.490,13.510,4.80,224,0.875,bicubic,-11.836,-7.150,-8 +tinynet_a.in1k,66.020,33.980,85.780,14.220,6.19,192,0.875,bicubic,-11.628,-7.760,-1 +res2net50_14w_8s.in1k,66.000,34.000,86.230,13.770,25.06,224,0.875,bilinear,-12.158,-7.616,-30 +poolformerv2_s12.sail_in1k,65.890,34.110,86.510,13.490,11.89,224,1.000,bicubic,-12.112,-7.354,-21 +resnet34.a2_in1k,65.870,34.130,86.140,13.860,21.80,288,1.000,bicubic,-11.288,-7.134,+26 +densenet161.tv_in1k,65.850,34.150,86.460,13.540,28.68,224,0.875,bicubic,-11.508,-7.182,+12 +res2next50.in1k,65.850,34.150,85.830,14.170,24.67,224,0.875,bilinear,-12.392,-8.062,-42 convnextv2_atto.fcmae_ft_in1k,65.840,34.160,86.170,13.830,3.71,288,0.950,bicubic,-11.920,-7.556,-10 -repvgg_b1g4.rvgg_in1k,65.820,34.180,86.110,13.890,39.97,224,0.875,bilinear,-11.762,-7.726,-4 -hardcorenas_e.miil_green_in1k,65.820,34.180,85.970,14.030,8.07,224,0.875,bilinear,-11.964,-7.728,-12 -regnetx_008.tv2_in1k,65.810,34.190,86.210,13.790,7.26,224,0.965,bicubic,-11.494,-7.456,+7 -xcit_tiny_12_p16_224.fb_in1k,65.790,34.210,86.220,13.780,6.72,224,1.000,bicubic,-11.350,-7.496,+16 -mobilenetv3_large_100.miil_in21k_ft_in1k,65.790,34.210,85.170,14.830,5.48,224,0.875,bilinear,-12.128,-8.596,-21 -ese_vovnet19b_dw.ra_in1k,65.760,34.240,86.480,13.520,6.54,288,0.950,bicubic,-11.984,-7.308,-15 -skresnet34.ra_in1k,65.740,34.260,85.950,14.050,22.28,224,0.875,bicubic,-11.170,-7.194,+25 -resnet101.tv_in1k,65.700,34.300,85.990,14.010,44.55,224,0.875,bilinear,-11.676,-7.552,-1 -convnext_tiny.fb_in22k_ft_in1k,65.650,34.350,86.620,13.380,28.59,288,1.000,bicubic,-13.248,-8.054,-97 -hardcorenas_d.miil_green_in1k,65.650,34.350,85.450,14.550,7.50,224,0.875,bilinear,-11.790,-8.040,-6 -poolformer_s12.sail_in1k,65.630,34.370,86.210,13.790,11.92,224,0.900,bicubic,-11.604,-7.322,+5 +hardcorenas_e.miil_green_in1k,65.830,34.170,85.970,14.030,8.07,224,0.875,bilinear,-11.960,-7.730,-12 +repvgg_b1g4.rvgg_in1k,65.820,34.180,86.110,13.890,39.97,224,0.875,bilinear,-11.768,-7.726,-4 +regnetx_008.tv2_in1k,65.810,34.190,86.210,13.790,7.26,224,0.965,bicubic,-11.496,-7.454,+10 +xcit_tiny_12_p16_224.fb_in1k,65.790,34.210,86.220,13.780,6.72,224,1.000,bicubic,-11.350,-7.496,+20 +ese_vovnet19b_dw.ra_in1k,65.770,34.230,86.470,13.530,6.54,288,0.950,bicubic,-11.974,-7.314,-14 +mobilenetv3_large_100.miil_in21k_ft_in1k,65.770,34.230,85.180,14.820,5.48,224,0.875,bilinear,-12.150,-7.734,-25 +skresnet34.ra_in1k,65.740,34.260,85.950,14.050,22.28,224,0.875,bicubic,-11.170,-7.194,+29 +resnet101.tv_in1k,65.710,34.290,85.990,14.010,44.55,224,0.875,bilinear,-11.670,-7.556,+1 +convnext_tiny.fb_in22k_ft_in1k,65.650,34.350,86.620,13.380,28.59,288,1.000,bicubic,-13.248,-8.054,-103 +hardcorenas_d.miil_green_in1k,65.650,34.350,85.450,14.550,7.50,224,0.875,bilinear,-11.784,-8.040,-4 +poolformer_s12.sail_in1k,65.630,34.370,86.210,13.790,11.92,224,0.900,bicubic,-11.610,-7.322,+7 dpn68b.mx_in1k,65.620,34.380,85.950,14.050,12.61,224,0.875,bicubic,-11.898,-7.902,-11 -SelecSls42b.in1k,65.610,34.390,85.840,14.160,32.46,224,0.875,bicubic,-11.560,-7.552,+6 -convnext_atto_ols.a2_in1k,65.600,34.400,86.260,13.740,3.70,288,0.950,bicubic,-11.616,-7.416,+3 -tf_efficientnet_b0.ap_in1k,65.500,34.500,85.570,14.430,5.29,224,0.875,bicubic,-11.590,-7.692,+8 -tf_efficientnet_lite2.in1k,65.400,34.600,86.020,13.980,6.09,260,0.890,bicubic,-12.064,-7.730,-13 -convmixer_1024_20_ks9_p14.in1k,65.390,34.610,85.610,14.390,24.38,224,0.960,bicubic,-11.546,-7.740,+13 -res2net50_48w_2s.in1k,65.360,34.640,85.960,14.040,25.29,224,0.875,bilinear,-12.154,-7.592,-16 +selecsls42b.in1k,65.620,34.380,85.840,14.160,32.46,224,0.875,bicubic,-11.550,-7.552,+9 +convnext_atto_ols.a2_in1k,65.600,34.400,86.260,13.740,3.70,288,0.950,bicubic,-11.616,-7.416,+5 +fastvit_t8.apple_dist_in1k,65.550,34.450,86.160,13.840,4.03,256,0.900,bicubic,-11.626,-7.138,+6 +tf_efficientnet_b0.ap_in1k,65.500,34.500,85.570,14.430,5.29,224,0.875,bicubic,-11.590,-7.692,+10 +mobileone_s2.apple_in1k,65.440,34.560,85.950,14.050,7.88,224,0.900,bilinear,-12.076,-7.718,-15 +tf_efficientnet_lite2.in1k,65.400,34.600,86.020,13.980,6.09,260,0.890,bicubic,-12.062,-7.732,-14 +convmixer_1024_20_ks9_p14.in1k,65.390,34.610,85.610,14.390,24.38,224,0.960,bicubic,-11.546,-7.740,+15 +res2net50_48w_2s.in1k,65.350,34.650,85.950,14.050,25.29,224,0.875,bilinear,-12.164,-7.600,-17 resnet26d.bt_in1k,65.340,34.660,86.000,14.000,16.01,288,0.950,bicubic,-12.068,-7.638,-13 densenet201.tv_in1k,65.270,34.730,85.670,14.330,20.01,224,0.875,bicubic,-12.016,-7.810,-7 -dla60.in1k,65.230,34.770,85.750,14.250,22.04,224,0.875,bilinear,-11.816,-7.568,+4 -seresnet50.a3_in1k,65.190,34.810,85.300,14.700,28.09,224,0.950,bicubic,-11.838,-7.774,+4 -crossvit_9_dagger_240.in1k,65.180,34.820,86.570,13.430,8.78,240,0.875,bicubic,-11.800,-7.050,+5 -gernet_s.idstcv_in1k,65.150,34.850,85.530,14.470,8.17,224,0.875,bilinear,-11.760,-7.786,+9 +dla60.in1k,65.220,34.780,85.760,14.240,22.04,224,0.875,bilinear,-11.826,-7.558,+6 +seresnet50.a3_in1k,65.190,34.810,85.300,14.700,28.09,224,0.950,bicubic,-11.836,-7.772,+6 +crossvit_9_dagger_240.in1k,65.170,34.830,86.570,13.430,8.78,240,0.875,bicubic,-11.808,-7.048,+7 +gernet_s.idstcv_in1k,65.150,34.850,85.530,14.470,8.17,224,0.875,bilinear,-11.760,-7.786,+11 tf_efficientnet_cc_b0_4e.in1k,65.150,34.850,85.140,14.860,13.31,224,0.875,bicubic,-12.152,-8.196,-13 -mobilenetv2_120d.ra_in1k,65.060,34.940,85.980,14.020,5.83,224,0.875,bicubic,-12.242,-7.524,-15 -legacy_seresnext26_32x4d.in1k,65.030,34.970,85.630,14.370,16.79,224,0.875,bicubic,-12.078,-7.684,-5 -resnet34.bt_in1k,64.930,35.070,86.200,13.800,21.80,288,0.950,bicubic,-11.550,-7.154,+18 -convnext_atto.d2_in1k,64.920,35.080,86.230,13.770,3.70,288,0.950,bicubic,-12.088,-7.472,-2 -hrnet_w18.ms_in1k,64.920,35.080,85.730,14.270,21.30,224,0.875,bilinear,-11.832,-7.714,+5 -resnext26ts.ra2_in1k,64.890,35.110,85.710,14.290,10.30,288,1.000,bicubic,-12.284,-7.754,-13 -hardcorenas_c.miil_green_in1k,64.880,35.120,85.260,14.740,5.52,224,0.875,bilinear,-12.178,-7.908,-8 -efficientformerv2_s0.snap_dist_in1k,64.790,35.210,85.650,14.350,3.60,224,0.950,bicubic,-11.328,-7.210,+19 -densenet169.tv_in1k,64.790,35.210,85.250,14.750,14.15,224,0.875,bicubic,-11.110,-7.778,+25 -mixnet_m.ft_in1k,64.660,35.340,85.460,14.540,5.01,224,0.875,bicubic,-12.598,-7.958,-20 -xcit_nano_12_p8_224.fb_dist_in1k,64.610,35.390,85.990,14.010,3.05,224,1.000,bicubic,-11.722,-7.104,+14 -levit_128s.fb_dist_in1k,64.590,35.410,84.730,15.270,7.78,224,0.900,bicubic,-11.936,-8.142,+5 -levit_conv_128s.fb_dist_in1k,64.590,35.410,84.730,15.270,7.78,224,0.900,bicubic,-11.930,-8.256,+6 -repvgg_a2.rvgg_in1k,64.460,35.540,85.140,14.860,28.21,224,0.875,bilinear,-11.998,-7.862,+8 -xcit_nano_12_p16_384.fb_dist_in1k,64.420,35.580,85.310,14.690,3.05,384,1.000,bicubic,-11.038,-7.386,+28 -tf_efficientnet_lite1.in1k,64.380,35.620,85.480,14.520,5.42,240,0.882,bicubic,-12.264,-7.750,-5 -regnetx_016.pycls_in1k,64.380,35.620,85.470,14.530,9.19,224,0.875,bicubic,-12.544,-7.946,-10 -hardcorenas_b.miil_green_in1k,64.370,35.630,84.880,15.120,5.18,224,0.875,bilinear,-12.166,-7.880,-3 -resmlp_12_224.fb_in1k,64.350,35.650,85.590,14.410,15.35,224,0.875,bicubic,-12.298,-7.588,-8 -tf_efficientnet_b0.aa_in1k,64.300,35.700,85.270,14.730,5.29,224,0.875,bicubic,-12.534,-7.950,-11 -tf_mixnet_m.in1k,64.260,35.740,85.100,14.900,5.01,224,0.875,bicubic,-12.694,-8.054,-17 -densenet121.ra_in1k,64.250,35.750,85.830,14.170,7.98,288,0.950,bicubic,-12.250,-7.538,-2 +mobilenetv2_120d.ra_in1k,65.060,34.940,85.990,14.010,5.83,224,0.875,bicubic,-12.248,-7.512,-16 +legacy_seresnext26_32x4d.in1k,65.040,34.960,85.630,14.370,16.79,224,0.875,bicubic,-12.068,-7.684,-4 +resnet34.bt_in1k,64.940,35.060,86.210,13.790,21.80,288,0.950,bicubic,-11.540,-7.144,+21 +convnext_atto.d2_in1k,64.920,35.080,86.230,13.770,3.70,288,0.950,bicubic,-12.088,-7.472,0 +hrnet_w18.ms_in1k,64.920,35.080,85.730,14.270,21.30,224,0.875,bilinear,-11.832,-7.714,+8 +resnext26ts.ra2_in1k,64.900,35.100,85.710,14.290,10.30,288,1.000,bicubic,-12.278,-7.754,-13 +efficientvit_m5.r224_in1k,64.890,35.110,85.390,14.610,12.47,224,0.875,bicubic,-12.168,-7.794,-6 +hardcorenas_c.miil_green_in1k,64.870,35.130,85.250,14.750,5.52,224,0.875,bilinear,-12.196,-7.912,-8 +repghostnet_150.in1k,64.830,35.170,85.880,14.120,6.58,224,0.875,bicubic,-12.630,-7.630,-31 +efficientformerv2_s0.snap_dist_in1k,64.800,35.200,85.650,14.350,3.60,224,0.950,bicubic,-11.314,-7.208,+23 +densenet169.tv_in1k,64.790,35.210,85.250,14.750,14.15,224,0.875,bicubic,-11.110,-7.778,+27 +fastvit_t8.apple_in1k,64.730,35.270,85.680,14.320,4.03,256,0.900,bicubic,-11.444,-7.372,+19 +ghostnetv2_130.in1k,64.720,35.280,85.420,14.580,8.96,224,0.875,bicubic,-12.036,-7.942,-1 +mixnet_m.ft_in1k,64.670,35.330,85.460,14.540,5.01,224,0.875,bicubic,-12.590,-7.958,-24 +xcit_nano_12_p8_224.fb_dist_in1k,64.610,35.390,85.990,14.010,3.05,224,1.000,bicubic,-11.722,-7.108,+14 +levit_128s.fb_dist_in1k,64.590,35.410,84.730,15.270,7.78,224,0.900,bicubic,-11.936,-8.142,+4 +levit_conv_128s.fb_dist_in1k,64.590,35.410,84.730,15.270,7.78,224,0.900,bicubic,-11.930,-8.136,+4 +repvgg_a2.rvgg_in1k,64.470,35.530,85.140,14.860,28.21,224,0.875,bilinear,-11.988,-7.862,+7 +xcit_nano_12_p16_384.fb_dist_in1k,64.420,35.580,85.300,14.700,3.05,384,1.000,bicubic,-11.038,-7.398,+31 +hardcorenas_b.miil_green_in1k,64.390,35.610,84.880,15.120,5.18,224,0.875,bilinear,-12.158,-7.882,-2 +regnetx_016.pycls_in1k,64.380,35.620,85.470,14.530,9.19,224,0.875,bicubic,-12.544,-7.946,-13 +tf_efficientnet_lite1.in1k,64.370,35.630,85.460,14.540,5.42,240,0.882,bicubic,-12.274,-7.764,-7 +resmlp_12_224.fb_in1k,64.350,35.650,85.590,14.410,15.35,224,0.875,bicubic,-12.298,-7.588,-9 +tf_efficientnet_b0.aa_in1k,64.300,35.700,85.280,14.720,5.29,224,0.875,bicubic,-12.544,-7.938,-13 +tf_mixnet_m.in1k,64.260,35.740,85.100,14.900,5.01,224,0.875,bicubic,-12.694,-8.054,-19 +densenet121.ra_in1k,64.250,35.750,85.820,14.180,7.98,288,0.950,bicubic,-12.250,-7.548,-3 resnet26.bt_in1k,64.200,35.800,85.210,14.790,16.00,288,0.950,bicubic,-12.166,-7.970,0 -tf_efficientnet_es.in1k,64.200,35.800,84.740,15.260,5.44,224,0.875,bicubic,-12.400,-8.462,-10 -regnety_008.pycls_in1k,64.150,35.850,85.250,14.750,6.26,224,0.875,bicubic,-12.152,-7.810,+1 +tf_efficientnet_es.in1k,64.200,35.800,84.740,15.260,5.44,224,0.875,bicubic,-12.398,-8.462,-11 +regnety_008.pycls_in1k,64.140,35.860,85.240,14.760,6.26,224,0.875,bicubic,-12.162,-7.822,+1 dpn68.mx_in1k,64.120,35.880,85.080,14.920,12.61,224,0.875,bicubic,-12.226,-7.928,-2 -vit_small_patch32_224.augreg_in21k_ft_in1k,64.090,35.910,85.550,14.450,22.88,224,0.900,bicubic,-11.904,-7.248,+2 -mobilenetv2_140.ra_in1k,64.070,35.930,85.030,14.970,6.11,224,0.875,bicubic,-12.450,-7.836,-10 -hardcorenas_a.miil_green_in1k,63.690,36.310,84.400,15.600,5.26,224,0.875,bilinear,-12.240,-8.110,+3 -resnest14d.gluon_in1k,63.620,36.380,84.230,15.770,10.61,224,0.875,bilinear,-11.890,-8.274,+11 -regnety_004.tv2_in1k,63.600,36.400,84.870,15.130,4.34,224,0.965,bicubic,-11.998,-7.826,+8 -mobilevitv2_075.cvnets_in1k,63.590,36.410,84.950,15.050,2.87,256,0.888,bicubic,-12.018,-7.794,+6 -tf_mixnet_s.in1k,63.580,36.420,84.270,15.730,4.13,224,0.875,bicubic,-12.072,-8.366,+3 -tf_efficientnet_b0.in1k,63.520,36.480,84.860,15.140,5.29,224,0.875,bicubic,-13.012,-8.148,-18 -mixnet_s.ft_in1k,63.390,36.610,84.700,15.300,4.13,224,0.875,bicubic,-12.604,-8.570,-5 -mobilenetv3_large_100.ra_in1k,63.380,36.620,84.080,15.920,5.48,224,0.875,bicubic,-12.386,-8.458,-2 -vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,63.330,36.670,85.270,14.730,6.36,384,1.000,bicubic,-12.632,-7.994,-7 -resnet50.tv_in1k,63.330,36.670,84.670,15.330,25.56,224,0.875,bilinear,-12.800,-8.188,-10 -efficientnet_es_pruned.in1k,63.310,36.690,84.950,15.050,5.44,224,0.875,bicubic,-11.704,-7.496,+13 -mixer_b16_224.goog_in21k_ft_in1k,63.290,36.710,83.340,16.660,59.88,224,0.875,bicubic,-13.312,-8.884,-27 +vit_small_patch32_224.augreg_in21k_ft_in1k,64.090,35.910,85.550,14.450,22.88,224,0.900,bicubic,-11.904,-7.250,+3 +mobilenetv2_140.ra_in1k,64.070,35.930,85.030,14.970,6.11,224,0.875,bicubic,-12.446,-7.958,-10 +repghostnet_130.in1k,63.960,36.040,84.840,15.160,5.48,224,0.875,bicubic,-12.416,-8.052,-7 +hardcorenas_a.miil_green_in1k,63.720,36.280,84.410,15.590,5.26,224,0.875,bilinear,-12.218,-8.098,+3 +resnest14d.gluon_in1k,63.620,36.380,84.230,15.770,10.61,224,0.875,bilinear,-11.888,-8.278,+12 +regnety_004.tv2_in1k,63.600,36.400,84.860,15.140,4.34,224,0.965,bicubic,-11.994,-7.840,+9 +mobilevitv2_075.cvnets_in1k,63.590,36.410,84.950,15.050,2.87,256,0.888,bicubic,-12.018,-7.794,+7 +tf_mixnet_s.in1k,63.580,36.420,84.260,15.740,4.13,224,0.875,bicubic,-12.072,-8.380,+4 +tf_efficientnet_b0.in1k,63.520,36.480,84.870,15.130,5.29,224,0.875,bicubic,-13.010,-8.138,-20 +mixnet_s.ft_in1k,63.390,36.610,84.720,15.280,4.13,224,0.875,bicubic,-12.604,-8.550,-5 +mobilenetv3_large_100.ra_in1k,63.380,36.620,84.080,15.920,5.48,224,0.875,bicubic,-12.386,-8.458,-1 +vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,63.340,36.660,85.270,14.730,6.36,384,1.000,bicubic,-12.620,-7.992,-6 +resnet50.tv_in1k,63.330,36.670,84.670,15.330,25.56,224,0.875,bilinear,-12.798,-8.188,-11 +efficientnet_es_pruned.in1k,63.310,36.690,84.950,15.050,5.44,224,0.875,bicubic,-11.696,-7.494,+16 +mixer_b16_224.goog_in21k_ft_in1k,63.290,36.710,83.340,16.660,59.88,224,0.875,bicubic,-13.312,-8.884,-29 mobilenetv3_rw.rmsp_in1k,63.240,36.760,84.520,15.480,5.48,224,0.875,bicubic,-12.380,-8.184,-4 -efficientnet_lite0.ra_in1k,63.230,36.770,84.410,15.590,4.65,224,0.875,bicubic,-12.250,-8.112,0 -semnasnet_100.rmsp_in1k,63.170,36.830,84.540,15.460,3.89,224,0.875,bicubic,-12.280,-8.054,+2 -vit_tiny_patch16_224.augreg_in21k_ft_in1k,63.120,36.880,84.900,15.100,5.72,224,0.900,bicubic,-12.334,-7.944,0 -regnety_006.pycls_in1k,63.090,36.910,84.240,15.760,6.06,224,0.875,bicubic,-12.180,-8.286,+1 -pit_ti_distilled_224.in1k,63.020,36.980,83.810,16.190,5.10,224,0.900,bicubic,-11.234,-8.144,+18 -mobilevit_xs.cvnets_in1k,62.940,37.060,84.810,15.190,2.32,256,0.900,bicubic,-11.696,-7.536,+12 -densenet121.tv_in1k,62.940,37.060,84.250,15.750,7.98,224,0.875,bicubic,-11.824,-7.904,+10 -legacy_seresnet34.in1k,62.880,37.120,84.230,15.770,21.96,224,0.875,bilinear,-11.928,-7.896,+7 -hrnet_w18_small_v2.ms_in1k,62.830,37.170,83.970,16.030,15.60,224,0.875,bilinear,-12.284,-8.444,-1 -edgenext_x_small.in1k,62.810,37.190,84.670,15.330,2.34,288,1.000,bicubic,-12.878,-8.096,-16 -mobilenetv2_110d.ra_in1k,62.810,37.190,84.500,15.500,4.52,224,0.875,bicubic,-12.246,-7.686,-2 -deit_tiny_distilled_patch16_224.fb_in1k,62.780,37.220,83.920,16.080,5.91,224,0.900,bicubic,-11.720,-7.972,+10 -resnet18.fb_swsl_ig1b_ft_in1k,62.750,37.250,84.300,15.700,11.69,224,0.875,bilinear,-10.532,-7.432,+23 -repvgg_b0.rvgg_in1k,62.720,37.280,83.870,16.130,15.82,224,0.875,bilinear,-12.422,-8.546,-8 -tinynet_b.in1k,62.710,37.290,84.220,15.780,3.73,188,0.875,bicubic,-12.268,-7.966,-3 -tf_efficientnet_lite0.in1k,62.570,37.430,84.230,15.770,4.65,224,0.875,bicubic,-12.260,-7.942,-2 -xcit_nano_12_p8_224.fb_in1k,62.560,37.440,84.200,15.800,3.05,224,1.000,bicubic,-11.356,-7.970,+12 -resnet34.gluon_in1k,62.550,37.450,84.000,16.000,21.80,224,0.875,bicubic,-12.028,-7.984,+3 -dla34.in1k,62.490,37.510,83.920,16.080,15.74,224,0.875,bilinear,-12.148,-8.144,-1 -regnetx_008.pycls_in1k,62.480,37.520,84.020,15.980,7.26,224,0.875,bicubic,-12.550,-8.318,-10 +efficientnet_lite0.ra_in1k,63.240,36.760,84.410,15.590,4.65,224,0.875,bicubic,-12.242,-8.110,+2 +mobileone_s1.apple_in1k,63.200,36.800,84.210,15.790,4.83,224,0.900,bilinear,-12.586,-8.582,-9 +semnasnet_100.rmsp_in1k,63.160,36.840,84.540,15.460,3.89,224,0.875,bicubic,-12.290,-8.058,+2 +vit_tiny_patch16_224.augreg_in21k_ft_in1k,63.130,36.870,84.870,15.130,5.72,224,0.900,bicubic,-12.332,-7.974,-1 +regnety_006.pycls_in1k,63.090,36.910,84.240,15.760,6.06,224,0.875,bicubic,-12.178,-8.286,+1 +pit_ti_distilled_224.in1k,63.020,36.980,83.810,16.190,5.10,224,0.900,bicubic,-11.236,-8.142,+22 +densenet121.tv_in1k,62.940,37.060,84.250,15.750,7.98,224,0.875,bicubic,-11.824,-7.904,+12 +mobilevit_xs.cvnets_in1k,62.930,37.070,84.830,15.170,2.32,256,0.900,bicubic,-11.704,-7.518,+14 +ghostnetv2_100.in1k,62.900,37.100,84.090,15.910,6.16,224,0.875,bicubic,-12.266,-8.264,-2 +legacy_seresnet34.in1k,62.890,37.110,84.230,15.770,21.96,224,0.875,bilinear,-11.912,-7.896,+8 +hrnet_w18_small_v2.ms_in1k,62.830,37.170,83.970,16.030,15.60,224,0.875,bilinear,-12.280,-8.446,-1 +edgenext_x_small.in1k,62.810,37.190,84.670,15.330,2.34,288,1.000,bicubic,-12.878,-8.096,-17 +mobilenetv2_110d.ra_in1k,62.810,37.190,84.480,15.520,4.52,224,0.875,bicubic,-12.244,-7.704,-1 +deit_tiny_distilled_patch16_224.fb_in1k,62.790,37.210,83.930,16.070,5.91,224,0.900,bicubic,-11.714,-7.960,+11 +resnet18.fb_swsl_ig1b_ft_in1k,62.750,37.250,84.300,15.700,11.69,224,0.875,bilinear,-10.538,-7.430,+30 +tinynet_b.in1k,62.720,37.280,84.220,15.780,3.73,188,0.875,bicubic,-12.258,-7.966,-1 +repvgg_b0.rvgg_in1k,62.710,37.290,83.880,16.120,15.82,224,0.875,bilinear,-12.434,-8.536,-9 +tf_efficientnet_lite0.in1k,62.580,37.420,84.230,15.770,4.65,224,0.875,bicubic,-12.252,-7.940,-1 +xcit_nano_12_p8_224.fb_in1k,62.560,37.440,84.210,15.790,3.05,224,1.000,bicubic,-11.350,-7.958,+17 +resnet34.gluon_in1k,62.540,37.460,84.000,16.000,21.80,224,0.875,bicubic,-12.040,-7.982,+4 +regnetx_008.pycls_in1k,62.490,37.510,84.020,15.980,7.26,224,0.875,bicubic,-12.538,-8.318,-9 +dla34.in1k,62.490,37.510,83.930,16.070,15.74,224,0.875,bilinear,-12.150,-8.136,0 fbnetc_100.rmsp_in1k,62.450,37.550,83.370,16.630,5.57,224,0.875,bilinear,-12.680,-9.018,-14 -tf_mobilenetv3_large_100.in1k,62.440,37.560,83.950,16.050,5.48,224,0.875,bilinear,-13.076,-8.644,-23 -crossvit_9_240.in1k,62.260,37.740,84.250,15.750,8.55,240,0.875,bicubic,-11.698,-7.718,+5 -crossvit_tiny_240.in1k,62.080,37.920,83.610,16.390,7.01,240,0.875,bicubic,-11.256,-8.298,+11 -regnetx_004_tv.tv2_in1k,62.060,37.940,83.770,16.230,5.50,224,0.965,bicubic,-12.536,-8.408,-5 -resnet18d.ra2_in1k,62.000,38.000,83.790,16.210,11.71,288,0.950,bicubic,-11.794,-8.048,+5 -mnasnet_100.rmsp_in1k,61.920,38.080,83.720,16.280,4.38,224,0.875,bicubic,-12.730,-8.404,-10 +tf_mobilenetv3_large_100.in1k,62.440,37.560,83.950,16.050,5.48,224,0.875,bilinear,-13.076,-8.644,-24 +crossvit_9_240.in1k,62.250,37.750,84.240,15.760,8.55,240,0.875,bicubic,-11.710,-7.722,+8 +repghostnet_111.in1k,62.250,37.750,83.880,16.120,4.54,224,0.875,bicubic,-12.806,-8.312,-15 +crossvit_tiny_240.in1k,62.080,37.920,83.610,16.390,7.01,240,0.875,bicubic,-11.260,-8.298,+16 +regnetx_004_tv.tv2_in1k,62.060,37.940,83.770,16.230,5.50,224,0.965,bicubic,-12.540,-8.400,-5 +resnet18d.ra2_in1k,62.000,38.000,83.790,16.210,11.71,288,0.950,bicubic,-11.794,-8.048,+9 +repvgg_a1.rvgg_in1k,61.970,38.030,83.040,16.960,14.09,224,0.875,bilinear,-12.492,-8.816,-4 +efficientvit_m4.r224_in1k,61.950,38.050,83.580,16.420,8.80,224,0.875,bicubic,-12.418,-8.400,-4 +mnasnet_100.rmsp_in1k,61.920,38.080,83.700,16.300,4.38,224,0.875,bicubic,-12.732,-8.422,-12 vgg19_bn.tv_in1k,61.870,38.130,83.450,16.550,143.68,224,0.875,bilinear,-12.346,-8.394,-4 -regnety_004.pycls_in1k,61.840,38.160,83.410,16.590,4.34,224,0.875,bicubic,-12.188,-8.340,-3 -convit_tiny.fb_in1k,61.590,38.410,84.090,15.910,5.71,224,0.875,bicubic,-11.522,-7.622,+8 -resnet18.a1_in1k,61.580,38.420,82.470,17.530,11.69,288,1.000,bicubic,-11.578,-8.556,+6 -resnet34.a3_in1k,61.490,38.510,82.600,17.400,21.80,224,0.950,bicubic,-11.480,-8.508,+10 -resnet18.fb_ssl_yfcc100m_ft_in1k,61.470,38.530,83.330,16.670,11.69,224,0.875,bilinear,-11.124,-8.088,+11 -regnetx_006.pycls_in1k,61.360,38.640,83.450,16.550,6.20,224,0.875,bicubic,-12.508,-8.228,-4 -spnasnet_100.rmsp_in1k,61.230,38.770,82.760,17.240,4.42,224,0.875,bilinear,-12.856,-9.060,-10 -resnet34.tv_in1k,61.220,38.780,82.720,17.280,21.80,224,0.875,bilinear,,, -vit_base_patch32_224.augreg_in1k,61.040,38.960,82.730,17.270,88.22,224,0.900,bicubic,-13.854,-9.048,-24 -pit_ti_224.in1k,60.970,39.030,83.860,16.140,4.85,224,0.900,bicubic,-11.940,-7.540,+5 -skresnet18.ra_in1k,60.850,39.150,82.850,17.150,11.96,224,0.875,bicubic,-12.188,-8.322,0 -ghostnet_100.in1k,60.810,39.190,82.380,17.620,5.18,224,0.875,bilinear,-13.172,-9.086,-13 +regnety_004.pycls_in1k,61.840,38.160,83.410,16.590,4.34,224,0.875,bicubic,-12.186,-8.338,-2 +convit_tiny.fb_in1k,61.590,38.410,84.090,15.910,5.71,224,0.875,bicubic,-11.522,-7.622,+12 +resnet18.a1_in1k,61.580,38.420,82.470,17.530,11.69,288,1.000,bicubic,-11.578,-8.556,+10 +resnet34.a3_in1k,61.490,38.510,82.610,17.390,21.80,224,0.950,bicubic,-11.480,-8.496,+13 +resnet18.fb_ssl_yfcc100m_ft_in1k,61.480,38.520,83.330,16.670,11.69,224,0.875,bilinear,-11.118,-8.086,+15 +repghostnet_100.in1k,61.380,38.620,82.750,17.250,4.07,224,0.875,bicubic,-12.826,-8.792,-9 +regnetx_006.pycls_in1k,61.360,38.640,83.450,16.550,6.20,224,0.875,bicubic,-12.508,-8.228,-3 +hrnet_w18_small.gluon_in1k,61.290,38.710,82.280,17.720,13.19,224,0.875,bicubic,-12.630,-8.914,-6 +ghostnet_100.in1k,61.250,38.750,82.300,17.700,5.18,224,0.875,bicubic,-12.708,-9.232,-8 +spnasnet_100.rmsp_in1k,61.240,38.760,82.760,17.240,4.42,224,0.875,bilinear,-12.854,-9.060,-12 +resnet34.tv_in1k,61.200,38.800,82.740,17.260,21.80,224,0.875,bilinear,-12.106,-8.680,0 +vit_base_patch32_224.augreg_in1k,61.040,38.960,82.730,17.270,88.22,224,0.900,bicubic,-13.854,-9.048,-29 +efficientvit_m3.r224_in1k,61.010,38.990,83.200,16.800,6.90,224,0.875,bicubic,-12.364,-8.148,-5 +pit_ti_224.in1k,60.960,39.040,83.850,16.150,4.85,224,0.900,bicubic,-11.950,-7.554,+5 +skresnet18.ra_in1k,60.850,39.150,82.850,17.150,11.96,224,0.875,bicubic,-12.184,-8.322,0 vgg16_bn.tv_in1k,60.770,39.230,82.960,17.040,138.37,224,0.875,bilinear,-12.600,-8.554,-7 -semnasnet_075.rmsp_in1k,60.710,39.290,82.540,17.460,2.91,224,0.875,bicubic,-12.282,-8.598,-2 -tf_mobilenetv3_large_075.in1k,60.390,39.610,81.950,18.050,3.99,224,0.875,bilinear,-13.042,-9.402,-10 -xcit_nano_12_p16_224.fb_dist_in1k,60.240,39.760,82.490,17.510,3.05,224,1.000,bicubic,-12.070,-8.370,+5 -resnet18.a2_in1k,60.210,39.790,81.840,18.160,11.69,288,1.000,bicubic,-12.162,-8.756,+2 -mobilenetv2_100.ra_in1k,60.170,39.830,82.210,17.790,3.50,224,0.875,bicubic,-12.806,-8.800,-5 -vit_base_patch32_224.sam_in1k,59.990,40.010,81.220,18.780,88.22,224,0.900,bicubic,-13.704,-9.794,-15 -deit_tiny_patch16_224.fb_in1k,59.800,40.200,82.670,17.330,5.72,224,0.900,bicubic,-12.372,-8.442,+4 -legacy_seresnet18.in1k,59.790,40.210,81.680,18.320,11.78,224,0.875,bicubic,-11.976,-8.652,+8 -vgg19.tv_in1k,59.710,40.290,81.460,18.540,143.67,224,0.875,bilinear,-12.668,-9.414,-4 -edgenext_xx_small.in1k,59.410,40.590,81.840,18.160,1.33,288,1.000,bicubic,-12.468,-8.712,+4 -regnetx_004.pycls_in1k,59.410,40.590,81.740,18.260,5.16,224,0.875,bicubic,-12.988,-9.088,-7 -tf_mobilenetv3_large_minimal_100.in1k,59.090,40.910,81.130,18.870,3.92,224,0.875,bilinear,-13.168,-9.508,-3 -vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,59.080,40.920,81.760,18.240,6.34,224,0.900,bicubic,-12.718,-9.064,+2 -hrnet_w18_small.ms_in1k,58.960,41.040,81.340,18.660,13.19,224,0.875,bilinear,-13.378,-9.338,-7 -vgg13_bn.tv_in1k,58.960,41.040,81.090,18.910,133.05,224,0.875,bilinear,-12.628,-9.288,+3 -lcnet_100.ra2_in1k,58.930,41.070,81.200,18.800,2.95,224,0.875,bicubic,-13.166,-9.162,-4 -vgg16.tv_in1k,58.830,41.170,81.660,18.340,138.36,224,0.875,bilinear,-12.762,-8.724,0 -pvt_v2_b0.in1k,58.770,41.230,82.120,17.880,3.67,224,0.900,bicubic,-11.890,-8.076,+3 -resnet18.gluon_in1k,58.340,41.660,80.970,19.030,11.69,224,0.875,bicubic,-12.498,-8.784,+1 -xcit_nano_12_p16_224.fb_in1k,58.330,41.670,80.920,19.080,3.05,224,1.000,bicubic,-11.632,-8.842,+5 -tinynet_c.in1k,58.200,41.800,80.280,19.720,2.46,184,0.875,bicubic,-13.040,-9.454,-2 -resnet14t.c3_in1k,58.180,41.820,80.300,19.700,10.08,224,0.950,bicubic,-14.074,-10.002,-12 -mobilevitv2_050.cvnets_in1k,57.710,42.290,80.880,19.120,1.37,256,0.888,bicubic,-12.428,-9.040,+1 -vgg11_bn.tv_in1k,57.410,42.590,80.010,19.990,132.87,224,0.875,bilinear,-12.972,-9.798,-2 -resnet18.tv_in1k,57.170,42.830,80.190,19.810,11.69,224,0.875,bilinear,-12.590,-8.880,+2 -mobilevit_xxs.cvnets_in1k,57.160,42.840,79.750,20.250,1.27,256,0.900,bicubic,-11.772,-9.192,+3 -vgg13.tv_in1k,57.140,42.860,79.550,20.450,133.05,224,0.875,bilinear,-12.792,-9.700,-1 -regnety_002.pycls_in1k,57.040,42.960,79.880,20.120,3.16,224,0.875,bicubic,-13.238,-9.648,-5 -mixer_l16_224.goog_in21k_ft_in1k,56.660,43.340,76.010,23.990,208.20,224,0.875,bicubic,-15.394,-11.664,-16 -regnetx_002.pycls_in1k,56.080,43.920,79.190,20.810,2.68,224,0.875,bicubic,-12.666,-9.346,+1 -dla60x_c.in1k,56.010,43.990,78.980,21.020,1.32,224,0.875,bilinear,-11.888,-9.442,+4 -resnet18.a3_in1k,56.000,44.000,78.980,21.020,11.69,224,0.950,bicubic,-12.254,-9.196,+1 +semnasnet_075.rmsp_in1k,60.720,39.280,82.540,17.460,2.91,224,0.875,bicubic,-12.284,-8.600,-1 +tf_mobilenetv3_large_075.in1k,60.380,39.620,81.970,18.030,3.99,224,0.875,bilinear,-13.050,-9.382,-11 +xcit_nano_12_p16_224.fb_dist_in1k,60.220,39.780,82.490,17.510,3.05,224,1.000,bicubic,-12.090,-8.370,+7 +resnet18.a2_in1k,60.200,39.800,81.840,18.160,11.69,288,1.000,bicubic,-12.172,-8.756,+4 +mobilenetv2_100.ra_in1k,60.150,39.850,82.190,17.810,3.50,224,0.875,bicubic,-12.818,-8.826,-3 +vit_base_patch32_224.sam_in1k,59.990,40.010,81.220,18.780,88.22,224,0.900,bicubic,-13.704,-9.794,-16 +deit_tiny_patch16_224.fb_in1k,59.800,40.200,82.660,17.340,5.72,224,0.900,bicubic,-12.370,-8.456,+7 +legacy_seresnet18.in1k,59.790,40.210,81.680,18.320,11.78,224,0.875,bicubic,-11.970,-8.652,+11 +repvgg_a0.rvgg_in1k,59.760,40.240,81.250,18.750,9.11,224,0.875,bilinear,-12.648,-9.242,-4 +vgg19.tv_in1k,59.710,40.290,81.460,18.540,143.67,224,0.875,bilinear,-12.668,-9.414,-3 +edgenext_xx_small.in1k,59.410,40.590,81.840,18.160,1.33,288,1.000,bicubic,-12.468,-8.712,+6 +regnetx_004.pycls_in1k,59.380,40.620,81.740,18.260,5.16,224,0.875,bicubic,-13.022,-9.086,-6 +vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,59.080,40.920,81.760,18.240,6.34,224,0.900,bicubic,-12.718,-9.064,+4 +tf_mobilenetv3_large_minimal_100.in1k,59.080,40.920,81.130,18.870,3.92,224,0.875,bilinear,-13.184,-9.510,-2 +repghostnet_080.in1k,59.060,40.940,81.160,18.840,3.28,224,0.875,bicubic,-13.152,-9.324,-2 +hrnet_w18_small.ms_in1k,58.960,41.040,81.340,18.660,13.19,224,0.875,bilinear,-13.376,-9.340,-7 +vgg13_bn.tv_in1k,58.960,41.040,81.090,18.910,133.05,224,0.875,bilinear,-12.628,-9.288,+4 +lcnet_100.ra2_in1k,58.920,41.080,81.200,18.800,2.95,224,0.875,bicubic,-13.182,-9.154,-3 +vgg16.tv_in1k,58.840,41.160,81.660,18.340,138.36,224,0.875,bilinear,-12.752,-8.724,+1 +pvt_v2_b0.in1k,58.770,41.230,82.120,17.880,3.67,224,0.900,bicubic,-11.890,-8.076,+7 +mobileone_s0.apple_in1k,58.580,41.420,80.080,19.920,5.29,224,0.875,bilinear,-12.822,-9.762,+1 +efficientvit_m2.r224_in1k,58.420,41.580,81.360,18.640,4.19,224,0.875,bicubic,-12.394,-8.782,+4 +resnet18.gluon_in1k,58.340,41.660,80.970,19.030,11.69,224,0.875,bicubic,-12.494,-8.786,+2 +xcit_nano_12_p16_224.fb_in1k,58.330,41.670,80.920,19.080,3.05,224,1.000,bicubic,-11.632,-8.842,+7 +tinynet_c.in1k,58.200,41.800,80.280,19.720,2.46,184,0.875,bicubic,-13.042,-9.452,-1 +resnet14t.c3_in1k,58.190,41.810,80.300,19.700,10.08,224,0.950,bicubic,-14.064,-10.006,-14 +efficientvit_b0.r224_in1k,58.050,41.950,79.800,20.200,3.41,224,0.950,bicubic,-13.348,-9.628,-4 +mobilevitv2_050.cvnets_in1k,57.700,42.300,80.880,19.120,1.37,256,0.888,bicubic,-12.448,-9.038,+2 +vgg11_bn.tv_in1k,57.410,42.590,80.010,19.990,132.87,224,0.875,bilinear,-12.972,-9.798,-1 +resnet18.tv_in1k,57.180,42.820,80.190,19.810,11.69,224,0.875,bilinear,-12.580,-8.880,+3 +mobilevit_xxs.cvnets_in1k,57.170,42.830,79.760,20.240,1.27,256,0.900,bicubic,-11.748,-9.186,+4 +vgg13.tv_in1k,57.140,42.860,79.550,20.450,133.05,224,0.875,bilinear,-12.792,-9.700,0 +regnety_002.pycls_in1k,57.010,42.990,79.880,20.120,3.16,224,0.875,bicubic,-13.270,-9.650,-4 +mixer_l16_224.goog_in21k_ft_in1k,56.660,43.340,76.010,23.990,208.20,224,0.875,bicubic,-15.394,-11.664,-18 +repghostnet_058.in1k,56.110,43.890,78.510,21.490,2.55,224,0.875,bicubic,-12.804,-9.910,+1 +regnetx_002.pycls_in1k,56.070,43.930,79.210,20.790,2.68,224,0.875,bicubic,-12.682,-9.332,+2 +resnet18.a3_in1k,56.000,44.000,78.970,21.030,11.69,224,0.950,bicubic,-12.252,-9.202,+4 +dla60x_c.in1k,55.990,44.010,78.970,21.030,1.32,224,0.875,bilinear,-11.922,-9.462,+5 vgg11.tv_in1k,55.820,44.180,78.830,21.170,132.86,224,0.875,bilinear,-13.202,-9.794,-5 -resnet10t.c3_in1k,55.560,44.440,78.440,21.560,5.44,224,0.950,bicubic,-12.798,-9.600,-2 +resnet10t.c3_in1k,55.560,44.440,78.440,21.560,5.44,224,0.950,bicubic,-12.804,-9.596,-1 +efficientvit_m1.r224_in1k,55.470,44.530,79.150,20.850,2.98,224,0.875,bicubic,-12.836,-9.520,-1 lcnet_075.ra2_in1k,55.440,44.560,78.350,21.650,2.36,224,0.875,bicubic,-13.342,-10.010,-5 -mobilenetv3_small_100.lamb_in1k,54.690,45.310,77.760,22.240,2.54,224,0.875,bicubic,-12.966,-9.876,0 -tf_mobilenetv3_small_100.in1k,54.470,45.530,77.080,22.920,2.54,224,0.875,bilinear,-13.448,-10.594,-3 -tinynet_d.in1k,53.420,46.580,76.320,23.680,2.34,152,0.875,bicubic,-13.554,-10.742,-1 -mnasnet_small.lamb_in1k,53.270,46.730,75.910,24.090,2.03,224,0.875,bicubic,-12.926,-10.594,-1 -dla46x_c.in1k,53.040,46.960,76.820,23.180,1.07,224,0.875,bilinear,-12.948,-10.160,-1 -mobilenetv2_050.lamb_in1k,52.860,47.140,75.460,24.540,1.97,224,0.875,bicubic,-13.090,-10.628,-1 -dla46_c.in1k,52.190,47.810,75.680,24.320,1.30,224,0.875,bilinear,-12.682,-10.618,+1 -tf_mobilenetv3_small_075.in1k,52.180,47.820,75.450,24.550,2.04,224,0.875,bilinear,-13.548,-10.676,-2 -mobilenetv3_small_075.lamb_in1k,51.920,48.080,74.740,25.260,2.04,224,0.875,bicubic,-13.314,-10.706,-2 -lcnet_050.ra2_in1k,49.980,50.020,73.450,26.550,1.88,224,0.875,bicubic,-13.140,-10.936,-1 -tf_mobilenetv3_small_minimal_100.in1k,49.530,50.470,73.030,26.970,2.04,224,0.875,bilinear,-13.360,-11.210,-1 -tinynet_e.in1k,46.720,53.280,70.350,29.650,2.04,106,0.875,bicubic,-13.146,-11.414,-1 -mobilenetv3_small_050.lamb_in1k,44.850,55.150,67.680,32.320,1.59,224,0.875,bicubic,-13.060,-12.500,-1 +mobilenetv3_small_100.lamb_in1k,54.680,45.320,77.770,22.230,2.54,224,0.875,bicubic,-12.978,-9.866,+1 +tf_mobilenetv3_small_100.in1k,54.470,45.530,77.070,22.930,2.54,224,0.875,bilinear,-13.452,-10.602,-2 +repghostnet_050.in1k,53.550,46.450,76.740,23.260,2.31,224,0.875,bicubic,-13.416,-10.180,+1 +tinynet_d.in1k,53.430,46.570,76.320,23.680,2.34,152,0.875,bicubic,-13.542,-10.746,-1 +mnasnet_small.lamb_in1k,53.270,46.730,75.910,24.090,2.03,224,0.875,bicubic,-12.926,-10.594,0 +dla46x_c.in1k,53.040,46.960,76.840,23.160,1.07,224,0.875,bilinear,-12.952,-10.134,0 +mobilenetv2_050.lamb_in1k,52.840,47.160,75.450,24.550,1.97,224,0.875,bicubic,-13.108,-10.634,0 +dla46_c.in1k,52.200,47.800,75.670,24.330,1.30,224,0.875,bilinear,-12.672,-10.628,+2 +tf_mobilenetv3_small_075.in1k,52.160,47.840,75.450,24.550,2.04,224,0.875,bilinear,-13.566,-10.682,-1 +mobilenetv3_small_075.lamb_in1k,51.890,48.110,74.740,25.260,2.04,224,0.875,bicubic,-13.346,-10.706,-1 +efficientvit_m0.r224_in1k,50.750,49.250,74.470,25.530,2.35,224,0.875,bicubic,-12.520,-10.706,0 +lcnet_050.ra2_in1k,49.980,50.020,73.440,26.560,1.88,224,0.875,bicubic,-13.158,-10.942,0 +tf_mobilenetv3_small_minimal_100.in1k,49.530,50.470,73.020,26.980,2.04,224,0.875,bilinear,-13.364,-11.218,0 +tinynet_e.in1k,46.730,53.270,70.360,29.640,2.04,106,0.875,bicubic,-13.136,-11.402,0 +mobilenetv3_small_050.lamb_in1k,44.850,55.150,67.690,32.310,1.59,224,0.875,bicubic,-13.066,-12.490,0 diff --git a/results/results-sketch.csv b/results/results-sketch.csv index 3709be3bc6..65a763e967 100644 --- a/results/results-sketch.csv +++ b/results/results-sketch.csv @@ -1,1004 +1,1081 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,top1_diff,top5_diff,rank_diff eva_giant_patch14_336.clip_ft_in1k,71.177,28.823,90.299,9.701,"1,013.01",336,1.000,bicubic,-18.289,-8.527,+6 -eva02_large_patch14_448.mim_m38m_ft_in22k_in1k,70.662,29.338,89.854,10.146,305.08,448,1.000,bicubic,-19.390,-9.194,-1 -eva02_large_patch14_448.mim_m38m_ft_in1k,70.544,29.456,89.843,10.157,305.08,448,1.000,bicubic,-19.026,-9.079,+2 +eva02_large_patch14_448.mim_m38m_ft_in22k_in1k,70.662,29.338,89.856,10.144,305.08,448,1.000,bicubic,-19.390,-9.192,-1 +eva02_large_patch14_448.mim_m38m_ft_in1k,70.546,29.454,89.843,10.157,305.08,448,1.000,bicubic,-19.028,-9.081,+2 convnext_xxlarge.clip_laion2b_soup_ft_in1k,70.039,29.961,90.334,9.666,846.47,256,1.000,bicubic,-18.565,-8.374,+10 eva_giant_patch14_224.clip_ft_in1k,70.021,29.979,89.768,10.232,"1,012.56",224,0.900,bicubic,-18.859,-8.912,+4 eva_giant_patch14_336.m30m_ft_in22k_in1k,68.052,31.948,87.819,12.181,"1,013.01",336,1.000,bicubic,-21.514,-11.133,0 -eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,67.533,32.467,87.504,12.496,305.08,448,1.000,bicubic,-22.433,-11.508,-5 +eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,67.533,32.467,87.506,12.494,305.08,448,1.000,bicubic,-22.437,-11.506,-5 eva_giant_patch14_560.m30m_ft_in22k_in1k,67.486,32.514,87.473,12.527,"1,014.45",560,1.000,bicubic,-22.300,-11.519,-5 vit_huge_patch14_clip_224.laion2b_ft_in1k,67.396,32.604,87.882,12.118,632.05,224,1.000,bicubic,-20.192,-10.337,+39 -eva02_large_patch14_448.mim_in22k_ft_in1k,66.985,33.015,87.443,12.557,305.08,448,1.000,bicubic,-22.639,-11.507,-6 +eva02_large_patch14_448.mim_in22k_ft_in1k,66.987,33.013,87.443,12.557,305.08,448,1.000,bicubic,-22.635,-11.507,-6 convnext_large_mlp.clip_laion2b_augreg_ft_in1k_384,66.435,33.565,87.349,12.651,200.13,384,1.000,bicubic,-21.413,-11.097,+31 -vit_large_patch14_clip_336.laion2b_ft_in1k,65.745,34.255,86.905,13.095,304.53,336,1.000,bicubic,-22.111,-11.463,+28 +vit_large_patch14_clip_336.laion2b_ft_in1k,65.741,34.259,86.909,13.091,304.53,336,1.000,bicubic,-22.115,-11.459,+28 convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_384,65.731,34.269,87.017,12.983,200.13,384,1.000,bicubic,-22.575,-11.565,+10 vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k,65.323,34.677,86.826,13.174,632.05,224,1.000,bicubic,-22.933,-11.726,+11 vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,65.260,34.740,86.757,13.242,632.46,336,1.000,bicubic,-23.332,-11.905,+1 -convnext_large_mlp.clip_laion2b_augreg_ft_in1k,65.091,34.909,86.284,13.716,200.13,256,1.000,bicubic,-22.243,-11.934,+42 -convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_320,64.920,35.080,86.651,13.349,200.13,320,1.000,bicubic,-23.038,-11.825,+19 -vit_large_patch14_clip_224.laion2b_ft_in1k,64.814,35.186,86.575,13.425,304.20,224,1.000,bicubic,-22.468,-11.671,+42 +convnext_large_mlp.clip_laion2b_augreg_ft_in1k,65.091,34.909,86.284,13.716,200.13,256,1.000,bicubic,-22.245,-11.934,+42 +convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_320,64.918,35.082,86.649,13.351,200.13,320,1.000,bicubic,-23.040,-11.827,+19 +vit_large_patch14_clip_224.laion2b_ft_in1k,64.820,35.181,86.575,13.425,304.20,224,1.000,bicubic,-22.466,-11.669,+43 regnety_1280.swag_ft_in1k,64.106,35.894,86.034,13.966,644.81,384,1.000,bicubic,-24.124,-12.652,+9 -vit_large_patch14_clip_336.openai_ft_in12k_in1k,64.071,35.929,85.914,14.086,304.53,336,1.000,bicubic,-24.197,-12.612,+4 -eva_large_patch14_336.in22k_ft_in1k,63.096,36.904,84.380,15.620,304.53,336,1.000,bicubic,-25.574,-14.342,-8 -vit_large_patch14_clip_224.openai_ft_in1k,62.630,37.370,85.113,14.887,304.20,224,1.000,bicubic,-25.222,-13.313,+19 -vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,62.061,37.939,84.319,15.681,304.20,224,1.000,bicubic,-25.831,-14.091,+16 -vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,61.612,38.388,83.647,16.353,304.53,336,1.000,bicubic,-26.566,-14.923,+8 -vit_large_patch14_clip_224.openai_ft_in12k_in1k,61.404,38.596,83.362,16.638,304.20,224,1.000,bicubic,-26.772,-15.182,+8 -eva_large_patch14_196.in22k_ft_in1k,61.117,38.883,82.778,17.222,304.14,196,1.000,bicubic,-26.817,-15.720,+11 -eva_large_patch14_336.in22k_ft_in22k_in1k,60.941,39.059,82.134,17.866,304.53,336,1.000,bicubic,-28.267,-16.720,-19 -convnext_base.clip_laion2b_augreg_ft_in12k_in1k_384,60.795,39.205,83.220,16.780,88.59,384,1.000,bicubic,-26.339,-15.002,+35 -convnext_base.clip_laion2b_augreg_ft_in1k,60.276,39.724,82.678,17.322,88.59,256,1.000,bicubic,-25.882,-15.002,+88 -regnety_1280.swag_lc_in1k,59.911,40.089,83.157,16.843,644.81,224,0.965,bicubic,-26.071,-14.692,+102 -eva_large_patch14_196.in22k_ft_in22k_in1k,59.879,40.121,81.139,18.861,304.14,196,1.000,bicubic,-28.697,-17.519,-14 -convnext_base.clip_laion2b_augreg_ft_in12k_in1k,59.836,40.164,82.810,17.190,88.59,256,1.000,bicubic,-26.534,-15.174,+72 -convnext_base.clip_laiona_augreg_ft_in1k_384,59.392,40.608,82.242,17.758,88.59,384,1.000,bicubic,-27.110,-15.726,+62 -eva02_base_patch14_448.mim_in22k_ft_in22k_in1k,58.504,41.496,80.796,19.204,87.12,448,1.000,bicubic,-30.188,-17.928,-23 -resnext101_32x32d.fb_wsl_ig1b_ft_in1k,58.376,41.624,80.398,19.602,468.53,224,0.875,bilinear,-26.722,-17.040,+159 +vit_large_patch14_clip_336.openai_ft_in12k_in1k,64.065,35.935,85.912,14.088,304.53,336,1.000,bicubic,-24.203,-12.614,+4 +eva_large_patch14_336.in22k_ft_in1k,63.096,36.904,84.382,15.618,304.53,336,1.000,bicubic,-25.574,-14.340,-8 +vit_large_patch14_clip_224.openai_ft_in1k,62.629,37.371,85.109,14.891,304.20,224,1.000,bicubic,-25.225,-13.317,+19 +vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,62.065,37.935,84.313,15.687,304.20,224,1.000,bicubic,-25.830,-14.095,+16 +vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,61.611,38.389,83.651,16.349,304.53,336,1.000,bicubic,-26.569,-14.921,+8 +vit_large_patch14_clip_224.openai_ft_in12k_in1k,61.402,38.598,83.362,16.638,304.20,224,1.000,bicubic,-26.772,-15.184,+8 +eva_large_patch14_196.in22k_ft_in1k,61.113,38.887,82.776,17.224,304.14,196,1.000,bicubic,-26.819,-15.722,+11 +eva_large_patch14_336.in22k_ft_in22k_in1k,60.944,39.056,82.136,17.864,304.53,336,1.000,bicubic,-28.262,-16.718,-19 +convnext_base.clip_laion2b_augreg_ft_in12k_in1k_384,60.795,39.205,83.220,16.780,88.59,384,1.000,bicubic,-26.339,-15.002,+36 +convnext_base.clip_laion2b_augreg_ft_in1k,60.276,39.724,82.678,17.322,88.59,256,1.000,bicubic,-25.882,-15.002,+90 +regnety_1280.swag_lc_in1k,59.913,40.087,83.161,16.839,644.81,224,0.965,bicubic,-26.069,-14.689,+105 +eva_large_patch14_196.in22k_ft_in22k_in1k,59.883,40.117,81.143,18.857,304.14,196,1.000,bicubic,-28.691,-17.515,-14 +convnext_base.clip_laion2b_augreg_ft_in12k_in1k,59.836,40.164,82.810,17.190,88.59,256,1.000,bicubic,-26.534,-15.174,+74 +convnext_base.clip_laiona_augreg_ft_in1k_384,59.392,40.608,82.242,17.758,88.59,384,1.000,bicubic,-27.110,-15.726,+63 +eva02_base_patch14_448.mim_in22k_ft_in22k_in1k,58.512,41.488,80.797,19.203,87.12,448,1.000,bicubic,-30.178,-17.927,-23 +resnext101_32x32d.fb_wsl_ig1b_ft_in1k,58.376,41.624,80.398,19.602,468.53,224,0.875,bilinear,-26.722,-17.040,+163 beitv2_large_patch16_224.in1k_ft_in22k_in1k,58.366,41.634,80.226,19.774,304.43,224,0.950,bicubic,-30.028,-18.372,-16 -eva02_base_patch14_448.mim_in22k_ft_in1k,58.038,41.962,80.770,19.230,87.12,448,1.000,bicubic,-30.212,-17.794,-11 -regnety_320.swag_ft_in1k,57.908,42.092,81.456,18.544,145.05,384,1.000,bicubic,-28.928,-16.906,+41 +eva02_base_patch14_448.mim_in22k_ft_in1k,58.036,41.964,80.768,19.232,87.12,448,1.000,bicubic,-30.216,-17.796,-11 +regnety_320.swag_ft_in1k,57.906,42.094,81.456,18.544,145.05,384,1.000,bicubic,-28.928,-16.906,+42 convnextv2_huge.fcmae_ft_in22k_in1k_384,57.865,42.135,79.671,20.329,660.29,384,1.000,bicubic,-30.805,-19.067,-27 convnextv2_huge.fcmae_ft_in22k_in1k_512,57.851,42.149,79.497,20.503,660.29,512,1.000,bicubic,-31.007,-19.251,-30 -resnext101_32x16d.fb_wsl_ig1b_ft_in1k,57.696,42.304,79.907,20.093,194.03,224,0.875,bilinear,-26.470,-17.291,+236 -resnext101_32x16d.fb_swsl_ig1b_ft_in1k,57.478,42.522,80.373,19.627,194.03,224,0.875,bilinear,-25.858,-16.473,+315 +resnext101_32x16d.fb_wsl_ig1b_ft_in1k,57.696,42.304,79.907,20.093,194.03,224,0.875,bilinear,-26.470,-17.291,+242 +resnext101_32x16d.fb_swsl_ig1b_ft_in1k,57.478,42.522,80.373,19.627,194.03,224,0.875,bilinear,-25.858,-16.473,+333 +vit_base_patch16_clip_384.laion2b_ft_in1k,56.879,43.121,80.004,19.997,86.86,384,1.000,bicubic,-29.739,-18.004,+45 beit_large_patch16_384.in22k_ft_in22k_in1k,56.879,43.121,79.221,20.779,305.00,384,1.000,bicubic,-31.523,-19.387,-24 -vit_base_patch16_clip_384.laion2b_ft_in1k,56.877,43.123,80.002,19.998,86.86,384,1.000,bicubic,-29.743,-18.006,+44 beit_large_patch16_512.in22k_ft_in22k_in1k,56.757,43.243,78.911,21.089,305.67,512,1.000,bicubic,-31.839,-19.745,-30 -resnext101_32x8d.fb_swsl_ig1b_ft_in1k,56.438,43.562,78.931,21.069,88.79,224,0.875,bilinear,-27.864,-18.245,+217 -maxvit_rmlp_base_rw_384.sw_in12k_ft_in1k,56.323,43.677,77.302,22.698,116.14,384,1.000,bicubic,-31.505,-21.070,-4 -maxvit_xlarge_tf_384.in21k_ft_in1k,56.211,43.789,78.746,21.254,475.32,384,1.000,bicubic,-32.103,-19.798,-26 -maxvit_xlarge_tf_512.in21k_ft_in1k,56.157,43.843,78.632,21.368,475.77,512,1.000,bicubic,-32.380,-20.012,-31 -maxvit_base_tf_512.in21k_ft_in1k,56.081,43.919,78.606,21.394,119.88,512,1.000,bicubic,-32.137,-19.922,-20 -deit3_huge_patch14_224.fb_in22k_ft_in1k,55.767,44.233,77.626,22.374,632.13,224,1.000,bicubic,-31.420,-20.634,+11 -maxvit_base_tf_384.in21k_ft_in1k,55.649,44.351,78.074,21.926,119.65,384,1.000,bicubic,-32.273,-20.470,-14 -vit_base_patch16_clip_224.laion2b_ft_in1k,55.411,44.589,79.049,20.951,86.57,224,1.000,bicubic,-30.055,-18.525,+108 -regnety_320.swag_lc_in1k,55.356,44.644,79.711,20.289,145.05,224,0.965,bicubic,-29.190,-17.731,+178 -regnety_160.swag_ft_in1k,55.181,44.819,79.320,20.680,83.59,384,1.000,bicubic,-30.829,-18.734,+71 -maxvit_large_tf_512.in21k_ft_in1k,55.171,44.829,77.276,22.724,212.33,512,1.000,bicubic,-33.055,-21.322,-27 +resnext101_32x8d.fb_swsl_ig1b_ft_in1k,56.438,43.562,78.931,21.069,88.79,224,0.875,bilinear,-27.864,-18.245,+223 +maxvit_rmlp_base_rw_384.sw_in12k_ft_in1k,56.327,43.673,77.305,22.695,116.14,384,1.000,bicubic,-31.502,-21.067,-4 +maxvit_xlarge_tf_384.in21k_ft_in1k,56.212,43.788,78.742,21.258,475.32,384,1.000,bicubic,-32.101,-19.802,-26 +maxvit_xlarge_tf_512.in21k_ft_in1k,56.156,43.844,78.636,21.364,475.77,512,1.000,bicubic,-32.382,-20.008,-31 +maxvit_base_tf_512.in21k_ft_in1k,56.083,43.917,78.606,21.394,119.88,512,1.000,bicubic,-32.137,-19.924,-20 +deit3_huge_patch14_224.fb_in22k_ft_in1k,55.767,44.233,77.626,22.374,632.13,224,1.000,bicubic,-31.420,-20.634,+12 +maxvit_base_tf_384.in21k_ft_in1k,55.639,44.361,78.078,21.922,119.65,384,1.000,bicubic,-32.283,-20.466,-14 +vit_base_patch16_clip_224.laion2b_ft_in1k,55.405,44.595,79.050,20.950,86.57,224,1.000,bicubic,-30.065,-18.525,+111 +regnety_320.swag_lc_in1k,55.354,44.646,79.703,20.297,145.05,224,0.965,bicubic,-29.194,-17.739,+184 +regnety_160.swag_ft_in1k,55.177,44.823,79.316,20.684,83.59,384,1.000,bicubic,-30.843,-18.736,+74 +maxvit_large_tf_512.in21k_ft_in1k,55.171,44.829,77.276,22.724,212.33,512,1.000,bicubic,-33.053,-21.322,-27 maxvit_large_tf_384.in21k_ft_in1k,55.077,44.923,77.142,22.858,212.03,384,1.000,bicubic,-32.909,-21.426,-22 beit_large_patch16_224.in22k_ft_in22k_in1k,54.965,45.035,77.608,22.392,304.43,224,0.900,bicubic,-32.513,-20.696,-8 convnext_xlarge.fb_in22k_ft_in1k_384,54.961,45.039,76.824,23.176,350.20,384,1.000,bicubic,-32.791,-21.732,-15 -resnext101_32x8d.fb_wsl_ig1b_ft_in1k,54.908,45.092,77.541,22.459,88.79,224,0.875,bilinear,-27.790,-18.603,+353 +resnext101_32x8d.fb_wsl_ig1b_ft_in1k,54.908,45.092,77.541,22.459,88.79,224,0.875,bilinear,-27.790,-18.603,+374 deit3_large_patch16_384.fb_in22k_ft_in1k,54.886,45.114,77.372,22.628,304.76,384,1.000,bicubic,-32.834,-21.140,-16 maxxvitv2_rmlp_base_rw_384.sw_in12k_ft_in1k,54.747,45.253,76.848,23.152,116.09,384,1.000,bicubic,-32.717,-21.526,-10 -caformer_b36.sail_in22k_ft_in1k_384,54.442,45.558,76.832,23.168,98.75,384,1.000,bicubic,-33.616,-21.750,-29 -deit3_large_patch16_224.fb_in22k_ft_in1k,54.359,45.641,76.563,23.437,304.37,224,1.000,bicubic,-32.623,-21.673,+8 +caformer_b36.sail_in22k_ft_in1k_384,54.440,45.560,76.830,23.170,98.75,384,1.000,bicubic,-33.618,-21.752,-29 +deit3_large_patch16_224.fb_in22k_ft_in1k,54.359,45.641,76.563,23.437,304.37,224,1.000,bicubic,-32.623,-21.673,+9 beitv2_large_patch16_224.in1k_ft_in1k,54.161,45.839,75.562,24.438,304.43,224,0.950,bicubic,-33.251,-22.671,-9 convnextv2_large.fcmae_ft_in22k_in1k_384,53.947,46.053,76.007,23.993,197.96,384,1.000,bicubic,-34.251,-22.521,-35 -maxvit_rmlp_base_rw_224.sw_in12k_ft_in1k,53.733,46.267,75.142,24.858,116.14,224,0.950,bicubic,-33.161,-22.872,+8 -resnext101_32x4d.fb_swsl_ig1b_ft_in1k,53.587,46.413,76.337,23.663,44.18,224,0.875,bilinear,-29.645,-20.421,+296 -vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,53.491,46.509,75.659,24.341,86.86,384,1.000,bicubic,-33.717,-22.375,-8 -vit_base_patch16_clip_384.openai_ft_in1k,53.080,46.920,76.661,23.339,86.86,384,1.000,bicubic,-33.124,-21.213,+42 -regnety_160.swag_lc_in1k,53.049,46.951,78.088,21.912,83.59,224,0.965,bicubic,-30.733,-19.192,+242 +maxvit_rmlp_base_rw_224.sw_in12k_ft_in1k,53.731,46.269,75.140,24.860,116.14,224,0.950,bicubic,-33.163,-22.874,+9 +resnext101_32x4d.fb_swsl_ig1b_ft_in1k,53.587,46.413,76.337,23.663,44.18,224,0.875,bilinear,-29.639,-20.423,+316 +vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,53.493,46.507,75.653,24.347,86.86,384,1.000,bicubic,-33.713,-22.381,-7 +vit_base_patch16_clip_384.openai_ft_in1k,53.074,46.926,76.655,23.345,86.86,384,1.000,bicubic,-33.132,-21.221,+44 +regnety_160.swag_lc_in1k,53.043,46.957,78.090,21.910,83.59,224,0.965,bicubic,-30.739,-19.190,+253 convnextv2_base.fcmae_ft_in22k_in1k_384,52.907,47.093,75.083,24.917,88.72,384,1.000,bicubic,-34.737,-23.333,-26 convformer_b36.sail_in22k_ft_in1k_384,52.874,47.126,74.979,25.021,99.88,384,1.000,bicubic,-34.728,-23.455,-26 convnext_large.fb_in22k_ft_in1k_384,52.774,47.226,74.700,25.300,197.77,384,1.000,bicubic,-34.698,-23.686,-23 -vit_large_patch16_384.augreg_in21k_ft_in1k,52.758,47.242,74.706,25.294,304.72,384,1.000,bicubic,-34.326,-23.596,-9 -caformer_b36.sail_in22k_ft_in1k,52.756,47.244,75.309,24.691,98.75,224,1.000,bicubic,-34.666,-23.017,-21 -convformer_b36.sail_in22k_ft_in1k,52.746,47.254,74.896,25.104,99.88,224,1.000,bicubic,-34.252,-23.276,-7 +vit_large_patch16_384.augreg_in21k_ft_in1k,52.760,47.240,74.706,25.294,304.72,384,1.000,bicubic,-34.324,-23.596,-8 +caformer_b36.sail_in22k_ft_in1k,52.756,47.244,75.309,24.691,98.75,224,1.000,bicubic,-34.664,-23.019,-21 +convformer_b36.sail_in22k_ft_in1k,52.746,47.254,74.896,25.104,99.88,224,1.000,bicubic,-34.252,-23.276,-6 coatnet_rmlp_2_rw_384.sw_in12k_ft_in1k,52.389,47.611,73.802,26.198,73.88,384,1.000,bicubic,-34.994,-24.510,-21 swinv2_large_window12to24_192to384.ms_in22k_ft_in1k,52.304,47.696,74.415,25.585,196.74,384,1.000,bicubic,-35.160,-23.835,-26 convnext_xlarge.fb_in22k_ft_in1k,52.216,47.784,73.955,26.045,350.20,288,1.000,bicubic,-35.114,-24.373,-21 -vit_large_r50_s32_384.augreg_in21k_ft_in1k,52.043,47.957,73.568,26.432,329.09,384,1.000,bicubic,-34.139,-24.354,+33 -vit_large_patch16_224.augreg_in21k_ft_in1k,51.821,48.179,73.688,26.312,304.33,224,0.900,bicubic,-34.013,-24.130,+55 -vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,51.783,48.217,74.631,25.369,86.57,224,0.950,bicubic,-34.391,-23.125,+32 -convnext_base.fb_in22k_ft_in1k_384,51.565,48.435,74.543,25.457,88.59,384,1.000,bicubic,-35.231,-23.721,-2 -tf_efficientnet_l2.ns_jft_in1k_475,51.496,48.504,73.937,26.063,480.31,475,0.936,bicubic,-36.738,-24.609,-58 -maxxvitv2_rmlp_base_rw_224.sw_in12k_ft_in1k,51.190,48.810,73.126,26.874,116.09,224,0.950,bicubic,-35.452,-24.894,+1 -vit_base_patch16_clip_384.openai_ft_in12k_in1k,51.153,48.847,74.323,25.677,86.86,384,0.950,bicubic,-35.871,-23.858,-18 -caformer_m36.sail_in22k_ft_in1k_384,51.052,48.948,73.436,26.564,56.20,384,1.000,bicubic,-36.398,-24.872,-34 -swinv2_base_window12to24_192to384.ms_in22k_ft_in1k,50.976,49.024,73.295,26.705,87.92,384,1.000,bicubic,-36.120,-24.939,-24 -vit_base_patch16_clip_224.openai_ft_in1k,50.938,49.062,74.839,25.161,86.57,224,0.900,bicubic,-34.354,-22.599,+85 -resnext50_32x4d.fb_swsl_ig1b_ft_in1k,50.463,49.537,73.366,26.634,25.03,224,0.875,bilinear,-31.711,-22.856,+395 +vit_large_r50_s32_384.augreg_in21k_ft_in1k,52.041,47.959,73.570,26.430,329.09,384,1.000,bicubic,-34.141,-24.352,+35 +vit_large_patch16_224.augreg_in21k_ft_in1k,51.819,48.181,73.690,26.310,304.33,224,0.900,bicubic,-34.017,-23.974,+57 +vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,51.785,48.215,74.637,25.363,86.57,224,0.950,bicubic,-34.385,-23.119,+34 +convnext_base.fb_in22k_ft_in1k_384,51.565,48.435,74.543,25.457,88.59,384,1.000,bicubic,-35.231,-23.721,-1 +tf_efficientnet_l2.ns_jft_in1k_475,51.496,48.504,73.931,26.069,480.31,475,0.936,bicubic,-36.738,-24.615,-58 +maxxvitv2_rmlp_base_rw_224.sw_in12k_ft_in1k,51.190,48.810,73.126,26.874,116.09,224,0.950,bicubic,-35.452,-24.894,+2 +vit_base_patch16_clip_384.openai_ft_in12k_in1k,51.153,48.847,74.323,25.677,86.86,384,0.950,bicubic,-35.873,-23.859,-17 +caformer_m36.sail_in22k_ft_in1k_384,51.048,48.952,73.442,26.558,56.20,384,1.000,bicubic,-36.398,-24.866,-34 +swinv2_base_window12to24_192to384.ms_in22k_ft_in1k,50.976,49.024,73.295,26.705,87.92,384,1.000,bicubic,-36.120,-24.939,-23 +vit_base_patch16_clip_224.openai_ft_in1k,50.936,49.064,74.841,25.159,86.57,224,0.900,bicubic,-34.356,-22.595,+88 +seresnextaa201d_32x8d.sw_in12k_ft_in1k_384,50.710,49.290,73.666,26.334,149.39,384,1.000,bicubic,-36.578,-24.668,-31 +resnext50_32x4d.fb_swsl_ig1b_ft_in1k,50.465,49.535,73.366,26.634,25.03,224,0.875,bilinear,-31.707,-22.858,+420 swinv2_large_window12to16_192to256.ms_in22k_ft_in1k,50.433,49.567,72.735,27.265,196.74,256,0.900,bicubic,-36.519,-25.371,-19 swin_large_patch4_window12_384.ms_in22k_ft_in1k,50.394,49.606,72.538,27.462,196.74,384,1.000,bicubic,-36.738,-25.696,-29 -convnextv2_large.fcmae_ft_in22k_in1k,50.158,49.842,72.399,27.601,197.96,288,1.000,bicubic,-37.326,-25.957,-45 -convnext_large.fb_in22k_ft_in1k,49.999,50.001,72.269,27.731,197.77,288,1.000,bicubic,-37.027,-25.935,-27 +convnextv2_large.fcmae_ft_in22k_in1k,50.160,49.840,72.399,27.601,197.96,288,1.000,bicubic,-37.324,-25.957,-46 +convnext_large.fb_in22k_ft_in1k,49.999,50.001,72.267,27.733,197.77,288,1.000,bicubic,-37.027,-25.937,-27 tf_efficientnetv2_xl.in21k_ft_in1k,49.722,50.278,72.124,27.876,208.12,512,1.000,bicubic,-37.026,-25.890,-12 -caformer_m36.sail_in22k_ft_in1k,49.698,50.302,72.141,27.859,56.20,224,1.000,bicubic,-36.896,-25.883,-7 -vit_base_patch16_clip_224.openai_ft_in12k_in1k,49.696,50.304,72.874,27.126,86.57,224,0.950,bicubic,-36.244,-24.854,+35 -resnet50.fb_swsl_ig1b_ft_in1k,49.518,50.482,72.330,27.670,25.56,224,0.875,bilinear,-31.664,-23.662,+477 +vit_base_patch16_clip_224.openai_ft_in12k_in1k,49.700,50.300,72.868,27.132,86.57,224,0.950,bicubic,-36.242,-24.860,+37 +caformer_m36.sail_in22k_ft_in1k,49.700,50.300,72.141,27.859,56.20,224,1.000,bicubic,-36.894,-25.883,-7 +resnet50.fb_swsl_ig1b_ft_in1k,49.531,50.469,72.338,27.662,25.56,224,0.875,bilinear,-31.641,-23.648,+508 beitv2_base_patch16_224.in1k_ft_in22k_in1k,49.516,50.484,72.391,27.609,86.53,224,0.900,bicubic,-36.958,-25.661,-1 -coatnet_rmlp_2_rw_224.sw_in12k_ft_in1k,49.394,50.606,70.846,29.154,73.88,224,0.950,bicubic,-37.110,-27.048,-7 +coatnet_rmlp_2_rw_224.sw_in12k_ft_in1k,49.394,50.606,70.848,29.152,73.88,224,0.950,bicubic,-37.110,-27.046,-7 convnextv2_base.fcmae_ft_in22k_in1k,49.142,50.858,71.230,28.770,88.72,288,1.000,bicubic,-37.856,-26.939,-31 convformer_m36.sail_in22k_ft_in1k_384,49.132,50.868,71.387,28.613,57.05,384,1.000,bicubic,-37.760,-26.729,-27 -convformer_m36.sail_in22k_ft_in1k,49.091,50.909,71.469,28.531,57.05,224,1.000,bicubic,-37.055,-26.381,+14 -vit_base_patch32_clip_224.laion2b_ft_in1k,49.062,50.938,72.584,27.416,88.22,224,0.900,bicubic,-33.520,-23.617,+328 -swin_large_patch4_window7_224.ms_in22k_ft_in1k,48.993,51.007,71.387,28.613,196.53,224,0.900,bicubic,-37.319,-26.515,0 -convnext_base.fb_in22k_ft_in1k,48.938,51.062,71.748,28.252,88.59,288,1.000,bicubic,-37.336,-26.344,+1 -swinv2_base_window12to16_192to256.ms_in22k_ft_in1k,48.781,51.219,71.410,28.590,87.92,256,0.900,bicubic,-37.487,-26.472,+1 -tf_efficientnetv2_l.in21k_ft_in1k,48.737,51.263,71.994,28.006,118.52,480,1.000,bicubic,-38.065,-26.142,-29 -coatnet_2_rw_224.sw_in12k_ft_in1k,48.678,51.322,70.121,29.879,73.87,224,0.950,bicubic,-37.889,-27.773,-18 +convformer_m36.sail_in22k_ft_in1k,49.091,50.909,71.471,28.529,57.05,224,1.000,bicubic,-37.057,-26.379,+15 +vit_base_patch32_clip_224.laion2b_ft_in1k,49.062,50.938,72.584,27.416,88.22,224,0.900,bicubic,-33.520,-23.617,+350 +swin_large_patch4_window7_224.ms_in22k_ft_in1k,48.993,51.007,71.387,28.613,196.53,224,0.900,bicubic,-37.319,-26.515,+1 +convnext_base.fb_in22k_ft_in1k,48.938,51.062,71.748,28.252,88.59,288,1.000,bicubic,-37.336,-26.344,+2 +swinv2_base_window12to16_192to256.ms_in22k_ft_in1k,48.781,51.219,71.410,28.590,87.92,256,0.900,bicubic,-37.487,-26.472,+2 +tf_efficientnetv2_l.in21k_ft_in1k,48.739,51.261,71.992,28.008,118.52,480,1.000,bicubic,-38.063,-26.144,-29 +coatnet_2_rw_224.sw_in12k_ft_in1k,48.678,51.322,70.123,29.877,73.87,224,0.950,bicubic,-37.885,-27.773,-18 beit_base_patch16_384.in22k_ft_in22k_in1k,48.669,51.331,72.102,27.898,86.74,384,1.000,bicubic,-38.131,-26.034,-30 -swin_base_patch4_window12_384.ms_in22k_ft_in1k,48.545,51.455,71.819,28.181,87.90,384,1.000,bicubic,-37.893,-26.247,-11 -caformer_s36.sail_in22k_ft_in1k_384,48.480,51.520,71.514,28.485,39.30,384,1.000,bicubic,-38.376,-26.698,-36 +swin_base_patch4_window12_384.ms_in22k_ft_in1k,48.545,51.455,71.819,28.181,87.90,384,1.000,bicubic,-37.893,-26.247,-10 +caformer_s36.sail_in22k_ft_in1k_384,48.486,51.514,71.518,28.482,39.30,384,1.000,bicubic,-38.372,-26.694,-36 maxvit_base_tf_512.in1k,48.240,51.760,70.793,29.207,119.88,512,1.000,bicubic,-38.362,-27.125,-25 -vit_large_r50_s32_224.augreg_in21k_ft_in1k,48.189,51.811,70.870,29.130,328.99,224,0.900,bicubic,-36.233,-26.300,+139 -vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,47.934,52.066,70.923,29.077,88.30,384,1.000,bicubic,-37.432,-26.733,+56 -tf_efficientnet_b7.ns_jft_in1k,47.798,52.202,69.638,30.362,66.35,600,0.949,bicubic,-39.042,-28.456,-39 -tf_efficientnet_b6.ns_jft_in1k,47.769,52.231,69.958,30.042,43.04,528,0.942,bicubic,-38.687,-27.926,-18 -vit_base_patch8_224.augreg_in21k_ft_in1k,47.733,52.267,70.931,29.069,86.58,224,0.900,bicubic,-38.065,-26.859,+21 -deit3_base_patch16_384.fb_in22k_ft_in1k,47.682,52.318,69.758,30.242,86.88,384,1.000,bicubic,-39.056,-28.356,-35 -tf_efficientnet_l2.ns_jft_in1k,47.572,52.428,70.021,29.979,480.31,800,0.960,bicubic,-40.780,-28.627,-100 -vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,47.568,52.432,70.047,29.953,88.34,448,1.000,bicubic,-38.210,-27.591,+21 -vit_base_patch8_224.augreg2_in21k_ft_in1k,47.511,52.489,70.328,29.672,86.58,224,0.900,bicubic,-38.707,-27.504,-12 -tf_efficientnetv2_m.in21k_ft_in1k,47.458,52.542,70.931,29.069,54.14,480,1.000,bicubic,-38.542,-27.015,+3 -deit3_base_patch16_224.fb_in22k_ft_in1k,47.374,52.626,69.772,30.229,86.59,224,1.000,bicubic,-38.326,-27.974,+23 +vit_large_r50_s32_224.augreg_in21k_ft_in1k,48.185,51.815,70.866,29.134,328.99,224,0.900,bicubic,-36.233,-26.306,+144 +vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,47.934,52.066,70.923,29.077,88.30,384,1.000,bicubic,-37.432,-26.737,+58 +tf_efficientnet_b7.ns_jft_in1k,47.798,52.202,69.638,30.362,66.35,600,0.949,bicubic,-39.042,-28.454,-39 +tf_efficientnet_b6.ns_jft_in1k,47.761,52.239,69.956,30.044,43.04,528,0.942,bicubic,-38.697,-27.934,-17 +vit_base_patch8_224.augreg_in21k_ft_in1k,47.727,52.273,70.933,29.067,86.58,224,0.900,bicubic,-38.071,-26.857,+23 +deit3_base_patch16_384.fb_in22k_ft_in1k,47.676,52.324,69.752,30.248,86.88,384,1.000,bicubic,-39.064,-28.364,-35 +tf_efficientnet_l2.ns_jft_in1k,47.574,52.426,70.019,29.981,480.31,800,0.960,bicubic,-40.778,-28.629,-101 +vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,47.570,52.430,70.047,29.953,88.34,448,1.000,bicubic,-38.210,-27.591,+22 +vit_base_patch8_224.augreg2_in21k_ft_in1k,47.507,52.493,70.326,29.674,86.58,224,0.900,bicubic,-38.711,-27.506,-11 +tf_efficientnetv2_m.in21k_ft_in1k,47.456,52.544,70.945,29.055,54.14,480,1.000,bicubic,-38.536,-26.999,+7 +deit3_base_patch16_224.fb_in22k_ft_in1k,47.378,52.622,69.769,30.230,86.59,224,1.000,bicubic,-38.322,-27.977,+25 +tiny_vit_21m_512.dist_in22k_ft_in1k,47.254,52.746,70.062,29.938,21.27,512,1.000,bicubic,-39.204,-27.822,-26 convformer_s36.sail_in22k_ft_in1k_384,47.152,52.848,69.498,30.502,40.01,384,1.000,bicubic,-39.226,-28.486,-23 -maxvit_large_tf_512.in1k,47.022,52.978,69.506,30.494,212.33,512,1.000,bicubic,-39.504,-28.374,-34 -convnext_small.fb_in22k_ft_in1k_384,46.882,53.118,69.528,30.472,50.22,384,1.000,bicubic,-38.896,-28.362,+14 -convnextv2_huge.fcmae_ft_in1k,46.880,53.120,67.785,32.215,660.29,288,1.000,bicubic,-39.700,-30.187,-38 -convformer_s36.sail_in22k_ft_in1k,46.863,53.137,69.532,30.468,40.01,224,1.000,bicubic,-38.551,-28.036,+36 -caformer_s36.sail_in22k_ft_in1k,46.708,53.292,69.744,30.256,39.30,224,1.000,bicubic,-39.084,-28.080,+10 +maxvit_large_tf_512.in1k,47.022,52.978,69.506,30.494,212.33,512,1.000,bicubic,-39.504,-28.374,-35 +convnext_small.fb_in22k_ft_in1k_384,46.882,53.118,69.528,30.472,50.22,384,1.000,bicubic,-38.896,-28.362,+16 +convnextv2_huge.fcmae_ft_in1k,46.880,53.120,67.785,32.215,660.29,288,1.000,bicubic,-39.700,-30.187,-39 +convformer_s36.sail_in22k_ft_in1k,46.863,53.137,69.528,30.472,40.01,224,1.000,bicubic,-38.551,-28.040,+37 +caformer_s36.sail_in22k_ft_in1k,46.708,53.292,69.744,30.256,39.30,224,1.000,bicubic,-39.083,-28.082,+11 +tiny_vit_21m_384.dist_in22k_ft_in1k,46.256,53.744,69.231,30.769,21.23,384,1.000,bicubic,-39.852,-28.479,-12 beit_base_patch16_224.in22k_ft_in22k_in1k,46.254,53.746,69.885,30.115,86.53,224,0.900,bicubic,-38.958,-27.773,+52 -vit_base_patch32_clip_384.openai_ft_in12k_in1k,46.250,53.750,69.292,30.708,88.30,384,0.950,bicubic,-38.966,-28.114,+50 -maxvit_base_tf_384.in1k,46.234,53.766,68.529,31.471,119.65,384,1.000,bicubic,-40.068,-29.269,-27 -hrnet_w48_ssld.paddle_in1k,46.173,53.827,68.054,31.946,77.47,288,1.000,bilinear,-38.305,-29.180,+107 +vit_base_patch32_clip_384.openai_ft_in12k_in1k,46.234,53.766,69.288,30.712,88.30,384,0.950,bicubic,-38.980,-28.116,+49 +maxvit_base_tf_384.in1k,46.234,53.766,68.531,31.468,119.65,384,1.000,bicubic,-40.068,-29.267,-27 +hrnet_w48_ssld.paddle_in1k,46.177,53.823,68.056,31.944,77.47,288,1.000,bilinear,-38.303,-29.178,+110 beitv2_base_patch16_224.in1k_ft_in1k,46.002,53.998,67.859,32.141,86.53,224,0.900,bicubic,-39.592,-29.647,+17 -vit_base_patch16_384.augreg_in21k_ft_in1k,45.890,54.110,68.557,31.443,86.86,384,1.000,bicubic,-40.106,-29.445,-9 -seresnextaa101d_32x8d.sw_in12k_ft_in1k_288,45.863,54.137,68.608,31.392,93.59,320,1.000,bicubic,-40.861,-29.568,-52 -tf_efficientnet_b8.ap_in1k,45.778,54.222,67.907,32.093,87.41,672,0.954,bicubic,-39.586,-29.385,+34 -maxvit_large_tf_384.in1k,45.760,54.240,68.156,31.844,212.03,384,1.000,bicubic,-40.468,-29.534,-30 -vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,45.758,54.242,68.881,31.119,88.22,224,0.900,bicubic,-37.538,-27.647,+221 -convnext_small.in12k_ft_in1k_384,45.721,54.279,67.818,32.182,50.22,384,1.000,bicubic,-40.461,-30.104,-29 -tf_efficientnet_b5.ns_jft_in1k,45.611,54.389,67.852,32.148,30.39,456,0.934,bicubic,-40.477,-29.902,-22 +vit_base_patch16_384.augreg_in21k_ft_in1k,45.894,54.106,68.557,31.443,86.86,384,1.000,bicubic,-40.100,-29.445,-9 +seresnextaa101d_32x8d.sw_in12k_ft_in1k_288,45.863,54.137,68.608,31.392,93.59,320,1.000,bicubic,-40.861,-29.568,-54 +tf_efficientnet_b8.ap_in1k,45.780,54.220,67.907,32.093,87.41,672,0.954,bicubic,-39.584,-29.385,+34 +maxvit_large_tf_384.in1k,45.760,54.240,68.160,31.840,212.03,384,1.000,bicubic,-40.470,-29.528,-31 +vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,45.758,54.242,68.881,31.119,88.22,224,0.900,bicubic,-37.538,-27.647,+236 +convnext_small.in12k_ft_in1k_384,45.721,54.279,67.818,32.182,50.22,384,1.000,bicubic,-40.461,-30.104,-30 +tf_efficientnet_b5.ns_jft_in1k,45.611,54.389,67.850,32.150,30.39,456,0.934,bicubic,-40.477,-29.906,-22 swin_base_patch4_window7_224.ms_in22k_ft_in1k,45.532,54.468,68.504,31.496,87.77,224,0.900,bicubic,-39.740,-29.060,+33 mvitv2_large.fb_in1k,45.277,54.723,65.183,34.817,217.99,224,0.900,bicubic,-39.967,-32.031,+35 -vit_base_patch16_224.augreg2_in21k_ft_in1k,45.114,54.886,67.394,32.606,86.57,224,0.900,bicubic,-39.982,-30.136,+49 -vit_base_patch32_clip_224.openai_ft_in1k,45.031,54.969,68.453,31.547,88.22,224,0.900,bicubic,-36.899,-27.513,+364 -seresnextaa101d_32x8d.sw_in12k_ft_in1k,44.801,55.199,67.370,32.630,93.59,288,1.000,bicubic,-41.683,-30.660,-50 -convnextv2_large.fcmae_ft_in1k,44.797,55.203,65.853,34.147,197.96,288,1.000,bicubic,-41.320,-31.969,-30 -volo_d5_512.sail_in1k,44.577,55.423,65.767,34.233,296.09,512,1.150,bicubic,-42.481,-32.203,-83 +vit_base_patch16_224.augreg2_in21k_ft_in1k,45.114,54.886,67.394,32.606,86.57,224,0.900,bicubic,-39.980,-30.136,+50 +vit_base_patch32_clip_224.openai_ft_in1k,45.031,54.969,68.453,31.547,88.22,224,0.900,bicubic,-36.899,-27.513,+388 +tiny_vit_21m_224.dist_in22k_ft_in1k,44.851,55.149,67.590,32.410,21.20,224,0.950,bicubic,-40.235,-29.776,+50 +seresnextaa101d_32x8d.sw_in12k_ft_in1k,44.801,55.199,67.372,32.628,93.59,288,1.000,bicubic,-41.683,-30.658,-53 +convnextv2_large.fcmae_ft_in1k,44.797,55.203,65.853,34.147,197.96,288,1.000,bicubic,-41.320,-31.969,-32 +volo_d5_512.sail_in1k,44.577,55.423,65.765,34.235,296.09,512,1.150,bicubic,-42.481,-32.205,-86 convnextv2_tiny.fcmae_ft_in22k_in1k_384,44.322,55.678,66.655,33.345,28.64,384,1.000,bicubic,-40.784,-30.973,+41 -cait_m48_448.fb_dist_in1k,44.212,55.788,64.674,35.326,356.46,448,1.000,bicubic,-42.280,-33.078,-55 -deit3_large_patch16_384.fb_in1k,44.181,55.819,64.845,35.155,304.76,384,1.000,bicubic,-41.631,-32.753,-14 -volo_d5_448.sail_in1k,44.100,55.900,65.065,34.935,295.91,448,1.150,bicubic,-42.852,-32.873,-80 -eva02_small_patch14_336.mim_in22k_ft_in1k,43.966,56.034,65.934,34.066,22.13,336,1.000,bicubic,-41.750,-31.698,-8 -deit3_huge_patch14_224.fb_in1k,43.807,56.193,64.350,35.650,632.13,224,0.900,bicubic,-41.417,-33.010,+26 -convnext_small.fb_in22k_ft_in1k,43.620,56.380,66.464,33.536,50.22,288,1.000,bicubic,-41.642,-31.218,+21 -deit3_large_patch16_224.fb_in1k,43.514,56.486,63.574,36.426,304.37,224,0.900,bicubic,-41.262,-33.464,+62 -vit_base_r50_s16_384.orig_in21k_ft_in1k,43.507,56.493,66.783,33.217,98.95,384,1.000,bicubic,-41.469,-30.507,+46 -tf_efficientnet_b4.ns_jft_in1k,43.447,56.553,65.511,34.489,19.34,380,0.922,bicubic,-41.715,-31.959,+28 -deit3_medium_patch16_224.fb_in22k_ft_in1k,43.275,56.725,64.882,35.118,38.85,224,1.000,bicubic,-41.277,-32.306,+70 -volo_d5_224.sail_in1k,43.245,56.755,64.079,35.921,295.46,224,0.960,bicubic,-42.825,-33.497,-39 -vit_base_patch16_224.augreg_in21k_ft_in1k,43.221,56.779,65.722,34.279,86.57,224,0.900,bicubic,-41.310,-31.570,+71 -volo_d4_448.sail_in1k,43.133,56.867,64.108,35.892,193.41,448,1.150,bicubic,-43.659,-33.776,-81 -efficientnet_b5.sw_in12k_ft_in1k,42.872,57.128,65.413,34.587,30.39,448,1.000,bicubic,-43.020,-32.323,-31 -xcit_large_24_p8_384.fb_dist_in1k,42.838,57.162,63.418,36.582,188.93,384,1.000,bicubic,-43.158,-34.272,-37 -regnety_160.lion_in12k_ft_in1k,42.746,57.254,64.204,35.796,83.59,288,1.000,bicubic,-43.240,-33.632,-37 -regnety_160.sw_in12k_ft_in1k,42.687,57.313,64.346,35.654,83.59,288,1.000,bicubic,-43.299,-33.488,-37 -maxvit_small_tf_512.in1k,42.679,57.321,64.538,35.462,69.13,512,1.000,bicubic,-43.403,-33.225,-47 -convnext_small.in12k_ft_in1k,42.669,57.331,64.342,35.658,50.22,288,1.000,bicubic,-42.661,-33.204,+4 -xcit_large_24_p8_224.fb_dist_in1k,42.557,57.443,63.098,36.902,188.93,224,1.000,bicubic,-42.845,-34.304,-3 -tf_efficientnet_b8.ra_in1k,42.496,57.504,64.882,35.118,87.41,672,0.954,bicubic,-42.872,-32.512,-1 -caformer_b36.sail_in1k,42.465,57.535,62.849,37.151,98.75,224,1.000,bicubic,-43.041,-34.461,-14 -caformer_b36.sail_in1k_384,42.457,57.543,62.856,37.144,98.75,384,1.000,bicubic,-43.951,-34.958,-72 -maxvit_large_tf_224.in1k,42.414,57.586,63.399,36.601,211.79,224,0.950,bicubic,-42.528,-33.571,+32 -cait_m36_384.fb_dist_in1k,42.408,57.592,63.324,36.676,271.22,384,1.000,bicubic,-43.652,-34.406,-52 -volo_d4_224.sail_in1k,42.304,57.696,63.002,36.998,192.96,224,0.960,bicubic,-43.568,-34.470,-42 -caformer_s18.sail_in22k_ft_in1k_384,42.052,57.948,64.770,35.230,26.34,384,1.000,bicubic,-43.362,-32.932,-13 -deit3_small_patch16_384.fb_in22k_ft_in1k,41.952,58.048,64.554,35.446,22.21,384,1.000,bicubic,-42.872,-32.934,+37 -vit_medium_patch16_gap_384.sw_in12k_ft_in1k,41.895,58.105,63.701,36.299,39.03,384,0.950,bicubic,-43.637,-33.937,-22 -maxvit_tiny_tf_512.in1k,41.842,58.158,63.576,36.424,31.05,512,1.000,bicubic,-43.822,-34.008,-31 -caformer_s36.sail_in1k_384,41.738,58.262,62.760,37.240,39.30,384,1.000,bicubic,-44.002,-34.912,-36 -swin_small_patch4_window7_224.ms_in22k_ft_in1k,41.590,58.410,64.542,35.458,49.61,224,0.900,bicubic,-41.708,-32.422,+178 -convformer_s18.sail_in22k_ft_in1k_384,41.571,58.429,63.348,36.652,26.77,384,1.000,bicubic,-43.427,-34.222,+20 -regnety_2560.seer_ft_in1k,41.530,58.470,64.894,35.106,"1,282.60",384,1.000,bicubic,-43.622,-32.542,+4 -caformer_m36.sail_in1k_384,41.498,58.502,61.528,38.472,56.20,384,1.000,bicubic,-44.668,-36.292,-70 -coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k,41.486,58.514,61.485,38.515,41.72,224,0.950,bicubic,-43.424,-35.473,+24 -tf_efficientnet_b7.ra_in1k,41.439,58.561,63.027,36.973,66.35,600,0.949,bicubic,-43.493,-34.181,+20 -tf_efficientnet_b7.ap_in1k,41.429,58.571,62.876,37.124,66.35,600,0.949,bicubic,-43.693,-34.376,+2 -tf_efficientnet_b5.ap_in1k,41.414,58.586,62.082,37.918,30.39,456,0.934,bicubic,-42.844,-34.892,+77 -regnety_120.sw_in12k_ft_in1k,41.331,58.669,63.187,36.813,51.82,288,1.000,bicubic,-44.069,-34.395,-22 -dm_nfnet_f3.dm_in1k,41.323,58.677,62.110,37.890,254.92,416,0.940,bicubic,-44.363,-35.460,-43 -resnetv2_152x4_bit.goog_in21k_ft_in1k,41.308,58.692,64.312,35.688,936.53,480,1.000,bilinear,-43.608,-33.126,+16 -dm_nfnet_f5.dm_in1k,41.290,58.710,62.011,37.989,377.21,544,0.954,bicubic,-44.808,-35.677,-74 -caformer_s18.sail_in22k_ft_in1k,41.213,58.787,63.837,36.163,26.34,224,1.000,bicubic,-42.863,-33.361,+88 -dm_nfnet_f6.dm_in1k,41.166,58.834,62.843,37.157,438.36,576,0.956,bicubic,-45.196,-35.053,-91 -convnext_tiny.in12k_ft_in1k_384,41.113,58.887,62.825,37.175,28.59,384,1.000,bicubic,-44.009,-34.781,-7 -tf_efficientnet_b6.ap_in1k,41.089,58.911,62.359,37.641,43.04,528,0.942,bicubic,-43.697,-34.777,+21 -xcit_large_24_p16_384.fb_dist_in1k,41.036,58.964,61.237,38.763,189.10,384,1.000,bicubic,-44.718,-36.301,-55 -xcit_large_24_p16_224.fb_dist_in1k,40.942,59.058,61.324,38.676,189.10,224,1.000,bicubic,-43.974,-35.806,+10 -tf_efficientnetv2_l.in1k,40.930,59.070,62.011,37.989,118.52,480,1.000,bicubic,-44.734,-35.463,-50 -tf_efficientnetv2_s.in21k_ft_in1k,40.924,59.076,63.849,36.151,21.46,384,1.000,bicubic,-43.364,-33.403,+62 -maxvit_small_tf_384.in1k,40.846,59.154,61.972,38.028,69.02,384,1.000,bicubic,-44.694,-35.490,-47 -edgenext_base.in21k_ft_in1k,40.836,59.164,61.774,38.226,18.51,320,1.000,bicubic,-43.218,-35.422,+83 -maxvit_base_tf_224.in1k,40.787,59.213,61.202,38.798,119.47,224,0.950,bicubic,-44.073,-35.786,+9 -xcit_medium_24_p8_224.fb_dist_in1k,40.498,59.502,60.502,39.498,84.32,224,1.000,bicubic,-44.576,-36.772,-8 -vit_small_r26_s32_384.augreg_in21k_ft_in1k,40.474,59.526,62.735,37.265,36.47,384,1.000,bicubic,-43.574,-34.593,+82 -tf_efficientnet_b4.ap_in1k,40.472,59.528,61.717,38.283,19.34,380,0.922,bicubic,-42.778,-34.677,+155 -deit3_base_patch16_224.fb_in1k,40.374,59.626,60.168,39.832,86.59,224,0.900,bicubic,-43.412,-36.420,+103 -convformer_s18.sail_in22k_ft_in1k,40.301,59.699,61.719,38.281,26.77,224,1.000,bicubic,-43.437,-35.329,+110 -vit_medium_patch16_gap_256.sw_in12k_ft_in1k,40.276,59.724,61.668,38.332,38.86,256,0.950,bicubic,-44.170,-35.176,+35 -flexivit_large.600ep_in1k,40.272,59.728,60.367,39.633,304.36,240,0.950,bicubic,-45.266,-37.121,-55 -vit_base_patch16_224_miil.in21k_ft_in1k,40.162,59.838,60.889,39.111,86.54,224,0.875,bilinear,-44.104,-35.915,+53 -deit3_small_patch16_224.fb_in22k_ft_in1k,40.152,59.848,61.860,38.140,22.06,224,1.000,bicubic,-42.922,-34.916,+167 -regnetz_e8.ra3_in1k,40.136,59.864,61.316,38.684,57.70,320,1.000,bicubic,-44.900,-35.956,-14 -maxvit_rmlp_small_rw_224.sw_in1k,40.109,59.891,59.516,40.484,64.90,224,0.900,bicubic,-44.383,-37.494,+25 -flexivit_large.1200ep_in1k,40.097,59.903,60.646,39.354,304.36,240,0.950,bicubic,-45.549,-36.896,-65 -xcit_medium_24_p8_384.fb_dist_in1k,40.050,59.950,60.451,39.549,84.32,384,1.000,bicubic,-45.766,-37.141,-80 -flexivit_large.300ep_in1k,39.993,60.007,59.986,40.014,304.36,240,0.950,bicubic,-45.297,-37.415,-43 -maxvit_tiny_tf_384.in1k,39.971,60.029,60.909,39.091,30.98,384,1.000,bicubic,-45.129,-36.469,-27 -convnextv2_tiny.fcmae_ft_in22k_in1k,39.938,60.062,61.835,38.165,28.64,288,1.000,bicubic,-44.478,-35.425,+34 -dm_nfnet_f4.dm_in1k,39.924,60.076,60.447,39.553,316.07,512,0.951,bicubic,-45.912,-37.217,-86 -xcit_medium_24_p16_384.fb_dist_in1k,39.897,60.103,60.097,39.903,84.40,384,1.000,bicubic,-45.525,-37.309,-59 -convnext_tiny.fb_in22k_ft_in1k_384,39.787,60.213,61.536,38.464,28.59,384,1.000,bicubic,-44.301,-35.608,+58 -cait_s36_384.fb_dist_in1k,39.767,60.233,60.469,39.531,68.37,384,1.000,bicubic,-45.687,-37.009,-63 -convnextv2_base.fcmae_ft_in1k,39.755,60.245,59.875,40.125,88.72,288,1.000,bicubic,-45.719,-37.509,-66 -volo_d3_448.sail_in1k,39.702,60.298,59.760,40.240,86.63,448,1.000,bicubic,-46.798,-37.950,-131 -efficientnetv2_rw_m.agc_in1k,39.681,60.319,59.679,40.321,53.24,416,1.000,bicubic,-45.131,-37.471,-10 -xception65.ra3_in1k,39.621,60.379,60.919,39.081,39.92,299,0.940,bicubic,-43.561,-35.673,+138 -ecaresnet269d.ra2_in1k,39.604,60.396,60.345,39.655,102.09,352,1.000,bicubic,-45.362,-36.877,-24 -tf_efficientnet_b3.ns_jft_in1k,39.588,60.412,61.475,38.525,12.23,300,0.904,bicubic,-44.468,-35.443,+55 -caformer_m36.sail_in1k,39.572,60.428,58.691,41.309,56.20,224,1.000,bicubic,-45.660,-38.510,-51 +cait_m48_448.fb_dist_in1k,44.212,55.788,64.674,35.326,356.46,448,1.000,bicubic,-42.280,-33.078,-58 +deit3_large_patch16_384.fb_in1k,44.182,55.818,64.845,35.155,304.76,384,1.000,bicubic,-41.630,-32.753,-15 +volo_d5_448.sail_in1k,44.100,55.900,65.065,34.935,295.91,448,1.150,bicubic,-42.852,-32.873,-83 +eva02_small_patch14_336.mim_in22k_ft_in1k,43.960,56.040,65.942,34.058,22.13,336,1.000,bicubic,-41.758,-31.692,-9 +deit3_huge_patch14_224.fb_in1k,43.807,56.193,64.350,35.650,632.13,224,0.900,bicubic,-41.417,-33.010,+25 +convnext_small.fb_in22k_ft_in1k,43.620,56.380,66.464,33.536,50.22,288,1.000,bicubic,-41.642,-31.218,+20 +deit3_large_patch16_224.fb_in1k,43.516,56.484,63.572,36.428,304.37,224,0.900,bicubic,-41.258,-33.464,+63 +vit_base_r50_s16_384.orig_in21k_ft_in1k,43.501,56.499,66.781,33.219,98.95,384,1.000,bicubic,-41.475,-30.509,+47 +tf_efficientnet_b4.ns_jft_in1k,43.447,56.553,65.513,34.487,19.34,380,0.922,bicubic,-41.712,-31.955,+28 +deit3_medium_patch16_224.fb_in22k_ft_in1k,43.276,56.724,64.888,35.112,38.85,224,1.000,bicubic,-41.273,-32.300,+72 +volo_d5_224.sail_in1k,43.243,56.757,64.079,35.921,295.46,224,0.960,bicubic,-42.827,-33.497,-40 +vit_base_patch16_224.augreg_in21k_ft_in1k,43.221,56.779,65.722,34.279,86.57,224,0.900,bicubic,-41.310,-31.572,+73 +volo_d4_448.sail_in1k,43.133,56.867,64.108,35.892,193.41,448,1.150,bicubic,-43.659,-33.776,-84 +efficientnet_b5.sw_in12k_ft_in1k,42.872,57.128,65.415,34.585,30.39,448,1.000,bicubic,-43.024,-32.321,-32 +xcit_large_24_p8_384.fb_dist_in1k,42.838,57.162,63.418,36.582,188.93,384,1.000,bicubic,-43.158,-34.272,-40 +regnety_160.lion_in12k_ft_in1k,42.748,57.252,64.203,35.797,83.59,288,1.000,bicubic,-43.240,-33.632,-38 +regnety_160.sw_in12k_ft_in1k,42.683,57.317,64.338,35.662,83.59,288,1.000,bicubic,-43.303,-33.496,-38 +maxvit_small_tf_512.in1k,42.681,57.319,64.537,35.464,69.13,512,1.000,bicubic,-43.403,-33.227,-48 +convnext_small.in12k_ft_in1k,42.669,57.331,64.342,35.658,50.22,288,1.000,bicubic,-42.661,-33.204,+3 +xcit_large_24_p8_224.fb_dist_in1k,42.557,57.443,63.098,36.902,188.93,224,1.000,bicubic,-42.845,-34.304,-4 +tf_efficientnet_b8.ra_in1k,42.498,57.502,64.873,35.127,87.41,672,0.954,bicubic,-42.870,-32.521,-2 +caformer_b36.sail_in1k,42.465,57.535,62.849,37.151,98.75,224,1.000,bicubic,-43.039,-34.461,-15 +caformer_b36.sail_in1k_384,42.457,57.543,62.856,37.144,98.75,384,1.000,bicubic,-43.951,-34.958,-74 +maxvit_large_tf_224.in1k,42.414,57.586,63.399,36.601,211.79,224,0.950,bicubic,-42.528,-33.571,+33 +cait_m36_384.fb_dist_in1k,42.410,57.590,63.324,36.676,271.22,384,1.000,bicubic,-43.648,-34.406,-53 +volo_d4_224.sail_in1k,42.304,57.696,63.002,36.998,192.96,224,0.960,bicubic,-43.568,-34.470,-43 +caformer_s18.sail_in22k_ft_in1k_384,42.054,57.946,64.774,35.226,26.34,384,1.000,bicubic,-43.360,-32.928,-14 +deit3_small_patch16_384.fb_in22k_ft_in1k,41.954,58.046,64.564,35.436,22.21,384,1.000,bicubic,-42.870,-32.922,+38 +vit_medium_patch16_gap_384.sw_in12k_ft_in1k,41.891,58.109,63.701,36.299,39.03,384,0.950,bicubic,-43.639,-33.935,-23 +maxvit_tiny_tf_512.in1k,41.842,58.158,63.576,36.424,31.05,512,1.000,bicubic,-43.822,-34.008,-32 +caformer_s36.sail_in1k_384,41.738,58.262,62.762,37.238,39.30,384,1.000,bicubic,-44.004,-34.910,-38 +swin_small_patch4_window7_224.ms_in22k_ft_in1k,41.590,58.410,64.542,35.458,49.61,224,0.900,bicubic,-41.708,-32.422,+192 +convformer_s18.sail_in22k_ft_in1k_384,41.573,58.427,63.348,36.652,26.77,384,1.000,bicubic,-43.425,-34.222,+21 +regnety_2560.seer_ft_in1k,41.524,58.476,64.896,35.104,"1,282.60",384,1.000,bicubic,-43.626,-32.542,+4 +caformer_m36.sail_in1k_384,41.498,58.502,61.524,38.476,56.20,384,1.000,bicubic,-44.668,-36.296,-72 +coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k,41.486,58.514,61.485,38.515,41.72,224,0.950,bicubic,-43.424,-35.473,+25 +tf_efficientnet_b7.ra_in1k,41.437,58.563,63.027,36.973,66.35,600,0.949,bicubic,-43.495,-34.181,+21 +tf_efficientnet_b7.ap_in1k,41.433,58.567,62.880,37.120,66.35,600,0.949,bicubic,-43.691,-34.372,+1 +tf_efficientnet_b5.ap_in1k,41.418,58.582,62.074,37.926,30.39,456,0.934,bicubic,-42.840,-34.900,+79 +regnety_120.sw_in12k_ft_in1k,41.331,58.669,63.187,36.813,51.82,288,1.000,bicubic,-44.069,-34.395,-23 +dm_nfnet_f3.dm_in1k,41.323,58.677,62.110,37.890,254.92,416,0.940,bicubic,-44.363,-35.460,-44 +resnetv2_152x4_bit.goog_in21k_ft_in1k,41.306,58.694,64.311,35.689,936.53,480,1.000,bilinear,-43.610,-33.127,+17 +dm_nfnet_f5.dm_in1k,41.290,58.710,62.013,37.987,377.21,544,0.954,bicubic,-44.810,-35.675,-75 +caformer_s18.sail_in22k_ft_in1k,41.217,58.783,63.831,36.169,26.34,224,1.000,bicubic,-42.857,-33.367,+92 +dm_nfnet_f6.dm_in1k,41.170,58.830,62.843,37.157,438.36,576,0.956,bicubic,-45.192,-35.053,-93 +convnext_tiny.in12k_ft_in1k_384,41.113,58.887,62.825,37.175,28.59,384,1.000,bicubic,-44.009,-34.781,-6 +tf_efficientnet_b6.ap_in1k,41.095,58.905,62.365,37.635,43.04,528,0.942,bicubic,-43.693,-34.773,+22 +xcit_large_24_p16_384.fb_dist_in1k,41.036,58.964,61.237,38.763,189.10,384,1.000,bicubic,-44.718,-36.301,-56 +xcit_large_24_p16_224.fb_dist_in1k,40.942,59.058,61.326,38.674,189.10,224,1.000,bicubic,-43.974,-35.802,+11 +tf_efficientnetv2_l.in1k,40.928,59.072,62.011,37.989,118.52,480,1.000,bicubic,-44.736,-35.463,-51 +tf_efficientnetv2_s.in21k_ft_in1k,40.922,59.078,63.849,36.151,21.46,384,1.000,bicubic,-43.364,-33.403,+64 +maxvit_small_tf_384.in1k,40.844,59.156,61.972,38.028,69.02,384,1.000,bicubic,-44.696,-35.490,-47 +edgenext_base.in21k_ft_in1k,40.836,59.164,61.776,38.224,18.51,320,1.000,bicubic,-43.218,-35.420,+86 +maxvit_base_tf_224.in1k,40.789,59.211,61.196,38.804,119.47,224,0.950,bicubic,-44.071,-35.792,+10 +xcit_medium_24_p8_224.fb_dist_in1k,40.498,59.502,60.502,39.498,84.32,224,1.000,bicubic,-44.576,-36.748,-7 +vit_small_r26_s32_384.augreg_in21k_ft_in1k,40.474,59.526,62.731,37.269,36.47,384,1.000,bicubic,-43.574,-34.597,+85 +tf_efficientnet_b4.ap_in1k,40.474,59.526,61.713,38.287,19.34,380,0.922,bicubic,-42.776,-34.683,+171 +deit3_base_patch16_224.fb_in1k,40.382,59.618,60.164,39.836,86.59,224,0.900,bicubic,-43.404,-36.422,+110 +inception_next_base.sail_in1k_384,40.333,59.667,60.781,39.219,86.67,384,1.000,bicubic,-44.869,-36.633,-25 +convformer_s18.sail_in22k_ft_in1k,40.301,59.699,61.719,38.281,26.77,224,1.000,bicubic,-43.437,-35.329,+117 +vit_medium_patch16_gap_256.sw_in12k_ft_in1k,40.278,59.722,61.664,38.336,38.86,256,0.950,bicubic,-44.168,-35.546,+36 +flexivit_large.600ep_in1k,40.268,59.732,60.365,39.635,304.36,240,0.950,bicubic,-45.272,-37.123,-58 +vit_base_patch16_224_miil.in21k_ft_in1k,40.164,59.836,60.883,39.117,86.54,224,0.875,bilinear,-44.102,-35.921,+54 +deit3_small_patch16_224.fb_in22k_ft_in1k,40.152,59.848,61.864,38.136,22.06,224,1.000,bicubic,-42.924,-34.912,+183 +regnetz_e8.ra3_in1k,40.136,59.864,61.316,38.684,57.70,320,1.000,bicubic,-44.898,-35.956,-14 +maxvit_rmlp_small_rw_224.sw_in1k,40.105,59.895,59.514,40.486,64.90,224,0.900,bicubic,-44.387,-37.496,+26 +flexivit_large.1200ep_in1k,40.097,59.903,60.650,39.350,304.36,240,0.950,bicubic,-45.547,-36.890,-67 +xcit_medium_24_p8_384.fb_dist_in1k,40.050,59.950,60.451,39.549,84.32,384,1.000,bicubic,-45.766,-37.141,-82 +flexivit_large.300ep_in1k,39.991,60.009,59.987,40.013,304.36,240,0.950,bicubic,-45.297,-37.413,-45 +maxvit_tiny_tf_384.in1k,39.971,60.029,60.909,39.091,30.98,384,1.000,bicubic,-45.129,-36.469,-28 +convnextv2_tiny.fcmae_ft_in22k_in1k,39.938,60.062,61.835,38.165,28.64,288,1.000,bicubic,-44.478,-35.425,+35 +dm_nfnet_f4.dm_in1k,39.926,60.074,60.449,39.551,316.07,512,0.951,bicubic,-45.910,-37.369,-87 +xcit_medium_24_p16_384.fb_dist_in1k,39.897,60.103,60.097,39.903,84.40,384,1.000,bicubic,-45.527,-37.233,-62 +convnext_tiny.fb_in22k_ft_in1k_384,39.787,60.213,61.536,38.464,28.59,384,1.000,bicubic,-44.301,-35.608,+61 +cait_s36_384.fb_dist_in1k,39.767,60.233,60.469,39.531,68.37,384,1.000,bicubic,-45.687,-37.009,-65 +convnextv2_base.fcmae_ft_in1k,39.755,60.245,59.875,40.125,88.72,288,1.000,bicubic,-45.719,-37.509,-68 +volo_d3_448.sail_in1k,39.702,60.298,59.760,40.240,86.63,448,1.000,bicubic,-46.800,-37.950,-135 +efficientnetv2_rw_m.agc_in1k,39.675,60.325,59.679,40.321,53.24,416,1.000,bicubic,-45.135,-37.473,-10 +xception65.ra3_in1k,39.623,60.377,60.919,39.081,39.92,299,0.940,bicubic,-43.557,-35.673,+153 +ecaresnet269d.ra2_in1k,39.604,60.396,60.345,39.655,102.09,352,1.000,bicubic,-45.364,-36.877,-24 +tf_efficientnet_b3.ns_jft_in1k,39.586,60.414,61.475,38.525,12.23,300,0.904,bicubic,-44.466,-35.443,+60 +caformer_m36.sail_in1k,39.576,60.424,58.692,41.308,56.20,224,1.000,bicubic,-45.656,-38.508,-53 convformer_b36.sail_in1k,39.525,60.475,58.081,41.919,99.88,224,1.000,bicubic,-45.293,-38.865,-16 -caformer_s36.sail_in1k,39.519,60.481,59.760,40.240,39.30,224,1.000,bicubic,-44.989,-37.236,+4 -volo_d3_224.sail_in1k,39.482,60.518,59.860,40.140,86.33,224,0.960,bicubic,-45.932,-37.416,-68 +caformer_s36.sail_in1k,39.519,60.481,59.760,40.240,39.30,224,1.000,bicubic,-44.987,-37.236,+5 +volo_d3_224.sail_in1k,39.482,60.518,59.858,40.142,86.33,224,0.960,bicubic,-45.932,-37.418,-70 convnext_large.fb_in1k,39.460,60.540,59.188,40.812,197.77,288,1.000,bicubic,-45.386,-38.026,-21 -deit3_base_patch16_384.fb_in1k,39.411,60.589,58.928,41.072,86.88,384,1.000,bicubic,-45.661,-38.324,-38 +deit3_base_patch16_384.fb_in1k,39.409,60.591,58.930,41.070,86.88,384,1.000,bicubic,-45.665,-38.344,-38 xcit_small_24_p8_224.fb_dist_in1k,39.327,60.673,59.402,40.598,47.63,224,1.000,bicubic,-45.541,-37.788,-25 -xcit_medium_24_p16_224.fb_dist_in1k,39.272,60.728,59.463,40.537,84.40,224,1.000,bicubic,-45.014,-37.469,+26 -convformer_m36.sail_in1k,39.236,60.764,57.629,42.371,57.05,224,1.000,bicubic,-45.258,-39.237,-1 -coat_lite_medium_384.in1k,39.175,60.825,59.280,40.720,44.57,384,1.000,bicubic,-45.703,-38.092,-29 -efficientnet_b4.ra2_in1k,39.091,60.909,59.618,40.382,19.34,384,1.000,bicubic,-44.323,-36.980,+105 -hrnet_w18_ssld.paddle_in1k,39.067,60.933,60.650,39.350,21.30,288,1.000,bilinear,-42.979,-35.600,+255 -tresnet_v2_l.miil_in21k_ft_in1k,39.016,60.984,59.480,40.520,46.17,224,0.875,bilinear,-44.884,-37.014,+55 -xcit_small_24_p8_384.fb_dist_in1k,39.010,60.990,59.166,40.834,47.63,384,1.000,bicubic,-46.544,-38.404,-90 -resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k_384,38.975,61.025,62.434,37.566,236.34,384,1.000,bicubic,-44.859,-34.692,+60 -convformer_b36.sail_in1k_384,38.930,61.070,58.413,41.587,99.88,384,1.000,bicubic,-46.812,-39.111,-102 -convnext_tiny.in12k_ft_in1k,38.912,61.088,59.862,40.138,28.59,288,1.000,bicubic,-45.538,-37.478,-4 -maxvit_small_tf_224.in1k,38.871,61.129,59.160,40.840,68.93,224,0.950,bicubic,-45.555,-37.664,+4 -coatnet_rmlp_2_rw_224.sw_in1k,38.869,61.131,58.018,41.982,73.88,224,0.950,bicubic,-45.737,-38.722,-22 -vit_base_patch32_384.augreg_in21k_ft_in1k,38.796,61.204,60.327,39.673,88.30,384,1.000,bicubic,-44.554,-36.511,+105 -tf_efficientnetv2_m.in1k,38.714,61.286,59.793,40.207,54.14,480,1.000,bicubic,-46.490,-37.571,-67 -eca_nfnet_l2.ra3_in1k,38.655,61.345,59.443,40.557,56.72,384,1.000,bicubic,-46.047,-37.739,-30 -davit_small.msft_in1k,38.631,61.369,58.203,41.797,49.75,224,0.950,bicubic,-45.621,-38.737,+14 -mvitv2_small.fb_in1k,38.578,61.422,58.130,41.870,34.87,224,0.900,bicubic,-45.192,-38.446,+59 -xcit_small_12_p8_384.fb_dist_in1k,38.547,61.453,58.795,41.205,26.21,384,1.000,bicubic,-46.531,-38.487,-59 -convformer_m36.sail_in1k_384,38.531,61.469,57.736,42.264,57.05,384,1.000,bicubic,-47.049,-39.806,-103 -xcit_small_24_p16_384.fb_dist_in1k,38.499,61.501,58.396,41.604,47.67,384,1.000,bicubic,-46.591,-38.916,-62 -davit_base.msft_in1k,38.490,61.510,57.535,42.465,87.95,224,0.950,bicubic,-46.152,-39.485,-33 -mvitv2_base.fb_in1k,38.458,61.542,57.934,42.066,51.47,224,0.900,bicubic,-45.992,-38.924,-15 -rexnetr_300.sw_in12k_ft_in1k,38.431,61.569,60.610,39.390,34.81,288,1.000,bicubic,-46.113,-36.646,-28 -convformer_s36.sail_in1k,38.405,61.595,57.710,42.290,40.01,224,1.000,bicubic,-45.655,-39.036,+23 -xcit_small_12_p8_224.fb_dist_in1k,38.360,61.640,58.824,41.176,26.21,224,1.000,bicubic,-45.876,-38.048,+8 -tf_efficientnet_b5.ra_in1k,38.331,61.669,59.928,40.072,30.39,456,0.934,bicubic,-45.480,-36.826,+45 -deit_base_distilled_patch16_384.fb_in1k,38.246,61.754,57.783,42.217,87.63,384,1.000,bicubic,-47.180,-39.547,-102 -xcit_large_24_p8_224.fb_in1k,38.106,61.894,57.873,42.127,188.93,224,1.000,bicubic,-46.288,-38.791,-6 -vit_base_patch16_384.orig_in21k_ft_in1k,38.105,61.895,60.418,39.582,86.86,384,1.000,bicubic,-46.096,-36.802,+7 -resnetv2_152x2_bit.goog_in21k_ft_in1k,38.000,62.000,61.137,38.863,236.34,448,1.000,bilinear,-46.510,-35.855,-32 -pvt_v2_b4.in1k,37.949,62.051,58.217,41.783,62.56,224,0.900,bicubic,-45.761,-38.457,+54 -coat_lite_medium.in1k,37.880,62.120,57.796,42.204,44.57,224,0.900,bicubic,-45.719,-38.932,+63 -cait_s24_384.fb_dist_in1k,37.879,62.121,58.069,41.931,47.06,384,1.000,bicubic,-47.169,-39.277,-71 -convnextv2_nano.fcmae_ft_in22k_in1k_384,37.875,62.125,59.443,40.557,15.62,384,1.000,bicubic,-45.499,-37.301,+82 -resnet152d.ra2_in1k,37.851,62.149,58.362,41.638,60.21,320,1.000,bicubic,-45.833,-38.378,+55 -convformer_s36.sail_in1k_384,37.812,62.188,57.488,42.512,40.01,384,1.000,bicubic,-47.566,-39.988,-104 -resnetrs420.tf_in1k,37.745,62.255,58.207,41.793,191.89,416,1.000,bicubic,-47.261,-38.917,-72 -deit3_medium_patch16_224.fb_in1k,37.709,62.291,57.085,42.915,38.85,224,0.900,bicubic,-45.377,-39.211,+104 -xcit_small_24_p16_224.fb_dist_in1k,37.702,62.298,57.372,42.628,47.67,224,1.000,bicubic,-46.172,-39.364,+24 -resnetrs350.tf_in1k,37.666,62.334,58.097,41.903,163.96,384,1.000,bicubic,-47.048,-38.895,-57 -caformer_s18.sail_in1k_384,37.664,62.336,57.612,42.388,26.34,384,1.000,bicubic,-47.362,-39.746,-77 -regnety_640.seer_ft_in1k,37.584,62.416,59.868,40.132,281.38,384,1.000,bicubic,-46.324,-37.054,+17 -xcit_small_12_p16_384.fb_dist_in1k,37.582,62.418,57.761,42.239,26.25,384,1.000,bicubic,-47.130,-39.357,-59 -pvt_v2_b5.in1k,37.544,62.456,57.303,42.697,81.96,224,0.900,bicubic,-46.198,-39.331,+37 -resnet200d.ra2_in1k,37.503,62.497,58.301,41.699,64.69,320,1.000,bicubic,-46.461,-38.523,+10 -maxvit_rmlp_tiny_rw_256.sw_in1k,37.381,62.619,57.193,42.807,29.15,256,0.950,bicubic,-46.843,-39.675,-11 -resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k,37.344,62.656,59.402,40.598,236.34,224,0.875,bicubic,-45.532,-37.180,+112 -regnety_1280.seer_ft_in1k,37.330,62.670,59.133,40.867,644.81,384,1.000,bicubic,-47.102,-37.959,-36 -resnest269e.in1k,37.311,62.689,57.490,42.510,110.93,416,0.928,bicubic,-47.199,-39.944,-50 -convnext_base.fb_in1k,37.307,62.693,57.319,42.681,88.59,288,1.000,bicubic,-47.121,-39.649,-37 -resmlp_big_24_224.fb_in22k_ft_in1k,37.242,62.758,58.191,41.809,129.14,224,0.875,bicubic,-47.156,-38.921,-30 -vit_small_r26_s32_224.augreg_in21k_ft_in1k,37.230,62.770,59.072,40.928,36.43,224,0.900,bicubic,-44.634,-36.950,+224 -pit_b_distilled_224.in1k,37.197,62.803,56.507,43.493,74.79,224,0.900,bicubic,-46.569,-39.959,+24 -cait_s24_224.fb_dist_in1k,37.153,62.847,56.724,43.276,46.92,224,1.000,bicubic,-46.289,-39.850,+52 -dm_nfnet_f2.dm_in1k,37.128,62.872,56.983,43.017,193.78,352,0.920,bicubic,-48.066,-40.363,-106 -resnetaa101d.sw_in12k_ft_in1k,37.116,62.884,57.851,42.149,44.57,288,1.000,bicubic,-47.008,-39.255,-14 -efficientformer_l7.snap_dist_in1k,37.112,62.888,56.900,43.100,82.23,224,0.950,bicubic,-46.270,-39.636,+58 -pvt_v2_b3.in1k,37.110,62.890,57.340,42.660,45.24,224,0.900,bicubic,-46.010,-39.214,+81 -vit_base_patch32_224.augreg_in21k_ft_in1k,37.073,62.927,59.307,40.693,88.22,224,0.900,bicubic,-43.643,-36.259,+327 -volo_d1_384.sail_in1k,37.069,62.931,57.138,42.862,26.78,384,1.000,bicubic,-48.175,-40.056,-119 -tf_efficientnet_b3.ap_in1k,37.053,62.947,57.236,42.764,12.23,300,0.904,bicubic,-44.773,-38.390,+216 -efficientnetv2_rw_s.ra2_in1k,37.053,62.947,56.816,43.184,23.94,384,1.000,bicubic,-46.755,-39.916,+11 -maxvit_tiny_tf_224.in1k,37.020,62.980,56.904,43.096,30.92,224,0.950,bicubic,-46.382,-39.686,+47 -swinv2_base_window16_256.ms_in1k,36.990,63.010,56.140,43.860,87.92,256,0.900,bicubic,-47.610,-40.950,-73 -xcit_small_12_p16_224.fb_dist_in1k,36.975,63.025,56.725,43.275,26.25,224,1.000,bicubic,-46.353,-39.691,+57 -regnetz_040_h.ra3_in1k,36.973,63.027,57.276,42.724,28.94,320,1.000,bicubic,-47.519,-39.482,-64 -volo_d1_224.sail_in1k,36.884,63.116,56.633,43.367,26.63,224,0.960,bicubic,-47.278,-40.143,-27 -seresnet152d.ra2_in1k,36.784,63.216,56.727,43.273,66.84,320,1.000,bicubic,-47.576,-40.313,-45 -efficientformerv2_l.snap_dist_in1k,36.762,63.238,56.635,43.365,26.32,224,0.950,bicubic,-46.870,-39.925,+24 -maxxvit_rmlp_small_rw_256.sw_in1k,36.707,63.293,56.012,43.988,66.01,256,0.950,bicubic,-47.917,-41.056,-81 -seresnext101d_32x8d.ah_in1k,36.633,63.367,56.325,43.675,93.59,288,1.000,bicubic,-47.725,-40.596,-47 -volo_d2_224.sail_in1k,36.627,63.373,56.466,43.534,58.68,224,0.960,bicubic,-48.575,-40.724,-124 -caformer_s18.sail_in1k,36.576,63.424,55.827,44.173,26.34,224,1.000,bicubic,-47.080,-40.689,+19 -xception65p.ra3_in1k,36.564,63.436,56.435,43.565,39.82,299,0.940,bicubic,-46.572,-39.673,+60 -seresnextaa101d_32x8d.ah_in1k,36.532,63.468,56.409,43.591,93.59,288,1.000,bicubic,-48.034,-40.667,-83 -focalnet_base_srf.ms_in1k,36.460,63.540,56.217,43.783,88.15,224,0.900,bicubic,-47.358,-40.465,-6 -regnetz_d32.ra3_in1k,36.448,63.552,57.368,42.632,27.58,320,0.950,bicubic,-47.574,-39.500,-25 -cait_xs24_384.fb_dist_in1k,36.416,63.584,56.944,43.056,26.67,384,1.000,bicubic,-47.645,-39.941,-32 -efficientnet_b3.ra2_in1k,36.409,63.591,56.836,43.164,12.23,320,1.000,bicubic,-45.833,-39.282,+158 -deit_base_distilled_patch16_224.fb_in1k,36.407,63.593,56.613,43.387,87.34,224,0.900,bicubic,-46.979,-39.875,+33 -volo_d2_384.sail_in1k,36.407,63.593,56.323,43.677,58.87,384,1.000,bicubic,-49.635,-41.251,-194 -resnetv2_101x3_bit.goog_in21k_ft_in1k,36.383,63.617,59.068,40.932,387.93,448,1.000,bilinear,-48.055,-38.314,-71 -gcvit_base.in1k,36.381,63.619,55.880,44.120,90.32,224,0.875,bicubic,-48.065,-41.328,-74 -dm_nfnet_f1.dm_in1k,36.326,63.674,55.747,44.253,132.63,320,0.910,bicubic,-48.376,-41.519,-98 -resnetrs270.tf_in1k,36.308,63.692,56.564,43.436,129.86,352,1.000,bicubic,-48.120,-40.404,-71 -tresnet_m.miil_in21k_ft_in1k,36.281,63.719,55.784,44.216,31.39,224,0.875,bilinear,-46.793,-40.330,+58 -mixer_b16_224.miil_in21k_ft_in1k,36.267,63.733,55.965,44.035,59.88,224,0.875,bilinear,-46.039,-39.755,+144 -convnext_small.fb_in1k,36.248,63.752,55.912,44.088,50.22,288,1.000,bicubic,-47.453,-40.896,-1 -convformer_s18.sail_in1k_384,36.204,63.796,56.059,43.941,26.77,384,1.000,bicubic,-48.198,-41.053,-69 -deit3_small_patch16_384.fb_in1k,36.191,63.809,55.558,44.442,22.21,384,1.000,bicubic,-47.240,-41.116,+17 -tf_efficientnet_b2.ns_jft_in1k,36.167,63.833,57.559,42.441,9.11,260,0.890,bicubic,-46.211,-38.695,+126 -mvitv2_tiny.fb_in1k,36.167,63.833,55.132,44.868,24.17,224,0.900,bicubic,-46.243,-41.020,+122 -focalnet_base_lrf.ms_in1k,36.118,63.882,55.810,44.190,88.75,224,0.900,bicubic,-47.720,-40.798,-26 -regnety_320.seer_ft_in1k,36.067,63.933,58.480,41.520,145.05,384,1.000,bicubic,-47.267,-38.226,+26 -regnetz_040.ra3_in1k,36.053,63.947,55.735,44.265,27.12,320,1.000,bicubic,-48.187,-41.197,-63 -resnest200e.in1k,35.929,64.071,55.853,44.147,70.20,320,0.909,bicubic,-47.917,-41.031,-31 -resnet18.fb_swsl_ig1b_ft_in1k,35.866,64.134,58.461,41.539,11.69,224,0.875,bilinear,-37.416,-33.271,+615 -sequencer2d_l.in1k,35.831,64.169,55.715,44.285,54.30,224,0.875,bicubic,-47.563,-40.781,+14 -eca_nfnet_l1.ra2_in1k,35.815,64.185,55.955,44.045,41.41,320,1.000,bicubic,-48.195,-41.071,-45 -gcvit_small.in1k,35.760,64.240,54.794,45.206,51.09,224,0.875,bicubic,-48.132,-41.864,-38 -vit_base_patch16_224.orig_in21k_ft_in1k,35.758,64.242,57.401,42.599,86.57,224,0.900,bicubic,-46.028,-38.723,+181 -vit_relpos_medium_patch16_cls_224.sw_in1k,35.725,64.275,54.919,45.081,38.76,224,0.900,bicubic,-46.847,-41.148,+96 -xcit_small_24_p8_224.fb_in1k,35.554,64.446,54.780,45.220,47.63,224,1.000,bicubic,-48.280,-41.852,-34 -xcit_large_24_p16_224.fb_in1k,35.528,64.472,54.743,45.257,189.10,224,1.000,bicubic,-47.372,-41.143,+53 -coat_small.in1k,35.520,64.480,55.157,44.843,21.69,224,0.900,bicubic,-46.842,-41.051,+114 -xcit_small_12_p8_224.fb_in1k,35.519,64.481,55.507,44.493,26.21,224,1.000,bicubic,-47.813,-40.977,+15 -flexivit_base.1200ep_in1k,35.517,64.484,53.843,46.157,86.59,240,0.950,bicubic,-49.161,-43.153,-120 -vit_small_patch16_384.augreg_in21k_ft_in1k,35.467,64.533,57.535,42.465,22.20,384,1.000,bicubic,-48.335,-39.563,-35 -regnetz_d8_evos.ch_in1k,35.458,64.542,55.749,44.251,23.46,320,1.000,bicubic,-48.668,-41.263,-68 -xcit_medium_24_p8_224.fb_in1k,35.452,64.548,54.823,45.177,84.32,224,1.000,bicubic,-48.296,-41.577,-31 -swinv2_base_window8_256.ms_in1k,35.450,64.550,54.607,45.393,87.92,256,0.900,bicubic,-48.800,-42.317,-80 -swinv2_small_window16_256.ms_in1k,35.428,64.572,54.623,45.377,49.73,256,0.900,bicubic,-48.796,-42.155,-78 -dm_nfnet_f0.dm_in1k,35.407,64.594,55.527,44.473,71.49,256,0.900,bicubic,-48.080,-41.041,-10 -resnest101e.in1k,35.377,64.623,55.784,44.216,48.28,256,0.875,bilinear,-47.507,-40.538,+44 -resnet152.a1h_in1k,35.357,64.643,54.627,45.373,60.19,288,1.000,bicubic,-48.093,-41.911,-10 -tf_efficientnet_b5.aa_in1k,35.320,64.680,56.036,43.964,30.39,456,0.934,bicubic,-48.368,-40.676,-27 -convit_base.fb_in1k,35.302,64.698,54.939,45.061,86.54,224,0.875,bicubic,-46.988,-40.997,+115 -focalnet_small_lrf.ms_in1k,35.275,64.725,54.888,45.112,50.34,224,0.900,bicubic,-48.219,-41.692,-16 -efficientformer_l3.snap_dist_in1k,35.245,64.755,54.507,45.493,31.41,224,0.950,bicubic,-47.305,-41.741,+83 -xcit_tiny_24_p8_224.fb_dist_in1k,35.241,64.759,55.267,44.733,12.11,224,1.000,bicubic,-47.325,-40.791,+80 -edgenext_base.usi_in1k,35.216,64.784,55.126,44.874,18.51,320,1.000,bicubic,-48.742,-41.644,-65 -convformer_s18.sail_in1k,35.208,64.792,54.629,45.371,26.77,224,1.000,bicubic,-47.778,-41.621,+30 -flexivit_base.600ep_in1k,35.137,64.863,53.650,46.350,86.59,240,0.950,bicubic,-49.385,-43.286,-126 -twins_svt_large.in1k,35.082,64.918,54.717,45.283,99.27,224,0.900,bicubic,-48.596,-41.873,-33 -repvgg_b3.rvgg_in1k,35.055,64.945,54.554,45.446,123.09,224,0.875,bilinear,-45.451,-40.700,+277 -repvgg_b3g4.rvgg_in1k,35.049,64.951,54.788,45.212,83.83,224,0.875,bilinear,-45.167,-40.304,+307 -convnextv2_tiny.fcmae_ft_in1k,35.045,64.955,54.224,45.776,28.64,288,1.000,bicubic,-48.419,-42.494,-23 -regnetz_d8.ra3_in1k,35.011,64.989,55.935,44.065,23.37,320,1.000,bicubic,-49.043,-41.060,-78 -xcit_tiny_24_p8_384.fb_dist_in1k,34.915,65.085,55.148,44.852,12.11,384,1.000,bicubic,-48.831,-41.562,-49 -resnet101d.ra2_in1k,34.876,65.124,54.210,45.790,44.57,320,1.000,bicubic,-48.140,-42.242,+19 -rexnetr_200.sw_in12k_ft_in1k,34.864,65.136,55.853,44.147,16.52,288,1.000,bicubic,-48.272,-40.783,+2 -coatnet_1_rw_224.sw_in1k,34.854,65.146,53.442,46.558,41.72,224,0.950,bicubic,-48.742,-42.940,-36 -coatnet_rmlp_1_rw_224.sw_in1k,34.805,65.195,53.957,46.043,41.69,224,0.950,bicubic,-48.557,-42.493,-16 -swin_s3_base_224.ms_in1k,34.803,65.197,53.703,46.297,71.13,224,0.900,bicubic,-49.117,-42.969,-76 -flexivit_base.300ep_in1k,34.797,65.203,53.165,46.835,86.59,240,0.950,bicubic,-49.609,-43.721,-116 -seresnext101_32x8d.ah_in1k,34.789,65.211,53.452,46.548,93.57,288,1.000,bicubic,-49.397,-43.422,-98 -resmlp_big_24_224.fb_distilled_in1k,34.788,65.213,54.642,45.358,129.14,224,0.875,bicubic,-48.804,-42.008,-40 -maxvit_tiny_rw_224.sw_in1k,34.780,65.220,53.351,46.649,29.06,224,0.950,bicubic,-48.724,-43.153,-38 -vit_relpos_base_patch16_clsgap_224.sw_in1k,34.725,65.275,54.214,45.786,86.43,224,0.900,bicubic,-48.035,-41.958,+30 -vit_base_patch16_rpn_224.sw_in1k,34.717,65.283,54.658,45.342,86.54,224,0.900,bicubic,-47.489,-41.340,+103 -sequencer2d_m.in1k,34.703,65.297,53.996,46.004,38.31,224,0.875,bicubic,-48.109,-42.278,+22 -deit3_small_patch16_224.fb_in1k,34.689,65.311,53.167,46.833,22.06,224,0.900,bicubic,-46.681,-42.289,+180 -vit_large_patch32_384.orig_in21k_ft_in1k,34.673,65.326,55.731,44.269,306.63,384,1.000,bicubic,-46.837,-40.359,+162 -davit_tiny.msft_in1k,34.673,65.326,54.342,45.658,28.36,224,0.950,bicubic,-48.023,-41.932,+34 -focalnet_small_srf.ms_in1k,34.670,65.330,54.420,45.580,49.89,224,0.900,bicubic,-48.746,-42.018,-37 -ecaresnet101d.miil_in1k,34.644,65.356,54.499,45.501,44.57,288,0.950,bicubic,-48.340,-42.043,+7 -resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k,34.615,65.385,55.937,44.063,194.03,224,0.875,bilinear,-47.227,-40.155,+130 -vit_relpos_base_patch16_224.sw_in1k,34.607,65.393,54.291,45.709,86.43,224,0.900,bicubic,-47.889,-41.847,+59 -repvgg_b2g4.rvgg_in1k,34.593,65.407,54.768,45.232,61.76,224,0.875,bilinear,-44.789,-39.908,+338 -gcvit_tiny.in1k,34.554,65.446,53.249,46.751,28.22,224,0.875,bicubic,-48.830,-43.149,-36 -resnetrs200.tf_in1k,34.502,65.498,54.281,45.719,93.21,320,1.000,bicubic,-49.942,-42.801,-141 -poolformerv2_m48.sail_in1k,34.485,65.515,54.027,45.973,73.35,224,1.000,bicubic,-48.135,-42.045,+34 +inception_next_base.sail_in1k,39.295,60.705,59.245,40.755,86.67,224,0.950,bicubic,-44.797,-37.551,+45 +xcit_medium_24_p16_224.fb_dist_in1k,39.270,60.730,59.461,40.539,84.40,224,1.000,bicubic,-45.016,-37.471,+26 +convformer_m36.sail_in1k,39.234,60.766,57.631,42.369,57.05,224,1.000,bicubic,-45.260,-39.235,-1 +coat_lite_medium_384.in1k,39.175,60.825,59.280,40.720,44.57,384,1.000,bicubic,-45.703,-38.092,-30 +tiny_vit_11m_224.dist_in22k_ft_in1k,39.124,60.876,61.035,38.965,11.00,224,0.950,bicubic,-44.104,-35.595,+135 +efficientnet_b4.ra2_in1k,39.087,60.913,59.618,40.382,19.34,384,1.000,bicubic,-44.327,-36.980,+115 +hrnet_w18_ssld.paddle_in1k,39.067,60.933,60.650,39.350,21.30,288,1.000,bilinear,-42.981,-35.600,+275 +tresnet_v2_l.miil_in21k_ft_in1k,39.010,60.990,59.477,40.523,46.17,224,0.875,bilinear,-44.884,-37.013,+57 +xcit_small_24_p8_384.fb_dist_in1k,39.010,60.990,59.166,40.834,47.63,384,1.000,bicubic,-46.544,-38.404,-94 +resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k_384,38.979,61.021,62.428,37.572,236.34,384,1.000,bicubic,-44.857,-34.698,+63 +convformer_b36.sail_in1k_384,38.930,61.070,58.413,41.587,99.88,384,1.000,bicubic,-46.810,-39.111,-105 +convnext_tiny.in12k_ft_in1k,38.912,61.088,59.862,40.138,28.59,288,1.000,bicubic,-45.538,-37.478,-5 +maxvit_small_tf_224.in1k,38.871,61.129,59.162,40.838,68.93,224,0.950,bicubic,-45.555,-37.662,+3 +coatnet_rmlp_2_rw_224.sw_in1k,38.869,61.131,58.018,41.982,73.88,224,0.950,bicubic,-45.739,-38.722,-24 +vit_base_patch32_384.augreg_in21k_ft_in1k,38.796,61.204,60.329,39.671,88.30,384,1.000,bicubic,-44.556,-36.511,+115 +tf_efficientnetv2_m.in1k,38.714,61.286,59.791,40.209,54.14,480,1.000,bicubic,-46.490,-37.573,-71 +efficientvit_b3.r288_in1k,38.659,61.341,58.364,41.636,48.65,288,1.000,bicubic,-45.495,-38.372,+25 +eca_nfnet_l2.ra3_in1k,38.655,61.345,59.445,40.555,56.72,384,1.000,bicubic,-46.045,-37.821,-32 +davit_small.msft_in1k,38.631,61.369,58.203,41.797,49.75,224,0.950,bicubic,-45.621,-38.737,+12 +efficientvit_b3.r256_in1k,38.621,61.379,58.641,41.359,48.65,256,1.000,bicubic,-45.181,-37.875,+59 +mvitv2_small.fb_in1k,38.578,61.422,58.130,41.870,34.87,224,0.900,bicubic,-45.192,-38.446,+61 +xcit_small_12_p8_384.fb_dist_in1k,38.547,61.453,58.795,41.205,26.21,384,1.000,bicubic,-46.531,-38.487,-63 +convformer_m36.sail_in1k_384,38.531,61.469,57.736,42.264,57.05,384,1.000,bicubic,-47.049,-39.806,-109 +xcit_small_24_p16_384.fb_dist_in1k,38.499,61.501,58.396,41.604,47.67,384,1.000,bicubic,-46.591,-38.916,-67 +davit_base.msft_in1k,38.490,61.510,57.535,42.465,87.95,224,0.950,bicubic,-46.152,-39.485,-37 +mvitv2_base.fb_in1k,38.458,61.542,57.934,42.066,51.47,224,0.900,bicubic,-45.992,-38.924,-18 +rexnetr_300.sw_in12k_ft_in1k,38.431,61.569,60.612,39.388,34.81,288,1.000,bicubic,-46.115,-36.644,-31 +convformer_s36.sail_in1k,38.405,61.595,57.710,42.290,40.01,224,1.000,bicubic,-45.655,-39.036,+22 +xcit_small_12_p8_224.fb_dist_in1k,38.360,61.640,58.832,41.168,26.21,224,1.000,bicubic,-45.876,-38.038,+5 +tf_efficientnet_b5.ra_in1k,38.331,61.669,59.928,40.072,30.39,456,0.934,bicubic,-45.483,-36.823,+46 +fastvit_ma36.apple_dist_in1k,38.323,61.677,58.461,41.539,44.07,256,0.950,bicubic,-46.275,-38.541,-39 +deit_base_distilled_patch16_384.fb_in1k,38.244,61.756,57.785,42.215,87.63,384,1.000,bicubic,-47.180,-39.621,-108 +xcit_large_24_p8_224.fb_in1k,38.106,61.894,57.873,42.127,188.93,224,1.000,bicubic,-46.288,-38.791,-10 +vit_base_patch16_384.orig_in21k_ft_in1k,38.105,61.895,60.426,39.574,86.86,384,1.000,bicubic,-46.096,-36.792,+4 +resnetv2_152x2_bit.goog_in21k_ft_in1k,38.000,62.000,61.137,38.863,236.34,448,1.000,bilinear,-46.510,-36.297,-36 +repvit_m2_3.dist_450e_in1k,37.996,62.004,58.154,41.846,23.69,224,0.950,bicubic,-45.746,-38.490,+51 +pvt_v2_b4.in1k,37.953,62.047,58.217,41.783,62.56,224,0.900,bicubic,-45.759,-38.453,+55 +coat_lite_medium.in1k,37.880,62.120,57.792,42.208,44.57,224,0.900,bicubic,-45.719,-38.935,+64 +cait_s24_384.fb_dist_in1k,37.879,62.121,58.069,41.931,47.06,384,1.000,bicubic,-47.169,-39.277,-77 +convnextv2_nano.fcmae_ft_in22k_in1k_384,37.875,62.125,59.443,40.557,15.62,384,1.000,bicubic,-45.499,-37.301,+88 +resnet152d.ra2_in1k,37.853,62.147,58.362,41.638,60.21,320,1.000,bicubic,-45.831,-38.376,+56 +convformer_s36.sail_in1k_384,37.812,62.188,57.488,42.512,40.01,384,1.000,bicubic,-47.566,-39.988,-112 +resnetrs420.tf_in1k,37.745,62.255,58.209,41.791,191.89,416,1.000,bicubic,-47.259,-38.915,-78 +deit3_medium_patch16_224.fb_in1k,37.709,62.291,57.087,42.913,38.85,224,0.900,bicubic,-45.377,-39.207,+114 +xcit_small_24_p16_224.fb_dist_in1k,37.700,62.300,57.374,42.626,47.67,224,1.000,bicubic,-46.174,-39.362,+23 +resnetrs350.tf_in1k,37.664,62.336,58.097,41.903,163.96,384,1.000,bicubic,-47.050,-38.895,-63 +caformer_s18.sail_in1k_384,37.660,62.340,57.612,42.388,26.34,384,1.000,bicubic,-47.366,-39.746,-83 +regnety_640.seer_ft_in1k,37.584,62.416,59.864,40.136,281.38,384,1.000,bicubic,-46.324,-37.058,+15 +xcit_small_12_p16_384.fb_dist_in1k,37.582,62.418,57.761,42.239,26.25,384,1.000,bicubic,-47.130,-39.357,-65 +pvt_v2_b5.in1k,37.548,62.452,57.301,42.699,81.96,224,0.900,bicubic,-46.192,-39.335,+38 +resnet200d.ra2_in1k,37.503,62.497,58.301,41.699,64.69,320,1.000,bicubic,-46.461,-38.525,+8 +maxvit_rmlp_tiny_rw_256.sw_in1k,37.381,62.619,57.193,42.807,29.15,256,0.950,bicubic,-46.843,-39.675,-16 +resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k,37.342,62.658,59.404,40.596,236.34,224,0.875,bicubic,-45.534,-37.178,+122 +efficientvit_b3.r224_in1k,37.340,62.660,57.122,42.878,48.65,224,0.950,bicubic,-46.120,-39.208,+62 +regnety_1280.seer_ft_in1k,37.332,62.668,59.133,40.867,644.81,384,1.000,bicubic,-47.100,-37.959,-42 +resnest269e.in1k,37.309,62.691,57.488,42.512,110.93,416,0.928,bicubic,-47.199,-39.502,-56 +convnext_base.fb_in1k,37.307,62.693,57.319,42.681,88.59,288,1.000,bicubic,-47.121,-39.649,-43 +resmlp_big_24_224.fb_in22k_ft_in1k,37.242,62.758,58.191,41.809,129.14,224,0.875,bicubic,-47.156,-38.921,-36 +vit_small_r26_s32_224.augreg_in21k_ft_in1k,37.232,62.768,59.072,40.928,36.43,224,0.900,bicubic,-44.632,-36.950,+239 +repvit_m2_3.dist_300e_in1k,37.210,62.790,57.234,42.766,23.69,224,0.950,bicubic,-46.294,-39.270,+49 +pit_b_distilled_224.in1k,37.195,62.805,56.507,43.493,74.79,224,0.900,bicubic,-46.571,-39.961,+22 +cait_s24_224.fb_dist_in1k,37.153,62.847,56.724,43.276,46.92,224,1.000,bicubic,-46.289,-39.850,+56 +dm_nfnet_f2.dm_in1k,37.128,62.872,56.981,43.019,193.78,352,0.920,bicubic,-48.064,-40.365,-115 +resnetaa101d.sw_in12k_ft_in1k,37.116,62.884,57.853,42.147,44.57,288,1.000,bicubic,-47.008,-39.253,-20 +tiny_vit_21m_224.in1k,37.114,62.886,57.380,42.620,21.20,224,0.950,bicubic,-46.140,-39.212,+73 +efficientformer_l7.snap_dist_in1k,37.112,62.888,56.900,43.100,82.23,224,0.950,bicubic,-46.270,-39.636,+61 +pvt_v2_b3.in1k,37.108,62.892,57.335,42.665,45.24,224,0.900,bicubic,-46.010,-39.221,+87 +fastvit_sa36.apple_dist_in1k,37.106,62.894,57.144,42.856,31.53,256,0.900,bicubic,-46.920,-39.710,-13 +vit_base_patch32_224.augreg_in21k_ft_in1k,37.073,62.927,59.307,40.693,88.22,224,0.900,bicubic,-43.643,-36.259,+347 +volo_d1_384.sail_in1k,37.069,62.931,57.138,42.862,26.78,384,1.000,bicubic,-48.175,-40.056,-131 +efficientnetv2_rw_s.ra2_in1k,37.057,62.943,56.814,43.186,23.94,384,1.000,bicubic,-46.749,-39.918,+6 +tf_efficientnet_b3.ap_in1k,37.051,62.949,57.238,42.762,12.23,300,0.904,bicubic,-44.769,-38.388,+230 +maxvit_tiny_tf_224.in1k,37.020,62.980,56.904,43.096,30.92,224,0.950,bicubic,-46.382,-39.686,+49 +swinv2_base_window16_256.ms_in1k,36.990,63.010,56.140,43.860,87.92,256,0.900,bicubic,-47.610,-40.950,-83 +xcit_small_12_p16_224.fb_dist_in1k,36.975,63.025,56.725,43.275,26.25,224,1.000,bicubic,-46.353,-39.691,+60 +regnetz_040_h.ra3_in1k,36.973,63.027,57.276,42.724,28.94,320,1.000,bicubic,-47.519,-39.482,-73 +inception_next_small.sail_in1k,36.914,63.086,56.749,43.251,49.37,224,0.875,bicubic,-46.664,-39.849,+28 +volo_d1_224.sail_in1k,36.888,63.112,56.635,43.365,26.63,224,0.960,bicubic,-47.274,-40.141,-37 +seresnet152d.ra2_in1k,36.784,63.216,56.727,43.273,66.84,320,1.000,bicubic,-47.576,-40.313,-55 +efficientformerv2_l.snap_dist_in1k,36.764,63.236,56.627,43.373,26.32,224,0.950,bicubic,-46.868,-39.931,+20 +maxxvit_rmlp_small_rw_256.sw_in1k,36.707,63.293,56.012,43.988,66.01,256,0.950,bicubic,-47.917,-41.056,-92 +seresnext101d_32x8d.ah_in1k,36.633,63.367,56.325,43.675,93.59,288,1.000,bicubic,-47.725,-40.596,-57 +volo_d2_224.sail_in1k,36.627,63.373,56.470,43.530,58.68,224,0.960,bicubic,-48.575,-40.720,-136 +caformer_s18.sail_in1k,36.578,63.422,55.831,44.169,26.34,224,1.000,bicubic,-47.076,-40.687,+15 +xception65p.ra3_in1k,36.570,63.430,56.438,43.562,39.82,299,0.940,bicubic,-46.556,-40.044,+66 +fastvit_ma36.apple_in1k,36.568,63.432,56.564,43.436,44.07,256,0.950,bicubic,-47.314,-40.178,-19 +fastvit_sa36.apple_in1k,36.556,63.444,56.004,43.996,31.53,256,0.900,bicubic,-46.944,-40.626,+24 +seresnextaa101d_32x8d.ah_in1k,36.532,63.468,56.409,43.591,93.59,288,1.000,bicubic,-48.034,-40.667,-95 +focalnet_base_srf.ms_in1k,36.460,63.540,56.217,43.783,88.15,224,0.900,bicubic,-47.360,-40.464,-14 +regnetz_d32.ra3_in1k,36.452,63.548,57.366,42.634,27.58,320,0.950,bicubic,-47.570,-39.502,-34 +cait_xs24_384.fb_dist_in1k,36.416,63.584,56.944,43.056,26.67,384,1.000,bicubic,-47.645,-39.941,-42 +efficientnet_b3.ra2_in1k,36.414,63.586,56.830,43.170,12.23,320,1.000,bicubic,-45.831,-39.288,+166 +deit_base_distilled_patch16_224.fb_in1k,36.407,63.593,56.615,43.385,87.34,224,0.900,bicubic,-46.983,-39.873,+32 +volo_d2_384.sail_in1k,36.407,63.593,56.323,43.677,58.87,384,1.000,bicubic,-49.635,-41.251,-209 +resnetv2_101x3_bit.goog_in21k_ft_in1k,36.383,63.617,59.068,40.932,387.93,448,1.000,bilinear,-48.055,-38.314,-83 +gcvit_base.in1k,36.381,63.619,55.880,44.120,90.32,224,0.875,bicubic,-48.063,-41.202,-85 +dm_nfnet_f1.dm_in1k,36.326,63.674,55.747,44.253,132.63,320,0.910,bicubic,-48.376,-41.435,-112 +resnetrs270.tf_in1k,36.310,63.690,56.566,43.434,129.86,352,1.000,bicubic,-48.118,-40.402,-83 +tresnet_m.miil_in21k_ft_in1k,36.289,63.711,55.792,44.208,31.39,224,0.875,bilinear,-46.781,-40.318,+61 +mixer_b16_224.miil_in21k_ft_in1k,36.267,63.733,55.965,44.035,59.88,224,0.875,bilinear,-46.039,-39.755,+152 +convnext_small.fb_in1k,36.248,63.752,55.912,44.088,50.22,288,1.000,bicubic,-47.453,-40.896,-7 +convformer_s18.sail_in1k_384,36.204,63.796,56.059,43.941,26.77,384,1.000,bicubic,-48.198,-41.053,-81 +deit3_small_patch16_384.fb_in1k,36.193,63.807,55.558,44.442,22.21,384,1.000,bicubic,-47.235,-41.116,+16 +tf_efficientnet_b2.ns_jft_in1k,36.167,63.833,57.559,42.441,9.11,260,0.890,bicubic,-46.211,-38.695,+133 +mvitv2_tiny.fb_in1k,36.167,63.833,55.132,44.868,24.17,224,0.900,bicubic,-46.243,-41.020,+129 +focalnet_base_lrf.ms_in1k,36.118,63.882,55.810,44.190,88.75,224,0.900,bicubic,-47.720,-40.798,-34 +regnety_320.seer_ft_in1k,36.069,63.931,58.484,41.516,145.05,384,1.000,bicubic,-47.259,-38.224,+27 +regnetz_040.ra3_in1k,36.053,63.947,55.735,44.265,27.12,320,1.000,bicubic,-48.187,-41.197,-75 +resnest200e.in1k,35.929,64.071,55.847,44.153,70.20,320,0.909,bicubic,-47.915,-41.037,-39 +resnet18.fb_swsl_ig1b_ft_in1k,35.874,64.126,58.447,41.553,11.69,224,0.875,bilinear,-37.414,-33.283,+666 +sequencer2d_l.in1k,35.831,64.169,55.715,44.285,54.30,224,0.875,bicubic,-47.563,-40.781,+13 +eca_nfnet_l1.ra2_in1k,35.815,64.185,55.953,44.047,41.41,320,1.000,bicubic,-48.197,-41.073,-54 +gcvit_small.in1k,35.760,64.240,54.790,45.210,51.09,224,0.875,bicubic,-48.132,-41.868,-47 +vit_base_patch16_224.orig_in21k_ft_in1k,35.754,64.246,57.401,42.599,86.57,224,0.900,bicubic,-46.036,-38.725,+191 +vit_relpos_medium_patch16_cls_224.sw_in1k,35.725,64.275,54.919,45.081,38.76,224,0.900,bicubic,-46.847,-41.148,+101 +xcit_small_24_p8_224.fb_in1k,35.556,64.444,54.780,45.220,47.63,224,1.000,bicubic,-48.278,-41.852,-42 +xcit_small_12_p8_224.fb_in1k,35.522,64.478,55.507,44.493,26.21,224,1.000,bicubic,-47.812,-40.975,+15 +xcit_large_24_p16_224.fb_in1k,35.522,64.478,54.741,45.259,189.10,224,1.000,bicubic,-47.380,-41.143,+56 +coat_small.in1k,35.520,64.480,55.157,44.843,21.69,224,0.900,bicubic,-46.842,-41.051,+121 +flexivit_base.1200ep_in1k,35.519,64.481,53.837,46.163,86.59,240,0.950,bicubic,-49.157,-43.157,-133 +vit_small_patch16_384.augreg_in21k_ft_in1k,35.467,64.533,57.543,42.457,22.20,384,1.000,bicubic,-48.337,-39.557,-43 +regnetz_d8_evos.ch_in1k,35.454,64.546,55.751,44.249,23.46,320,1.000,bicubic,-48.672,-41.261,-79 +xcit_medium_24_p8_224.fb_in1k,35.452,64.548,54.823,45.177,84.32,224,1.000,bicubic,-48.294,-41.887,-37 +swinv2_base_window8_256.ms_in1k,35.450,64.550,54.607,45.393,87.92,256,0.900,bicubic,-48.800,-42.317,-92 +swinv2_small_window16_256.ms_in1k,35.428,64.572,54.623,45.377,49.73,256,0.900,bicubic,-48.796,-42.155,-90 +dm_nfnet_f0.dm_in1k,35.407,64.594,55.525,44.475,71.49,256,0.900,bicubic,-48.080,-41.043,-12 +resnest101e.in1k,35.373,64.627,55.790,44.210,48.28,256,0.875,bilinear,-47.511,-40.532,+47 +resnet152.a1h_in1k,35.357,64.643,54.627,45.373,60.19,288,1.000,bicubic,-48.093,-41.911,-11 +tf_efficientnet_b5.aa_in1k,35.316,64.684,56.038,43.962,30.39,456,0.934,bicubic,-48.372,-40.674,-33 +convit_base.fb_in1k,35.302,64.698,54.939,45.061,86.54,224,0.875,bicubic,-46.988,-40.997,+123 +focalnet_small_lrf.ms_in1k,35.277,64.723,54.888,45.112,50.34,224,0.900,bicubic,-48.217,-41.692,-18 +efficientformer_l3.snap_dist_in1k,35.253,64.747,54.501,45.499,31.41,224,0.950,bicubic,-47.295,-41.749,+88 +xcit_tiny_24_p8_224.fb_dist_in1k,35.241,64.759,55.267,44.733,12.11,224,1.000,bicubic,-47.325,-40.791,+85 +edgenext_base.usi_in1k,35.216,64.784,55.126,44.874,18.51,320,1.000,bicubic,-48.742,-41.644,-74 +fastvit_sa24.apple_dist_in1k,35.214,64.786,54.674,45.326,21.55,256,0.900,bicubic,-48.128,-41.878,-4 +convformer_s18.sail_in1k,35.208,64.792,54.629,45.371,26.77,224,1.000,bicubic,-47.778,-41.621,+32 +flexivit_base.600ep_in1k,35.137,64.863,53.652,46.348,86.59,240,0.950,bicubic,-49.387,-43.284,-139 +twins_svt_large.in1k,35.084,64.916,54.719,45.281,99.27,224,0.900,bicubic,-48.594,-41.869,-40 +repvgg_b3.rvgg_in1k,35.057,64.943,54.548,45.452,123.09,224,0.875,bilinear,-45.449,-40.706,+294 +repvgg_b3g4.rvgg_in1k,35.049,64.951,54.788,45.212,83.83,224,0.875,bilinear,-45.167,-40.304,+327 +convnextv2_tiny.fcmae_ft_in1k,35.045,64.955,54.224,45.776,28.64,288,1.000,bicubic,-48.419,-42.494,-26 +repvit_m1_5.dist_450e_in1k,35.021,64.979,54.477,45.523,14.64,224,0.950,bicubic,-47.491,-41.635,+82 +regnetz_d8.ra3_in1k,35.008,64.992,55.930,44.070,23.37,320,1.000,bicubic,-49.044,-41.066,-91 +xcit_tiny_24_p8_384.fb_dist_in1k,34.915,65.085,55.148,44.852,12.11,384,1.000,bicubic,-48.831,-41.253,-59 +resnet101d.ra2_in1k,34.876,65.124,54.210,45.790,44.57,320,1.000,bicubic,-48.144,-42.242,+19 +rexnetr_200.sw_in12k_ft_in1k,34.870,65.130,55.857,44.143,16.52,288,1.000,bicubic,-48.268,-40.779,+2 +repvit_m1_5.dist_300e_in1k,34.868,65.132,54.375,45.625,14.64,224,0.950,bicubic,-47.508,-41.655,+92 +coatnet_1_rw_224.sw_in1k,34.850,65.150,53.442,46.558,41.72,224,0.950,bicubic,-48.746,-42.940,-45 +coatnet_rmlp_1_rw_224.sw_in1k,34.803,65.197,53.953,46.047,41.69,224,0.950,bicubic,-48.559,-42.497,-20 +swin_s3_base_224.ms_in1k,34.803,65.197,53.703,46.297,71.13,224,0.900,bicubic,-49.117,-42.969,-88 +flexivit_base.300ep_in1k,34.799,65.201,53.161,46.839,86.59,240,0.950,bicubic,-49.607,-43.723,-131 +seresnext101_32x8d.ah_in1k,34.789,65.211,53.452,46.548,93.57,288,1.000,bicubic,-49.397,-43.422,-113 +resmlp_big_24_224.fb_distilled_in1k,34.788,65.213,54.642,45.358,129.14,224,0.875,bicubic,-48.804,-42.008,-49 +maxvit_tiny_rw_224.sw_in1k,34.780,65.220,53.351,46.649,29.06,224,0.950,bicubic,-48.724,-43.163,-44 +repvgg_d2se.rvgg_in1k,34.740,65.260,53.200,46.800,133.33,320,1.000,bilinear,-48.820,-43.458,-49 +vit_relpos_base_patch16_clsgap_224.sw_in1k,34.725,65.275,54.214,45.786,86.43,224,0.900,bicubic,-48.035,-41.958,+29 +vit_base_patch16_rpn_224.sw_in1k,34.715,65.285,54.658,45.342,86.54,224,0.900,bicubic,-47.487,-41.338,+108 +sequencer2d_m.in1k,34.703,65.297,53.996,46.004,38.31,224,0.875,bicubic,-48.109,-42.278,+21 +deit3_small_patch16_224.fb_in1k,34.685,65.315,53.173,46.827,22.06,224,0.900,bicubic,-46.685,-42.283,+188 +davit_tiny.msft_in1k,34.673,65.326,54.344,45.656,28.36,224,0.950,bicubic,-48.023,-41.930,+33 +vit_large_patch32_384.orig_in21k_ft_in1k,34.672,65.329,55.733,44.267,306.63,384,1.000,bicubic,-46.839,-40.357,+168 +focalnet_small_srf.ms_in1k,34.670,65.330,54.420,45.580,49.89,224,0.900,bicubic,-48.746,-42.018,-42 +ecaresnet101d.miil_in1k,34.644,65.356,54.499,45.501,44.57,288,0.950,bicubic,-48.340,-42.043,+6 +resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k,34.615,65.385,55.937,44.063,194.03,224,0.875,bilinear,-47.223,-40.155,+136 +vit_relpos_base_patch16_224.sw_in1k,34.607,65.393,54.291,45.709,86.43,224,0.900,bicubic,-47.889,-41.847,+61 +repvgg_b2g4.rvgg_in1k,34.593,65.407,54.768,45.232,61.76,224,0.875,bilinear,-44.789,-39.908,+359 +gcvit_tiny.in1k,34.554,65.446,53.249,46.751,28.22,224,0.875,bicubic,-48.830,-43.149,-41 +resnetrs200.tf_in1k,34.502,65.498,54.281,45.719,93.21,320,1.000,bicubic,-49.942,-42.561,-158 +poolformerv2_m48.sail_in1k,34.485,65.515,54.027,45.973,73.35,224,1.000,bicubic,-48.133,-42.045,+35 +efficientvit_b2.r256_in1k,34.430,65.570,53.593,46.407,24.33,256,1.000,bicubic,-48.260,-42.501,+24 convnextv2_nano.fcmae_ft_in22k_in1k,34.379,65.621,55.014,44.986,15.62,288,1.000,bicubic,-48.285,-41.506,+26 -resnest50d_4s2x40d.in1k,34.369,65.631,54.725,45.275,30.42,224,0.875,bicubic,-46.751,-40.835,+191 -resnetrs152.tf_in1k,34.351,65.649,53.564,46.436,86.62,320,1.000,bicubic,-49.351,-43.048,-69 -pvt_v2_b2_li.in1k,34.318,65.682,54.104,45.896,22.55,224,0.900,bicubic,-47.876,-41.988,+90 -crossvit_18_dagger_408.in1k,34.245,65.755,53.106,46.894,44.61,408,1.000,bicubic,-49.953,-43.710,-120 -xcit_medium_24_p16_224.fb_in1k,34.241,65.759,53.157,46.843,84.40,224,1.000,bicubic,-48.399,-42.827,+24 -efficientnetv2_rw_t.ra2_in1k,34.163,65.837,53.127,46.873,13.65,288,1.000,bicubic,-48.187,-43.065,+64 -pit_s_distilled_224.in1k,34.159,65.841,53.363,46.637,24.04,224,0.900,bicubic,-47.649,-42.365,+120 -tf_efficientnet_b1.ns_jft_in1k,34.157,65.843,55.505,44.495,7.79,240,0.882,bicubic,-47.237,-40.231,+158 -twins_pcpvt_large.in1k,34.117,65.883,54.133,45.867,60.99,224,0.900,bicubic,-49.013,-42.469,-26 -tf_efficientnet_b4.aa_in1k,34.060,65.940,54.212,45.788,19.34,380,0.922,bicubic,-48.958,-42.088,-16 -efficientformerv2_s2.snap_dist_in1k,34.060,65.940,53.467,46.533,12.71,224,0.950,bicubic,-48.106,-42.443,+86 -resnetv2_101.a1h_in1k,34.051,65.949,52.316,47.684,44.54,288,1.000,bicubic,-48.951,-44.138,-15 -resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k,34.033,65.967,55.596,44.404,88.79,224,0.875,bilinear,-47.573,-40.445,+128 -tf_efficientnet_b6.aa_in1k,34.005,65.995,54.540,45.460,43.04,528,0.942,bicubic,-50.111,-42.340,-124 -xcit_small_24_p16_224.fb_in1k,34.005,65.995,53.281,46.719,47.67,224,1.000,bicubic,-48.575,-42.731,+28 -nfnet_l0.ra2_in1k,33.998,66.002,54.373,45.627,35.07,288,1.000,bicubic,-48.754,-42.143,+1 -efficientnet_b3_pruned.in1k,33.994,66.006,54.110,45.890,9.86,300,0.904,bicubic,-46.858,-41.134,+205 -regnety_160.deit_in1k,33.982,66.018,53.554,46.446,83.59,288,1.000,bicubic,-49.708,-43.228,-83 -resnext101_64x4d.tv_in1k,33.966,66.034,52.530,47.470,83.46,224,0.875,bilinear,-49.026,-43.714,-21 -gc_efficientnetv2_rw_t.agc_in1k,33.960,66.040,53.230,46.770,13.68,288,1.000,bicubic,-48.492,-43.062,+38 -swinv2_cr_small_ns_224.sw_in1k,33.846,66.154,52.640,47.360,49.70,224,0.900,bicubic,-49.652,-43.844,-73 -resnext101_64x4d.c1_in1k,33.842,66.158,52.161,47.839,83.46,288,1.000,bicubic,-49.314,-44.213,-43 -poolformerv2_s36.sail_in1k,33.827,66.173,53.685,46.315,30.79,224,1.000,bicubic,-47.741,-42.005,+121 -resnet101.a1h_in1k,33.777,66.223,53.102,46.898,44.55,288,1.000,bicubic,-49.001,-43.208,-10 -xcit_small_12_p16_224.fb_in1k,33.756,66.244,53.228,46.772,26.25,224,1.000,bicubic,-48.214,-42.560,+89 -swin_s3_small_224.ms_in1k,33.697,66.303,52.365,47.635,49.74,224,0.900,bicubic,-50.059,-44.087,-101 -resnetv2_50x3_bit.goog_in21k_ft_in1k,33.671,66.329,55.888,44.112,217.32,448,1.000,bilinear,-50.349,-41.238,-127 -swinv2_small_window8_256.ms_in1k,33.634,66.366,52.827,47.173,49.73,256,0.900,bicubic,-50.220,-43.817,-117 -resnet152.tv2_in1k,33.620,66.380,51.656,48.344,60.19,224,0.965,bilinear,-48.668,-44.348,+51 -resnet51q.ra2_in1k,33.557,66.443,53.027,46.973,35.70,288,1.000,bilinear,-48.803,-43.155,+38 -xcit_tiny_24_p16_384.fb_dist_in1k,33.508,66.492,52.768,47.232,12.12,384,1.000,bicubic,-49.062,-43.508,+15 -vit_relpos_medium_patch16_224.sw_in1k,33.498,66.502,52.620,47.380,38.75,224,0.900,bicubic,-48.964,-43.462,+25 -cs3edgenet_x.c2_in1k,33.457,66.543,52.925,47.075,47.82,288,1.000,bicubic,-49.251,-43.445,-12 -regnety_080.ra3_in1k,33.453,66.547,52.939,47.061,39.18,288,1.000,bicubic,-50.473,-43.951,-130 -convmixer_1536_20.in1k,33.432,66.568,53.029,46.971,51.63,224,0.960,bicubic,-47.930,-42.585,+135 -sequencer2d_s.in1k,33.430,66.570,52.383,47.617,27.65,224,0.875,bicubic,-48.910,-43.647,+36 -regnety_032.ra_in1k,33.416,66.584,52.768,47.232,19.44,288,1.000,bicubic,-49.312,-43.648,-18 -crossvit_18_240.in1k,33.386,66.614,52.247,47.753,43.27,240,0.875,bicubic,-49.010,-43.813,+24 -vit_srelpos_medium_patch16_224.sw_in1k,33.373,66.627,52.459,47.541,38.74,224,0.900,bicubic,-48.867,-43.483,+46 -gernet_l.idstcv_in1k,33.371,66.629,51.911,48.089,31.08,256,0.875,bilinear,-47.983,-43.619,+132 -tf_efficientnetv2_b3.in21k_ft_in1k,33.355,66.645,54.922,45.078,14.36,300,0.900,bicubic,-49.315,-41.705,-16 -regnetz_c16.ra3_in1k,33.335,66.665,54.243,45.757,13.46,320,1.000,bicubic,-49.299,-42.079,-13 -crossvit_15_dagger_408.in1k,33.335,66.665,52.202,47.798,28.50,408,1.000,bicubic,-50.507,-44.576,-129 -crossvit_18_dagger_240.in1k,33.282,66.718,52.196,47.804,44.27,240,0.875,bicubic,-49.234,-43.870,+8 -wide_resnet101_2.tv2_in1k,33.261,66.739,51.426,48.574,126.89,224,0.965,bilinear,-49.237,-44.592,+8 -swin_tiny_patch4_window7_224.ms_in22k_ft_in1k,33.257,66.743,55.295,44.705,28.29,224,0.900,bicubic,-47.711,-40.719,+162 -tresnet_xl.miil_in1k,33.255,66.745,52.298,47.702,78.44,224,0.875,bilinear,-48.819,-43.628,+57 -nest_base_jx.goog_in1k,33.215,66.785,51.825,48.175,67.72,224,0.875,bicubic,-50.319,-44.549,-102 -convnext_tiny.fb_in1k,33.168,66.832,52.677,47.323,28.59,288,1.000,bicubic,-49.530,-43.955,-26 -resnest50d_1s4x24d.in1k,33.145,66.855,52.840,47.160,25.68,224,0.875,bicubic,-47.843,-42.485,+155 -convnext_nano.in12k_ft_in1k,33.119,66.881,53.988,46.012,15.59,288,1.000,bicubic,-49.743,-42.568,-44 -vit_relpos_medium_patch16_rpn_224.sw_in1k,33.092,66.908,52.363,47.637,38.73,224,0.900,bicubic,-49.218,-43.609,+25 -resnet61q.ra2_in1k,33.090,66.910,51.746,48.254,36.85,288,1.000,bicubic,-49.434,-44.384,-3 -maxxvit_rmlp_nano_rw_256.sw_in1k,33.074,66.926,51.852,48.148,16.78,256,0.950,bicubic,-49.968,-44.498,-60 -nest_small_jx.goog_in1k,33.052,66.948,51.064,48.936,38.35,224,0.875,bicubic,-50.072,-45.256,-71 -rexnet_300.nav_in1k,33.048,66.952,52.369,47.631,34.71,224,0.875,bicubic,-49.726,-43.867,-41 -crossvit_base_240.in1k,33.033,66.967,51.390,48.610,105.03,240,0.875,bicubic,-49.183,-44.534,+32 -poolformerv2_m36.sail_in1k,33.031,66.969,51.858,48.142,56.08,224,1.000,bicubic,-49.185,-43.974,+30 -twins_pcpvt_base.in1k,33.023,66.977,52.506,47.494,43.83,224,0.900,bicubic,-49.687,-43.840,-39 -pvt_v2_b2.in1k,33.013,66.987,52.003,47.997,25.36,224,0.900,bicubic,-49.073,-43.953,+43 -xcit_tiny_24_p16_224.fb_dist_in1k,32.999,67.001,52.074,47.926,12.12,224,1.000,bicubic,-47.455,-43.144,+198 -rexnet_200.nav_in1k,32.966,67.034,52.923,47.077,16.37,224,0.875,bicubic,-48.670,-42.741,+76 -resnest50d.in1k,32.966,67.034,52.705,47.295,27.48,224,0.875,bilinear,-47.998,-42.679,+147 -crossvit_15_dagger_240.in1k,32.927,67.073,51.807,48.193,28.21,240,0.875,bicubic,-49.403,-44.153,+10 -convit_small.fb_in1k,32.923,67.077,52.115,47.885,27.78,224,0.875,bicubic,-48.497,-43.629,+98 -tf_efficientnetv2_s.in1k,32.913,67.087,51.738,48.262,21.46,384,1.000,bicubic,-50.987,-44.960,-159 -swin_base_patch4_window12_384.ms_in1k,32.905,67.095,51.750,48.250,87.90,384,1.000,bicubic,-51.571,-45.142,-215 -vit_small_patch16_224.augreg_in21k_ft_in1k,32.883,67.117,53.921,46.079,22.05,224,0.900,bicubic,-48.501,-42.215,+99 -convnext_tiny_hnf.a2h_in1k,32.881,67.119,51.194,48.806,28.59,288,1.000,bicubic,-49.703,-44.814,-28 -tf_efficientnet_b3.aa_in1k,32.862,67.138,52.962,47.038,12.23,300,0.904,bicubic,-48.782,-42.760,+67 -pnasnet5large.tf_in1k,32.862,67.138,50.516,49.484,86.06,331,0.911,bicubic,-49.920,-45.524,-57 -twins_svt_base.in1k,32.832,67.168,51.565,48.435,56.07,224,0.900,bicubic,-50.290,-44.851,-87 -regnetv_064.ra3_in1k,32.828,67.172,52.862,47.138,30.58,288,1.000,bicubic,-50.888,-43.882,-142 -convnextv2_nano.fcmae_ft_in1k,32.815,67.185,52.656,47.344,15.62,288,1.000,bicubic,-49.671,-43.570,-19 -nasnetalarge.tf_in1k,32.781,67.219,50.141,49.859,88.75,331,0.911,bicubic,-49.845,-45.901,-43 -gernet_m.idstcv_in1k,32.760,67.240,51.897,48.103,21.14,224,0.875,bilinear,-47.974,-43.289,+155 -inception_resnet_v2.tf_in1k,32.736,67.264,50.642,49.358,55.84,299,0.897,bicubic,-47.726,-44.666,+179 -resnet152d.gluon_in1k,32.726,67.274,51.080,48.920,60.21,224,0.875,bicubic,-47.750,-44.122,+176 -pit_b_224.in1k,32.724,67.276,49.852,50.148,73.76,224,0.900,bicubic,-49.714,-45.864,-20 -tf_efficientnet_b2.ap_in1k,32.685,67.315,52.237,47.763,9.11,260,0.890,bicubic,-47.623,-42.791,+189 -swin_base_patch4_window7_224.ms_in1k,32.644,67.356,51.573,48.427,87.77,224,0.900,bicubic,-50.962,-44.879,-140 -fbnetv3_g.ra2_in1k,32.624,67.376,52.888,47.112,16.62,288,0.950,bilinear,-49.412,-43.170,+26 -regnety_320.tv2_in1k,32.616,67.384,50.298,49.702,145.05,224,0.965,bicubic,-50.546,-46.118,-105 -tresnet_l.miil_in1k,32.565,67.435,51.139,48.861,55.99,224,0.875,bilinear,-48.915,-44.485,+72 -cait_xxs36_384.fb_dist_in1k,32.553,67.447,52.221,47.779,17.37,384,1.000,bicubic,-49.651,-43.923,+6 -resnext101_32x8d.tv2_in1k,32.549,67.451,50.164,49.836,88.79,224,0.965,bilinear,-50.283,-46.068,-78 -regnetz_c16_evos.ch_in1k,32.539,67.461,52.919,47.081,13.49,320,0.950,bicubic,-50.093,-43.555,-56 -gmlp_s16_224.ra3_in1k,32.420,67.580,51.817,48.183,19.42,224,0.875,bicubic,-47.224,-42.805,+229 -inception_resnet_v2.tf_ens_adv_in1k,32.365,67.635,50.429,49.571,55.84,299,0.897,bicubic,-47.613,-44.517,+200 -deit_base_patch16_224.fb_in1k,32.357,67.643,50.986,49.014,86.57,224,0.900,bicubic,-49.635,-44.751,+22 -maxvit_nano_rw_256.sw_in1k,32.355,67.645,50.622,49.378,15.45,256,0.950,bicubic,-50.573,-45.598,-88 -swin_small_patch4_window7_224.ms_in1k,32.347,67.653,50.903,49.097,49.61,224,0.900,bicubic,-50.861,-45.413,-118 -resnet152s.gluon_in1k,32.331,67.669,50.539,49.461,60.32,224,0.875,bicubic,-48.671,-44.871,+111 -xcit_tiny_24_p8_224.fb_in1k,32.292,67.708,51.895,48.105,12.11,224,1.000,bicubic,-49.600,-44.075,+27 -deit_small_distilled_patch16_224.fb_in1k,32.274,67.726,52.113,47.887,22.44,224,0.900,bicubic,-48.944,-43.271,+86 -poolformerv2_s24.sail_in1k,32.268,67.732,51.492,48.508,21.34,224,1.000,bicubic,-48.480,-43.818,+134 -seresnext101_64x4d.gluon_in1k,32.192,67.808,50.313,49.687,88.23,224,0.875,bicubic,-48.704,-44.983,+119 -regnetx_320.tv2_in1k,32.174,67.826,49.349,50.651,107.81,224,0.965,bicubic,-50.636,-46.859,-87 -seresnext101_32x4d.gluon_in1k,32.121,67.879,51.243,48.757,48.96,224,0.875,bicubic,-48.771,-44.053,+118 -coat_lite_small.in1k,32.115,67.885,49.928,50.072,19.84,224,0.900,bicubic,-50.199,-45.920,-24 -flexivit_small.1200ep_in1k,32.091,67.909,50.327,49.673,22.06,240,0.950,bicubic,-50.429,-45.797,-50 -coatnext_nano_rw_224.sw_in1k,32.070,67.930,51.017,48.983,14.70,224,0.900,bicubic,-49.872,-44.899,+16 -maxxvitv2_nano_rw_256.sw_in1k,32.068,67.932,50.345,49.655,23.70,256,0.950,bicubic,-51.042,-45.979,-116 -focalnet_tiny_lrf.ms_in1k,32.052,67.948,51.451,48.549,28.65,224,0.900,bicubic,-50.102,-44.497,-7 -gcvit_xtiny.in1k,32.044,67.956,50.991,49.009,19.98,224,0.875,bicubic,-49.910,-44.977,+12 -deit_base_patch16_384.fb_in1k,31.989,68.011,50.553,49.447,86.86,384,1.000,bicubic,-51.117,-45.815,-118 -maxvit_rmlp_nano_rw_256.sw_in1k,31.976,68.025,50.618,49.382,15.50,256,0.950,bicubic,-50.978,-45.648,-106 -xcit_tiny_12_p8_224.fb_dist_in1k,31.940,68.060,51.402,48.598,6.71,224,1.000,bicubic,-49.272,-44.200,+76 -coatnet_bn_0_rw_224.sw_in1k,31.907,68.093,51.017,48.983,27.44,224,0.950,bicubic,-50.493,-45.169,-48 -tf_efficientnet_b7.aa_in1k,31.877,68.123,51.905,48.095,66.35,600,0.949,bicubic,-52.537,-45.001,-245 -levit_384.fb_dist_in1k,31.875,68.125,50.594,49.406,39.13,224,0.900,bicubic,-50.721,-45.424,-74 -levit_conv_384.fb_dist_in1k,31.873,68.127,50.593,49.407,39.13,224,0.900,bicubic,-50.717,-45.656,-73 -resnetrs101.tf_in1k,31.858,68.142,51.023,48.977,63.62,288,0.940,bicubic,-50.426,-44.991,-32 -cs3se_edgenet_x.c2ns_in1k,31.806,68.194,50.767,49.233,50.72,320,1.000,bicubic,-51.736,-45.905,-169 -vit_relpos_small_patch16_224.sw_in1k,31.781,68.219,50.620,49.380,21.98,224,0.900,bicubic,-49.681,-45.200,+43 -convnext_tiny.fb_in22k_ft_in1k,31.667,68.333,51.785,48.215,28.59,288,1.000,bicubic,-47.231,-42.889,+253 -poolformer_m48.sail_in1k,31.665,68.335,49.800,50.200,73.47,224,0.950,bicubic,-50.817,-46.165,-61 -flexivit_small.600ep_in1k,31.643,68.357,49.384,50.616,22.06,240,0.950,bicubic,-50.719,-46.698,-51 -tnt_s_patch16_224,31.634,68.366,51.153,48.847,23.76,224,0.900,bicubic,-49.902,-44.584,+29 -eca_nfnet_l0.ra2_in1k,31.616,68.384,51.593,48.407,24.14,288,1.000,bicubic,-50.962,-44.901,-76 -focalnet_tiny_srf.ms_in1k,31.604,68.396,50.864,49.136,28.43,224,0.900,bicubic,-50.530,-45.104,-22 -resnetv2_50x1_bit.goog_distilled_in1k,31.581,68.419,51.268,48.732,25.55,224,0.875,bicubic,-51.239,-45.246,-113 -coatnet_rmlp_nano_rw_224.sw_in1k,31.551,68.449,50.180,49.820,15.15,224,0.900,bicubic,-50.499,-45.700,-17 -mobilevitv2_200.cvnets_in22k_ft_in1k,31.521,68.478,51.777,48.223,18.45,256,0.888,bicubic,-50.810,-44.165,-51 -wide_resnet50_2.racm_in1k,31.521,68.478,50.388,49.612,68.88,288,0.950,bicubic,-50.758,-45.676,-43 -xception41p.ra3_in1k,31.508,68.492,50.380,49.620,26.91,299,0.940,bicubic,-50.464,-45.416,-13 -regnety_064.ra3_in1k,31.463,68.537,50.516,49.484,30.58,288,1.000,bicubic,-52.257,-46.206,-197 -poolformer_m36.sail_in1k,31.447,68.553,50.015,49.985,56.17,224,0.950,bicubic,-50.655,-45.863,-26 -resnet152.a1_in1k,31.433,68.567,48.653,51.347,60.19,288,1.000,bicubic,-51.299,-47.067,-111 -resnext101_32x4d.fb_ssl_yfcc100m_ft_in1k,31.429,68.571,52.127,47.873,44.18,224,0.875,bilinear,-49.495,-43.607,+83 -flexivit_small.300ep_in1k,31.425,68.575,49.217,50.783,22.06,240,0.950,bicubic,-50.753,-46.819,-37 -inception_v4.tf_in1k,31.384,68.616,49.237,50.763,42.68,299,0.875,bicubic,-48.772,-45.731,+153 -rexnet_150.nav_in1k,31.376,68.624,51.284,48.716,9.73,224,0.875,bicubic,-48.948,-43.890,+135 -pit_s_224.in1k,31.347,68.653,49.679,50.321,23.46,224,0.900,bicubic,-49.745,-45.891,+65 -resnet101.tv2_in1k,31.347,68.653,49.679,50.321,44.55,224,0.965,bilinear,-50.543,-46.089,-13 -efficientformer_l1.snap_dist_in1k,31.343,68.657,50.443,49.557,12.29,224,0.950,bicubic,-49.155,-44.545,+115 -regnety_032.tv2_in1k,31.335,68.665,50.127,49.873,19.44,224,0.965,bicubic,-50.421,-45.713,-6 -crossvit_15_240.in1k,31.325,68.675,50.176,49.824,27.53,240,0.875,bicubic,-50.209,-45.516,+11 -swinv2_tiny_window16_256.ms_in1k,31.305,68.695,49.667,50.333,28.35,256,0.900,bicubic,-51.499,-46.569,-127 -cait_xxs36_224.fb_dist_in1k,31.272,68.728,50.614,49.386,17.30,224,1.000,bicubic,-48.474,-44.260,+167 -cspresnet50.ra_in1k,31.268,68.732,51.227,48.773,21.62,256,0.887,bilinear,-48.322,-43.485,+179 -crossvit_small_240.in1k,31.262,68.738,50.192,49.808,26.86,240,0.875,bicubic,-49.754,-45.264,+61 -vit_srelpos_small_patch16_224.sw_in1k,31.260,68.740,50.233,49.767,21.97,224,0.900,bicubic,-49.832,-45.099,+55 -swinv2_cr_small_224.sw_in1k,31.254,68.746,48.745,51.255,49.70,224,0.900,bicubic,-51.882,-47.739,-162 -coatnet_0_rw_224.sw_in1k,31.252,68.748,48.633,51.367,27.44,224,0.950,bicubic,-51.138,-47.203,-82 -swin_s3_tiny_224.ms_in1k,31.248,68.752,49.728,50.272,28.33,224,0.900,bicubic,-50.896,-46.226,-48 -cspresnext50.ra_in1k,31.227,68.773,50.871,49.129,20.57,256,0.887,bilinear,-49.329,-44.451,+98 -regnetv_040.ra3_in1k,31.225,68.775,50.121,49.879,20.64,288,1.000,bicubic,-51.973,-46.537,-173 -convmixer_768_32.in1k,31.219,68.781,50.928,49.072,21.11,224,0.960,bicubic,-48.949,-44.145,+133 -coat_mini.in1k,31.195,68.805,49.761,50.239,10.34,224,0.900,bicubic,-50.075,-45.621,+27 -xcit_tiny_12_p8_384.fb_dist_in1k,31.182,68.818,50.508,49.492,6.71,384,1.000,bicubic,-51.206,-45.712,-87 -resnet101s.gluon_in1k,31.105,68.895,49.799,50.201,44.67,224,0.875,bicubic,-49.197,-45.351,+118 -edgenext_small.usi_in1k,31.101,68.899,50.135,49.865,5.59,320,1.000,bicubic,-50.463,-45.577,-8 -coatnet_nano_rw_224.sw_in1k,31.097,68.903,49.581,50.419,15.14,224,0.900,bicubic,-50.601,-46.066,-21 -tf_efficientnet_cc_b0_8e.in1k,31.091,68.909,50.781,49.219,24.01,224,0.875,bicubic,-46.815,-42.879,+286 -resmlp_36_224.fb_distilled_in1k,31.062,68.938,49.696,50.304,44.69,224,0.875,bicubic,-50.086,-45.782,+34 -ecaresnet50t.ra2_in1k,31.050,68.950,50.573,49.427,25.57,320,0.950,bicubic,-51.302,-45.567,-88 -resnet152c.gluon_in1k,31.017,68.984,48.932,51.068,60.21,224,0.875,bicubic,-48.893,-45.912,+134 -cs3sedarknet_x.c2ns_in1k,31.013,68.987,50.131,49.869,35.40,288,1.000,bicubic,-51.645,-46.219,-132 -cspdarknet53.ra_in1k,31.003,68.997,50.404,49.596,27.64,256,0.887,bilinear,-49.059,-44.676,+127 -resnext101_64x4d.gluon_in1k,30.993,69.007,48.549,51.451,83.46,224,0.875,bicubic,-49.607,-46.443,+83 -tresnet_m.miil_in1k,30.991,69.009,48.684,51.316,31.39,224,0.875,bilinear,-49.807,-46.172,+63 -twins_svt_small.in1k,30.981,69.019,49.221,50.779,24.06,224,0.900,bicubic,-50.697,-46.439,-29 -regnety_160.tv2_in1k,30.946,69.054,49.058,50.942,83.59,224,0.965,bicubic,-51.696,-47.158,-136 -gcresnet50t.ra2_in1k,30.936,69.064,50.034,49.966,25.90,288,1.000,bicubic,-50.520,-45.684,-6 -tf_efficientnet_cc_b1_8e.in1k,30.907,69.094,50.078,49.922,39.72,240,0.882,bicubic,-48.396,-44.296,+177 -resmlp_24_224.fb_distilled_in1k,30.901,69.099,50.174,49.826,30.02,224,0.875,bicubic,-49.855,-45.050,+62 -regnety_080_tv.tv2_in1k,30.893,69.107,48.724,51.276,39.38,224,0.965,bicubic,-51.697,-47.294,-130 -resnext101_32x4d.gluon_in1k,30.891,69.109,48.539,51.461,44.18,224,0.875,bicubic,-49.449,-46.391,+97 -tf_efficientnetv2_b3.in1k,30.855,69.145,49.814,50.186,14.36,300,0.904,bicubic,-51.115,-45.998,-55 -tf_efficientnet_lite4.in1k,30.834,69.166,50.392,49.608,13.01,380,0.920,bilinear,-50.698,-45.272,-21 -resnetaa50d.sw_in12k_ft_in1k,30.802,69.198,50.569,49.431,25.58,288,1.000,bicubic,-51.798,-45.929,-136 -nf_resnet50.ra2_in1k,30.700,69.300,49.948,50.052,25.56,288,0.940,bicubic,-49.940,-45.384,+67 -poolformer_s36.sail_in1k,30.692,69.308,49.447,50.553,30.86,224,0.900,bicubic,-50.738,-45.997,-13 -xcit_tiny_24_p16_224.fb_in1k,30.671,69.329,50.416,49.584,12.12,224,1.000,bicubic,-48.777,-44.462,+155 -resnet50.a1h_in1k,30.635,69.365,49.421,50.579,25.56,224,1.000,bicubic,-50.041,-45.885,+60 -dpn107.mx_in1k,30.625,69.374,48.739,51.261,86.92,224,0.875,bicubic,-49.543,-46.203,+106 -tresnet_xl.miil_in1k_448,30.622,69.379,49.074,50.926,78.44,448,0.875,bilinear,-52.439,-47.101,-186 -resnet152.gluon_in1k,30.614,69.386,48.513,51.487,60.19,224,0.875,bicubic,-49.080,-46.223,+132 -resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,30.602,69.398,50.667,49.333,25.03,224,0.875,bilinear,-49.736,-44.731,+87 -haloregnetz_b.ra3_in1k,30.592,69.408,48.993,51.007,11.68,224,0.940,bicubic,-50.456,-46.207,+20 -pit_xs_distilled_224.in1k,30.543,69.457,50.184,49.816,11.00,224,0.900,bicubic,-48.637,-44.178,+171 -regnetx_080.tv2_in1k,30.523,69.477,48.032,51.968,39.57,224,0.965,bicubic,-51.015,-47.510,-36 -resnet101d.gluon_in1k,30.506,69.494,47.973,52.027,44.57,224,0.875,bicubic,-49.920,-47.051,+76 -resnest26d.gluon_in1k,30.494,69.506,50.663,49.337,17.07,224,0.875,bilinear,-47.990,-43.631,+213 -mobilevitv2_200.cvnets_in22k_ft_in1k_384,30.490,69.510,50.575,49.425,18.45,384,1.000,bicubic,-52.910,-46.007,-228 -efficientformerv2_s1.snap_dist_in1k,30.451,69.549,49.588,50.412,6.19,224,0.950,bicubic,-49.237,-45.466,+126 -resnet50.ram_in1k,30.451,69.549,48.997,51.003,25.56,288,0.950,bicubic,-49.525,-46.055,+102 -efficientnet_b2.ra_in1k,30.427,69.573,49.688,50.312,9.11,288,1.000,bicubic,-50.183,-45.625,+53 -tf_efficientnet_b1.ap_in1k,30.421,69.579,49.549,50.451,7.79,240,0.882,bicubic,-48.859,-44.759,+154 -cs3darknet_x.c2ns_in1k,30.409,69.591,49.197,50.803,35.05,288,1.000,bicubic,-51.813,-47.033,-104 -xcit_tiny_12_p16_384.fb_dist_in1k,30.403,69.597,50.131,49.869,6.72,384,1.000,bicubic,-50.535,-45.283,+19 -twins_pcpvt_small.in1k,30.392,69.608,49.388,50.612,24.11,224,0.900,bicubic,-50.704,-46.260,+4 -ecaresnetlight.miil_in1k,30.382,69.618,49.146,50.854,30.16,288,0.950,bicubic,-51.026,-46.670,-30 -resnet50d.ra2_in1k,30.376,69.624,48.792,51.208,25.58,288,0.950,bicubic,-50.980,-46.946,-24 -ecaresnet101d_pruned.miil_in1k,30.360,69.640,48.810,51.190,24.88,288,0.950,bicubic,-51.638,-47.350,-85 -visformer_small.in1k,30.337,69.663,48.285,51.715,40.22,224,0.900,bicubic,-51.765,-47.412,-96 -tf_efficientnet_b5.in1k,30.295,69.705,49.761,50.239,30.39,456,0.934,bicubic,-52.881,-46.775,-221 -resnet101.a1_in1k,30.293,69.707,46.580,53.420,44.55,288,1.000,bicubic,-52.029,-49.052,-124 -regnety_040.ra3_in1k,30.270,69.730,48.926,51.074,20.65,288,1.000,bicubic,-52.774,-47.572,-207 -regnetx_160.tv2_in1k,30.217,69.783,47.055,52.945,54.28,224,0.965,bicubic,-52.349,-49.117,-153 -mobilevitv2_175.cvnets_in22k_ft_in1k,30.209,69.791,49.056,50.944,14.25,256,0.888,bicubic,-51.729,-46.734,-83 -vit_relpos_base_patch32_plus_rpn_256.sw_in1k,30.201,69.799,48.688,51.312,119.42,256,0.900,bicubic,-49.283,-45.450,+124 -resnet50.b1k_in1k,30.197,69.803,49.187,50.813,25.56,288,1.000,bicubic,-50.509,-46.245,+30 -seresnext50_32x4d.racm_in1k,30.168,69.832,49.093,50.907,27.56,288,0.950,bicubic,-52.028,-47.055,-113 -resnet50.b2k_in1k,30.152,69.848,48.244,51.756,25.56,288,1.000,bicubic,-50.302,-47.074,+52 -regnety_016.tv2_in1k,30.138,69.862,49.223,50.777,11.20,224,0.965,bicubic,-50.530,-46.107,+31 -wide_resnet50_2.tv2_in1k,30.119,69.882,48.360,51.640,68.88,224,0.965,bilinear,-51.487,-47.402,-66 -dpn68b.ra_in1k,30.101,69.899,48.172,51.828,12.61,288,1.000,bicubic,-49.261,-46.267,+127 -convmixer_1024_20_ks9_p14.in1k,30.093,69.907,49.934,50.066,24.38,224,0.960,bicubic,-46.843,-43.416,+277 -efficientnet_el.ra_in1k,30.030,69.970,48.842,51.158,10.59,300,0.904,bicubic,-51.282,-46.694,-38 +resnest50d_4s2x40d.in1k,34.369,65.631,54.725,45.275,30.42,224,0.875,bicubic,-46.751,-40.835,+199 +resnetrs152.tf_in1k,34.351,65.649,53.564,46.436,86.62,320,1.000,bicubic,-49.351,-43.048,-80 +pvt_v2_b2_li.in1k,34.318,65.682,54.104,45.896,22.55,224,0.900,bicubic,-47.876,-41.988,+93 +crossvit_18_dagger_408.in1k,34.247,65.753,53.106,46.894,44.61,408,1.000,bicubic,-49.955,-43.712,-138 +xcit_medium_24_p16_224.fb_in1k,34.241,65.759,53.157,46.843,84.40,224,1.000,bicubic,-48.399,-42.825,+24 +efficientvit_b2.r288_in1k,34.224,65.776,53.546,46.454,24.33,288,1.000,bicubic,-48.876,-42.758,-20 +pit_s_distilled_224.in1k,34.161,65.839,53.361,46.639,24.04,224,0.900,bicubic,-47.653,-42.369,+125 +efficientnetv2_rw_t.ra2_in1k,34.159,65.841,53.135,46.865,13.65,288,1.000,bicubic,-48.191,-43.057,+65 +tf_efficientnet_b1.ns_jft_in1k,34.151,65.849,55.503,44.497,7.79,240,0.882,bicubic,-47.237,-40.235,+164 +twins_pcpvt_large.in1k,34.119,65.881,54.136,45.864,60.99,224,0.900,bicubic,-49.011,-42.468,-31 +fastvit_sa24.apple_in1k,34.098,65.902,53.782,46.218,21.55,256,0.900,bicubic,-48.580,-42.490,+13 +tf_efficientnet_b4.aa_in1k,34.058,65.942,54.212,45.788,19.34,380,0.922,bicubic,-48.960,-42.088,-18 +efficientformerv2_s2.snap_dist_in1k,34.056,65.944,53.473,46.527,12.71,224,0.950,bicubic,-48.109,-42.437,+86 +resnetv2_101.a1h_in1k,34.056,65.944,52.308,47.692,44.54,288,1.000,bicubic,-48.944,-44.146,-19 +resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k,34.033,65.967,55.596,44.404,88.79,224,0.875,bilinear,-47.573,-40.445,+131 +xcit_small_24_p16_224.fb_in1k,34.005,65.995,53.281,46.719,47.67,224,1.000,bicubic,-48.571,-42.731,+28 +tf_efficientnet_b6.aa_in1k,34.002,65.999,54.542,45.458,43.04,528,0.942,bicubic,-50.110,-42.342,-144 +nfnet_l0.ra2_in1k,34.002,65.999,54.377,45.623,35.07,288,1.000,bicubic,-48.748,-42.139,-2 +efficientnet_b3_pruned.in1k,33.992,66.008,54.110,45.890,9.86,300,0.904,bicubic,-46.860,-41.134,+213 +regnety_160.deit_in1k,33.980,66.020,53.552,46.448,83.59,288,1.000,bicubic,-49.710,-43.228,-96 +resnext101_64x4d.tv_in1k,33.966,66.034,52.530,47.470,83.46,224,0.875,bilinear,-49.026,-43.714,-25 +gc_efficientnetv2_rw_t.agc_in1k,33.962,66.038,53.228,46.772,13.68,288,1.000,bicubic,-48.494,-43.068,+38 +swinv2_cr_small_ns_224.sw_in1k,33.846,66.154,52.640,47.360,49.70,224,0.900,bicubic,-49.652,-43.844,-82 +resnext101_64x4d.c1_in1k,33.842,66.158,52.161,47.839,83.46,288,1.000,bicubic,-49.314,-44.213,-48 +poolformerv2_s36.sail_in1k,33.825,66.175,53.685,46.315,30.79,224,1.000,bicubic,-47.741,-42.005,+124 +repvit_m3.dist_in1k,33.791,66.209,53.123,46.877,10.68,224,0.950,bicubic,-47.711,-42.444,+133 +resnet101.a1h_in1k,33.781,66.219,53.104,46.896,44.55,288,1.000,bicubic,-48.997,-43.206,-15 +xcit_small_12_p16_224.fb_in1k,33.756,66.244,53.228,46.772,26.25,224,1.000,bicubic,-48.214,-42.584,+91 +swin_s3_small_224.ms_in1k,33.697,66.303,52.365,47.635,49.74,224,0.900,bicubic,-50.059,-44.087,-116 +resnetv2_50x3_bit.goog_in21k_ft_in1k,33.671,66.329,55.888,44.112,217.32,448,1.000,bilinear,-50.349,-41.238,-144 +swinv2_small_window8_256.ms_in1k,33.634,66.366,52.827,47.173,49.73,256,0.900,bicubic,-50.220,-43.817,-133 +resnet152.tv2_in1k,33.622,66.378,51.656,48.344,60.19,224,0.965,bilinear,-48.664,-44.348,+51 +inception_next_tiny.sail_in1k,33.583,66.417,52.978,47.022,28.06,224,0.875,bicubic,-48.895,-43.044,+25 +resnet51q.ra2_in1k,33.555,66.445,53.023,46.977,35.70,288,1.000,bilinear,-48.805,-43.163,+37 +xcit_tiny_24_p16_384.fb_dist_in1k,33.508,66.492,52.768,47.232,12.12,384,1.000,bicubic,-49.062,-43.508,+11 +vit_relpos_medium_patch16_224.sw_in1k,33.498,66.502,52.620,47.380,38.75,224,0.900,bicubic,-48.964,-43.462,+23 +regnety_080.ra3_in1k,33.455,66.545,52.939,47.061,39.18,288,1.000,bicubic,-50.471,-43.951,-148 +cs3edgenet_x.c2_in1k,33.455,66.545,52.925,47.075,47.82,288,1.000,bicubic,-49.253,-43.445,-18 +convmixer_1536_20.in1k,33.432,66.568,53.029,46.971,51.63,224,0.960,bicubic,-47.930,-42.585,+138 +sequencer2d_s.in1k,33.430,66.570,52.383,47.617,27.65,224,0.875,bicubic,-48.910,-43.645,+35 +regnety_032.ra_in1k,33.412,66.588,52.770,47.230,19.44,288,1.000,bicubic,-49.314,-43.646,-24 +crossvit_18_240.in1k,33.392,66.608,52.245,47.755,43.27,240,0.875,bicubic,-49.008,-43.815,+22 +vit_srelpos_medium_patch16_224.sw_in1k,33.373,66.627,52.459,47.541,38.74,224,0.900,bicubic,-48.867,-43.483,+45 +gernet_l.idstcv_in1k,33.371,66.629,51.911,48.089,31.08,256,0.875,bilinear,-47.983,-43.619,+135 +tf_efficientnetv2_b3.in21k_ft_in1k,33.353,66.647,54.922,45.078,14.36,300,0.900,bicubic,-49.317,-41.705,-20 +regnetz_c16.ra3_in1k,33.337,66.663,54.242,45.758,13.46,320,1.000,bicubic,-49.295,-42.076,-15 +crossvit_15_dagger_408.in1k,33.335,66.665,52.200,47.800,28.50,408,1.000,bicubic,-50.505,-44.578,-147 +tiny_vit_5m_224.dist_in22k_ft_in1k,33.306,66.694,55.028,44.972,5.39,224,0.950,bicubic,-47.570,-40.636,+180 +crossvit_18_dagger_240.in1k,33.284,66.716,52.190,47.810,44.27,240,0.875,bicubic,-49.234,-43.878,+3 +swin_tiny_patch4_window7_224.ms_in22k_ft_in1k,33.257,66.743,55.295,44.705,28.29,224,0.900,bicubic,-47.711,-40.719,+167 +wide_resnet101_2.tv2_in1k,33.257,66.743,51.430,48.570,126.89,224,0.965,bilinear,-49.245,-44.586,+3 +tresnet_xl.miil_in1k,33.251,66.749,52.298,47.702,78.44,224,0.875,bilinear,-48.823,-43.630,+56 +nest_base_jx.goog_in1k,33.215,66.785,51.825,48.175,67.72,224,0.875,bicubic,-50.319,-44.549,-116 +convnext_tiny.fb_in1k,33.168,66.832,52.677,47.323,28.59,288,1.000,bicubic,-49.530,-43.955,-33 +resnest50d_1s4x24d.in1k,33.145,66.855,52.840,47.160,25.68,224,0.875,bicubic,-47.843,-42.485,+159 +convnext_nano.in12k_ft_in1k,33.119,66.881,53.988,46.012,15.59,288,1.000,bicubic,-49.743,-42.568,-51 +vit_relpos_medium_patch16_rpn_224.sw_in1k,33.092,66.908,52.363,47.637,38.73,224,0.900,bicubic,-49.218,-43.609,+23 +resnet61q.ra2_in1k,33.090,66.910,51.746,48.254,36.85,288,1.000,bicubic,-49.434,-44.384,-7 +maxxvit_rmlp_nano_rw_256.sw_in1k,33.074,66.926,51.852,48.148,16.78,256,0.950,bicubic,-49.968,-44.498,-67 +nest_small_jx.goog_in1k,33.052,66.948,51.064,48.936,38.35,224,0.875,bicubic,-50.072,-45.256,-79 +rexnet_300.nav_in1k,33.048,66.952,52.365,47.635,34.71,224,0.875,bicubic,-49.726,-43.873,-48 +crossvit_base_240.in1k,33.035,66.965,51.390,48.610,105.03,240,0.875,bicubic,-49.179,-44.444,+30 +poolformerv2_m36.sail_in1k,33.033,66.967,51.860,48.140,56.08,224,1.000,bicubic,-49.183,-44.064,+28 +twins_pcpvt_base.in1k,33.021,66.979,52.502,47.498,43.83,224,0.900,bicubic,-49.693,-43.844,-46 +pvt_v2_b2.in1k,33.017,66.983,52.001,47.999,25.36,224,0.900,bicubic,-49.067,-43.955,+42 +xcit_tiny_24_p16_224.fb_dist_in1k,32.999,67.001,52.074,47.926,12.12,224,1.000,bicubic,-47.455,-43.144,+206 +resnest50d.in1k,32.966,67.034,52.707,47.293,27.48,224,0.875,bilinear,-47.994,-42.675,+151 +rexnet_200.nav_in1k,32.962,67.038,52.921,47.079,16.37,224,0.875,bicubic,-48.674,-42.745,+76 +crossvit_15_dagger_240.in1k,32.925,67.075,51.807,48.193,28.21,240,0.875,bicubic,-49.405,-44.149,+8 +convit_small.fb_in1k,32.923,67.077,52.115,47.885,27.78,224,0.875,bicubic,-48.497,-43.629,+100 +tf_efficientnetv2_s.in1k,32.913,67.087,51.728,48.272,21.46,384,1.000,bicubic,-50.985,-44.968,-178 +swin_base_patch4_window12_384.ms_in1k,32.905,67.095,51.750,48.250,87.90,384,1.000,bicubic,-51.571,-45.142,-237 +vit_small_patch16_224.augreg_in21k_ft_in1k,32.885,67.115,53.923,46.077,22.05,224,0.900,bicubic,-48.501,-42.213,+101 +convnext_tiny_hnf.a2h_in1k,32.881,67.119,51.194,48.806,28.59,288,1.000,bicubic,-49.703,-44.814,-33 +tf_efficientnet_b3.aa_in1k,32.864,67.136,52.964,47.036,12.23,300,0.904,bicubic,-48.776,-42.758,+68 +pnasnet5large.tf_in1k,32.862,67.138,50.516,49.484,86.06,331,0.911,bicubic,-49.920,-45.524,-65 +twins_svt_base.in1k,32.832,67.168,51.565,48.435,56.07,224,0.900,bicubic,-50.288,-44.849,-95 +regnetv_064.ra3_in1k,32.830,67.170,52.864,47.136,30.58,288,1.000,bicubic,-50.886,-43.878,-158 +convnextv2_nano.fcmae_ft_in1k,32.815,67.185,52.656,47.344,15.62,288,1.000,bicubic,-49.671,-43.570,-23 +nasnetalarge.tf_in1k,32.781,67.219,50.141,49.859,88.75,331,0.911,bicubic,-49.845,-45.901,-48 +gernet_m.idstcv_in1k,32.758,67.242,51.899,48.101,21.14,224,0.875,bilinear,-47.978,-43.291,+162 +inception_resnet_v2.tf_in1k,32.734,67.266,50.640,49.360,55.84,299,0.897,bicubic,-47.724,-44.550,+187 +resnet152d.gluon_in1k,32.730,67.270,51.080,48.920,60.21,224,0.875,bicubic,-47.746,-44.122,+183 +repvit_m1_1.dist_450e_in1k,32.726,67.274,52.687,47.313,8.80,224,0.950,bicubic,-48.586,-42.849,+96 +pit_b_224.in1k,32.722,67.278,49.854,50.146,73.76,224,0.900,bicubic,-49.716,-45.860,-24 +tf_efficientnet_b2.ap_in1k,32.685,67.315,52.237,47.763,9.11,260,0.890,bicubic,-47.625,-42.789,+199 +swin_base_patch4_window7_224.ms_in1k,32.644,67.356,51.573,48.427,87.77,224,0.900,bicubic,-50.962,-44.879,-157 +fbnetv3_g.ra2_in1k,32.624,67.376,52.886,47.114,16.62,288,0.950,bilinear,-49.416,-43.174,+24 +regnety_320.tv2_in1k,32.616,67.384,50.296,49.704,145.05,224,0.965,bicubic,-50.546,-46.118,-114 +tresnet_l.miil_in1k,32.561,67.439,51.137,48.863,55.99,224,0.875,bilinear,-48.919,-44.487,+73 +cait_xxs36_384.fb_dist_in1k,32.553,67.447,52.221,47.779,17.37,384,1.000,bicubic,-49.651,-43.923,+2 +resnext101_32x8d.tv2_in1k,32.549,67.451,50.164,49.836,88.79,224,0.965,bilinear,-50.283,-46.068,-86 +regnetz_c16_evos.ch_in1k,32.539,67.461,52.921,47.079,13.49,320,0.950,bicubic,-50.097,-43.553,-63 +gmlp_s16_224.ra3_in1k,32.420,67.580,51.817,48.183,19.42,224,0.875,bicubic,-47.224,-42.805,+242 +inception_resnet_v2.tf_ens_adv_in1k,32.368,67.632,50.429,49.571,55.84,299,0.897,bicubic,-47.609,-44.519,+211 +deit_base_patch16_224.fb_in1k,32.363,67.637,50.991,49.009,86.57,224,0.900,bicubic,-49.629,-44.745,+20 +maxvit_nano_rw_256.sw_in1k,32.355,67.645,50.622,49.378,15.45,256,0.950,bicubic,-50.573,-45.598,-96 +swin_small_patch4_window7_224.ms_in1k,32.347,67.653,50.903,49.097,49.61,224,0.900,bicubic,-50.861,-45.413,-127 +resnet152s.gluon_in1k,32.333,67.667,50.541,49.459,60.32,224,0.875,bicubic,-48.675,-44.875,+114 +xcit_tiny_24_p8_224.fb_in1k,32.292,67.708,51.895,48.105,12.11,224,1.000,bicubic,-49.600,-44.075,+25 +deit_small_distilled_patch16_224.fb_in1k,32.270,67.730,52.109,47.891,22.44,224,0.900,bicubic,-48.946,-43.514,+89 +poolformerv2_s24.sail_in1k,32.266,67.734,51.492,48.508,21.34,224,1.000,bicubic,-48.482,-43.818,+140 +repvit_m1_1.dist_300e_in1k,32.243,67.757,51.917,48.083,8.80,224,0.950,bicubic,-48.583,-43.253,+132 +seresnext101_64x4d.gluon_in1k,32.192,67.808,50.313,49.687,88.23,224,0.875,bicubic,-48.702,-44.983,+121 +regnetx_320.tv2_in1k,32.174,67.826,49.349,50.651,107.81,224,0.965,bicubic,-50.636,-46.859,-96 +efficientvit_b2.r224_in1k,32.148,67.852,51.001,48.999,24.33,224,0.950,bicubic,-50.000,-44.705,-5 +seresnext101_32x4d.gluon_in1k,32.121,67.879,51.243,48.757,48.96,224,0.875,bicubic,-48.771,-44.053,+119 +coat_lite_small.in1k,32.113,67.887,49.928,50.072,19.84,224,0.900,bicubic,-50.199,-45.922,-29 +flexivit_small.1200ep_in1k,32.095,67.905,50.323,49.677,22.06,240,0.950,bicubic,-50.431,-45.803,-59 +tiny_vit_11m_224.in1k,32.072,67.928,51.278,48.722,11.00,224,0.950,bicubic,-49.420,-44.584,+50 +coatnext_nano_rw_224.sw_in1k,32.070,67.930,51.017,48.983,14.70,224,0.900,bicubic,-49.872,-44.899,+11 +maxxvitv2_nano_rw_256.sw_in1k,32.068,67.932,50.345,49.655,23.70,256,0.950,bicubic,-51.042,-45.979,-128 +focalnet_tiny_lrf.ms_in1k,32.052,67.948,51.451,48.549,28.65,224,0.900,bicubic,-50.102,-44.497,-13 +gcvit_xtiny.in1k,32.044,67.956,50.991,49.009,19.98,224,0.875,bicubic,-49.910,-44.975,+7 +deit_base_patch16_384.fb_in1k,31.991,68.009,50.559,49.441,86.86,384,1.000,bicubic,-51.113,-45.809,-130 +maxvit_rmlp_nano_rw_256.sw_in1k,31.976,68.025,50.618,49.382,15.50,256,0.950,bicubic,-50.978,-45.648,-117 +xcit_tiny_12_p8_224.fb_dist_in1k,31.940,68.060,51.402,48.598,6.71,224,1.000,bicubic,-49.272,-44.200,+75 +coatnet_bn_0_rw_224.sw_in1k,31.905,68.095,51.015,48.985,27.44,224,0.950,bicubic,-50.495,-45.171,-55 +tf_efficientnet_b7.aa_in1k,31.877,68.123,51.909,48.091,66.35,600,0.949,bicubic,-52.539,-44.999,-271 +levit_384.fb_dist_in1k,31.875,68.125,50.594,49.406,39.13,224,0.900,bicubic,-50.721,-45.424,-83 +levit_conv_384.fb_dist_in1k,31.871,68.129,50.596,49.404,39.13,224,0.900,bicubic,-50.719,-45.420,-82 +resnetrs101.tf_in1k,31.858,68.142,51.023,48.977,63.62,288,0.940,bicubic,-50.426,-44.991,-38 +cs3se_edgenet_x.c2ns_in1k,31.808,68.192,50.769,49.231,50.72,320,1.000,bicubic,-51.738,-45.901,-187 +vit_relpos_small_patch16_224.sw_in1k,31.781,68.219,50.620,49.380,21.98,224,0.900,bicubic,-49.681,-45.200,+41 +convnext_tiny.fb_in22k_ft_in1k,31.667,68.333,51.785,48.215,28.59,288,1.000,bicubic,-47.231,-42.889,+268 +poolformer_m48.sail_in1k,31.665,68.335,49.800,50.200,73.47,224,0.950,bicubic,-50.817,-46.165,-69 +flexivit_small.600ep_in1k,31.647,68.353,49.384,50.616,22.06,240,0.950,bicubic,-50.715,-46.700,-57 +tnt_s_patch16_224,31.634,68.366,51.153,48.847,23.76,224,0.900,bicubic,-49.902,-44.537,+25 +eca_nfnet_l0.ra2_in1k,31.616,68.384,51.587,48.413,24.14,288,1.000,bicubic,-50.962,-44.905,-86 +focalnet_tiny_srf.ms_in1k,31.606,68.394,50.864,49.136,28.43,224,0.900,bicubic,-50.532,-45.104,-27 +resnetv2_50x1_bit.goog_distilled_in1k,31.581,68.419,51.267,48.733,25.55,224,0.875,bicubic,-51.243,-45.252,-124 +coatnet_rmlp_nano_rw_224.sw_in1k,31.549,68.451,50.178,49.822,15.15,224,0.900,bicubic,-50.501,-45.700,-22 +mobilevitv2_200.cvnets_in22k_ft_in1k,31.521,68.478,51.777,48.223,18.45,256,0.888,bicubic,-50.810,-44.165,-57 +wide_resnet50_2.racm_in1k,31.521,68.478,50.388,49.612,68.88,288,0.950,bicubic,-50.758,-45.676,-49 +xception41p.ra3_in1k,31.504,68.496,50.380,49.620,26.91,299,0.940,bicubic,-50.468,-45.404,-18 +regnety_064.ra3_in1k,31.463,68.537,50.520,49.480,30.58,288,1.000,bicubic,-52.257,-46.202,-217 +poolformer_m36.sail_in1k,31.447,68.553,50.017,49.983,56.17,224,0.950,bicubic,-50.655,-45.681,-31 +flexivit_small.300ep_in1k,31.437,68.563,49.215,50.785,22.06,240,0.950,bicubic,-50.741,-46.823,-41 +resnet152.a1_in1k,31.433,68.567,48.653,51.347,60.19,288,1.000,bicubic,-51.299,-47.067,-123 +resnext101_32x4d.fb_ssl_yfcc100m_ft_in1k,31.429,68.571,52.127,47.873,44.18,224,0.875,bilinear,-49.495,-43.607,+82 +repvit_m1_0.dist_450e_in1k,31.413,68.587,50.653,49.347,7.30,224,0.950,bicubic,-49.020,-44.265,+132 +inception_v4.tf_in1k,31.386,68.614,49.235,50.765,42.68,299,0.875,bicubic,-48.770,-45.735,+159 +rexnet_150.nav_in1k,31.376,68.624,51.284,48.716,9.73,224,0.875,bicubic,-48.948,-43.706,+140 +efficientformer_l1.snap_dist_in1k,31.341,68.659,50.441,49.559,12.29,224,0.950,bicubic,-49.157,-44.547,+119 +regnety_032.tv2_in1k,31.341,68.659,50.127,49.873,19.44,224,0.965,bicubic,-50.415,-45.717,-9 +pit_s_224.in1k,31.339,68.661,49.677,50.323,23.46,224,0.900,bicubic,-49.747,-45.653,+62 +resnet101.tv2_in1k,31.339,68.661,49.673,50.327,44.55,224,0.965,bilinear,-50.549,-46.095,-21 +crossvit_15_240.in1k,31.319,68.681,50.182,49.818,27.53,240,0.875,bicubic,-50.217,-45.554,+6 +swinv2_tiny_window16_256.ms_in1k,31.305,68.695,49.667,50.333,28.35,256,0.900,bicubic,-51.499,-46.569,-139 +repvit_m1_0.dist_300e_in1k,31.274,68.726,50.801,49.199,7.30,224,0.950,bicubic,-48.852,-43.943,+152 +cspresnet50.ra_in1k,31.272,68.728,51.225,48.775,21.62,256,0.887,bilinear,-48.310,-43.485,+188 +cait_xxs36_224.fb_dist_in1k,31.272,68.728,50.614,49.386,17.30,224,1.000,bicubic,-48.474,-44.260,+174 +crossvit_small_240.in1k,31.270,68.730,50.192,49.808,26.86,240,0.875,bicubic,-49.748,-45.264,+59 +vit_srelpos_small_patch16_224.sw_in1k,31.260,68.740,50.233,49.767,21.97,224,0.900,bicubic,-49.832,-45.337,+52 +swinv2_cr_small_224.sw_in1k,31.254,68.746,48.745,51.255,49.70,224,0.900,bicubic,-51.882,-47.363,-177 +coatnet_0_rw_224.sw_in1k,31.252,68.748,48.633,51.367,27.44,224,0.950,bicubic,-51.138,-47.203,-91 +swin_s3_tiny_224.ms_in1k,31.248,68.752,49.728,50.272,28.33,224,0.900,bicubic,-50.896,-46.226,-55 +repvit_m2.dist_in1k,31.239,68.761,50.626,49.374,8.80,224,0.950,bicubic,-49.221,-44.542,+110 +cspresnext50.ra_in1k,31.227,68.773,50.871,49.129,20.57,256,0.887,bilinear,-49.327,-44.454,+98 +regnetv_040.ra3_in1k,31.225,68.775,50.115,49.885,20.64,288,1.000,bicubic,-51.965,-46.543,-188 +convmixer_768_32.in1k,31.219,68.781,50.928,49.072,21.11,224,0.960,bicubic,-48.949,-44.145,+138 +coat_mini.in1k,31.191,68.809,49.761,50.239,10.34,224,0.900,bicubic,-50.079,-45.621,+23 +xcit_tiny_12_p8_384.fb_dist_in1k,31.182,68.818,50.508,49.492,6.71,384,1.000,bicubic,-51.206,-45.712,-97 +fastvit_sa12.apple_dist_in1k,31.138,68.862,49.958,50.042,11.58,256,0.900,bicubic,-50.716,-45.752,-36 +resnet101s.gluon_in1k,31.107,68.893,49.791,50.209,44.67,224,0.875,bicubic,-49.197,-45.361,+121 +edgenext_small.usi_in1k,31.101,68.899,50.135,49.865,5.59,320,1.000,bicubic,-50.463,-45.577,-16 +coatnet_nano_rw_224.sw_in1k,31.099,68.901,49.581,50.419,15.14,224,0.900,bicubic,-50.597,-46.066,-29 +tf_efficientnet_cc_b0_8e.in1k,31.091,68.909,50.781,49.219,24.01,224,0.875,bicubic,-46.813,-42.881,+302 +resmlp_36_224.fb_distilled_in1k,31.062,68.938,49.696,50.304,44.69,224,0.875,bicubic,-50.086,-45.782,+29 +ecaresnet50t.ra2_in1k,31.050,68.950,50.573,49.427,25.57,320,0.950,bicubic,-51.302,-45.567,-98 +repvit_m0_9.dist_300e_in1k,31.046,68.954,50.681,49.319,5.49,224,0.950,bicubic,-47.612,-43.435,+244 +resnet152c.gluon_in1k,31.018,68.981,48.936,51.064,60.21,224,0.875,bicubic,-48.894,-45.910,+139 +cs3sedarknet_x.c2ns_in1k,31.017,68.984,50.131,49.869,35.40,288,1.000,bicubic,-51.642,-46.219,-146 +cspdarknet53.ra_in1k,31.001,68.999,50.412,49.588,27.64,256,0.887,bilinear,-49.067,-44.666,+130 +resnext101_64x4d.gluon_in1k,30.993,69.007,48.549,51.451,83.46,224,0.875,bicubic,-49.607,-46.443,+81 +tresnet_m.miil_in1k,30.987,69.013,48.686,51.314,31.39,224,0.875,bilinear,-49.811,-46.170,+61 +twins_svt_small.in1k,30.983,69.017,49.219,50.781,24.06,224,0.900,bicubic,-50.693,-46.439,-38 +regnety_160.tv2_in1k,30.942,69.058,49.060,50.940,83.59,224,0.965,bicubic,-51.704,-47.154,-150 +gcresnet50t.ra2_in1k,30.936,69.064,50.034,49.966,25.90,288,1.000,bicubic,-50.520,-45.684,-13 +tf_efficientnet_cc_b1_8e.in1k,30.903,69.097,50.078,49.922,39.72,240,0.882,bicubic,-48.399,-44.296,+183 +resmlp_24_224.fb_distilled_in1k,30.901,69.099,50.174,49.826,30.02,224,0.875,bicubic,-49.855,-45.050,+60 +regnety_080_tv.tv2_in1k,30.891,69.109,48.724,51.276,39.38,224,0.965,bicubic,-51.703,-47.524,-144 +resnext101_32x4d.gluon_in1k,30.891,69.109,48.539,51.461,44.18,224,0.875,bicubic,-49.449,-46.391,+98 +tf_efficientnetv2_b3.in1k,30.853,69.147,49.808,50.192,14.36,300,0.904,bicubic,-51.119,-45.994,-66 +repvit_m0_9.dist_450e_in1k,30.846,69.154,50.119,49.881,5.49,224,0.950,bicubic,-48.220,-44.261,+200 +tf_efficientnet_lite4.in1k,30.830,69.170,50.390,49.610,13.01,380,0.920,bilinear,-50.700,-45.274,-31 +resnetaa50d.sw_in12k_ft_in1k,30.802,69.198,50.569,49.431,25.58,288,1.000,bicubic,-51.798,-45.929,-151 +efficientvit_b1.r288_in1k,30.791,69.210,50.009,49.991,9.10,288,1.000,bicubic,-49.533,-45.167,+96 +nf_resnet50.ra2_in1k,30.698,69.302,49.944,50.056,25.56,288,0.940,bicubic,-49.942,-45.390,+63 +poolformer_s36.sail_in1k,30.690,69.310,49.445,50.555,30.86,224,0.900,bicubic,-50.740,-45.999,-22 +xcit_tiny_24_p16_224.fb_in1k,30.671,69.329,50.416,49.584,12.12,224,1.000,bicubic,-48.777,-44.462,+158 +resnet50.a1h_in1k,30.631,69.369,49.415,50.585,25.56,224,1.000,bicubic,-50.047,-45.891,+56 +dpn107.mx_in1k,30.625,69.374,48.739,51.261,86.92,224,0.875,bicubic,-49.544,-46.203,+105 +tresnet_xl.miil_in1k_448,30.622,69.379,49.077,50.923,78.44,448,0.875,bilinear,-52.437,-47.095,-204 +resnet152.gluon_in1k,30.614,69.386,48.515,51.485,60.19,224,0.875,bicubic,-49.082,-46.215,+135 +resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k,30.602,69.398,50.667,49.333,25.03,224,0.875,bilinear,-49.732,-44.733,+86 +haloregnetz_b.ra3_in1k,30.594,69.406,48.987,51.013,11.68,224,0.940,bicubic,-50.452,-46.213,+13 +pit_xs_distilled_224.in1k,30.543,69.457,50.180,49.820,11.00,224,0.900,bicubic,-48.637,-44.186,+177 +regnetx_080.tv2_in1k,30.521,69.479,48.030,51.970,39.57,224,0.965,bicubic,-51.019,-47.512,-47 +resnet101d.gluon_in1k,30.506,69.494,47.973,52.027,44.57,224,0.875,bicubic,-49.920,-47.051,+74 +resnest26d.gluon_in1k,30.490,69.510,50.663,49.337,17.07,224,0.875,bilinear,-47.992,-43.631,+223 +mobilevitv2_200.cvnets_in22k_ft_in1k_384,30.490,69.510,50.575,49.425,18.45,384,1.000,bicubic,-52.910,-46.007,-249 +resnet50.ram_in1k,30.451,69.549,48.997,51.003,25.56,288,0.950,bicubic,-49.525,-46.055,+104 +efficientformerv2_s1.snap_dist_in1k,30.445,69.555,49.582,50.418,6.19,224,0.950,bicubic,-49.247,-45.134,+127 +efficientnet_b2.ra_in1k,30.427,69.573,49.688,50.312,9.11,288,1.000,bicubic,-50.183,-45.625,+49 +tf_efficientnet_b1.ap_in1k,30.423,69.577,49.555,50.445,7.79,240,0.882,bicubic,-48.853,-44.757,+158 +cs3darknet_x.c2ns_in1k,30.409,69.591,49.197,50.803,35.05,288,1.000,bicubic,-51.813,-47.033,-117 +xcit_tiny_12_p16_384.fb_dist_in1k,30.403,69.597,50.131,49.869,6.72,384,1.000,bicubic,-50.535,-45.283,+12 +twins_pcpvt_small.in1k,30.396,69.604,49.384,50.616,24.11,224,0.900,bicubic,-50.696,-46.264,-4 +ecaresnetlight.miil_in1k,30.382,69.618,49.146,50.854,30.16,288,0.950,bicubic,-51.026,-46.670,-39 +resnet50d.ra2_in1k,30.376,69.624,48.794,51.206,25.58,288,0.950,bicubic,-50.980,-46.944,-33 +ecaresnet101d_pruned.miil_in1k,30.356,69.644,48.810,51.190,24.88,288,0.950,bicubic,-51.642,-47.350,-97 +visformer_small.in1k,30.339,69.661,48.285,51.715,40.22,224,0.900,bicubic,-51.767,-47.593,-108 +resnet101.a1_in1k,30.297,69.703,46.584,53.416,44.55,288,1.000,bicubic,-52.025,-49.048,-136 +tf_efficientnet_b5.in1k,30.295,69.705,49.753,50.247,30.39,456,0.934,bicubic,-52.881,-46.783,-241 +regnety_040.ra3_in1k,30.266,69.734,48.930,51.070,20.65,288,1.000,bicubic,-52.778,-47.572,-225 +regnetx_160.tv2_in1k,30.217,69.783,47.055,52.945,54.28,224,0.965,bicubic,-52.349,-49.117,-169 +mobilevitv2_175.cvnets_in22k_ft_in1k,30.209,69.791,49.056,50.944,14.25,256,0.888,bicubic,-51.729,-46.734,-95 +vit_relpos_base_patch32_plus_rpn_256.sw_in1k,30.201,69.799,48.688,51.312,119.42,256,0.900,bicubic,-49.283,-45.450,+127 +resnet50.b1k_in1k,30.197,69.803,49.187,50.813,25.56,288,1.000,bicubic,-50.509,-46.245,+26 +fastvit_s12.apple_dist_in1k,30.187,69.813,48.962,51.038,9.47,256,0.900,bicubic,-50.883,-46.323,-12 +seresnext50_32x4d.racm_in1k,30.168,69.832,49.093,50.907,27.56,288,0.950,bicubic,-52.028,-47.055,-127 +resnet50.b2k_in1k,30.152,69.848,48.244,51.756,25.56,288,1.000,bicubic,-50.302,-47.074,+48 +regnety_016.tv2_in1k,30.138,69.862,49.231,50.769,11.20,224,0.965,bicubic,-50.528,-46.099,+26 +wide_resnet50_2.tv2_in1k,30.116,69.883,48.362,51.638,68.88,224,0.965,bilinear,-51.489,-47.398,-78 +dpn68b.ra_in1k,30.109,69.891,48.164,51.836,12.61,288,1.000,bicubic,-49.251,-46.272,+130 +convmixer_1024_20_ks9_p14.in1k,30.093,69.907,49.934,50.066,24.38,224,0.960,bicubic,-46.843,-43.416,+294 +efficientnet_el.ra_in1k,30.028,69.972,48.849,51.151,10.59,300,0.904,bicubic,-51.284,-46.640,-47 tf_efficientnet_b2.aa_in1k,30.012,69.988,49.590,50.410,9.11,260,0.890,bicubic,-50.072,-45.316,+74 -xcit_tiny_12_p16_224.fb_dist_in1k,30.010,69.990,49.651,50.349,6.72,224,1.000,bicubic,-48.564,-44.547,+177 -halo2botnet50ts_256.a1h_in1k,29.995,70.005,48.376,51.624,22.64,256,0.950,bicubic,-52.067,-47.258,-109 -legacy_senet154.in1k,29.991,70.009,48.038,51.962,115.09,224,0.875,bilinear,-51.317,-47.454,-41 -dpn98.mx_in1k,29.981,70.019,48.146,51.854,61.57,224,0.875,bicubic,-49.689,-46.508,+100 -mobilevitv2_150.cvnets_in22k_ft_in1k,29.971,70.029,49.217,50.783,10.59,256,0.888,bicubic,-51.517,-46.451,-63 -resnetv2_50d_gn.ah_in1k,29.957,70.043,48.195,51.805,25.57,288,1.000,bicubic,-52.001,-47.733,-102 +xcit_tiny_12_p16_224.fb_dist_in1k,30.010,69.990,49.651,50.349,6.72,224,1.000,bicubic,-48.564,-44.547,+186 +legacy_senet154.in1k,29.993,70.007,48.038,51.962,115.09,224,0.875,bilinear,-51.319,-47.522,-49 +halo2botnet50ts_256.a1h_in1k,29.987,70.013,48.380,51.620,22.64,256,0.950,bicubic,-52.073,-47.254,-123 +dpn98.mx_in1k,29.981,70.019,48.146,51.854,61.57,224,0.875,bicubic,-49.689,-46.508,+102 +mobilevitv2_150.cvnets_in22k_ft_in1k,29.971,70.029,49.217,50.783,10.59,256,0.888,bicubic,-51.517,-46.451,-73 +resnetv2_50d_gn.ah_in1k,29.957,70.043,48.195,51.805,25.57,288,1.000,bicubic,-52.001,-47.733,-115 dpn92.mx_in1k,29.946,70.054,49.113,50.887,37.67,224,0.875,bicubic,-50.092,-45.747,+69 -resnext50_32x4d.a1h_in1k,29.942,70.058,48.234,51.766,25.03,288,1.000,bicubic,-52.072,-47.700,-111 -convnextv2_pico.fcmae_ft_in1k,29.938,70.062,48.847,51.153,9.07,288,0.950,bicubic,-51.148,-46.633,-21 -dpn131.mx_in1k,29.934,70.066,48.034,51.966,79.25,224,0.875,bicubic,-49.880,-46.666,+81 -resnetv2_101x1_bit.goog_in21k_ft_in1k,29.896,70.104,51.111,48.889,44.54,448,1.000,bilinear,-52.446,-45.409,-152 -senet154.gluon_in1k,29.885,70.115,47.879,52.121,115.09,224,0.875,bicubic,-51.341,-47.479,-45 -tf_efficientnet_b4.in1k,29.863,70.137,49.013,50.987,19.34,380,0.922,bicubic,-52.745,-46.739,-191 -legacy_xception.tf_in1k,29.855,70.145,48.684,51.316,22.86,299,0.897,bicubic,-49.185,-45.698,+136 -resnet50.tv2_in1k,29.840,70.160,48.010,51.990,25.56,224,0.965,bilinear,-51.010,-47.424,-4 -cs3sedarknet_l.c2ns_in1k,29.828,70.172,49.009,50.991,21.91,288,0.950,bicubic,-51.956,-46.949,-98 -inception_v3.tf_adv_in1k,29.826,70.174,47.839,52.161,23.83,299,0.875,bicubic,-47.766,-45.891,+225 -resnet152.a2_in1k,29.826,70.174,45.961,54.039,60.19,288,1.000,bicubic,-52.782,-50.167,-195 -vit_base_patch16_384.augreg_in1k,29.798,70.202,48.333,51.667,86.86,384,1.000,bicubic,-51.304,-46.787,-36 -resnetaa50.a1h_in1k,29.788,70.212,48.014,51.986,25.56,288,1.000,bicubic,-51.826,-47.788,-92 -lamhalobotnet50ts_256.a1h_in1k,29.755,70.245,48.335,51.665,22.57,256,0.950,bicubic,-51.799,-47.155,-87 -fbnetv3_d.ra2_in1k,29.743,70.257,49.461,50.539,10.31,256,0.950,bilinear,-49.939,-45.483,+80 -ese_vovnet39b.ra_in1k,29.733,70.267,49.046,50.954,24.57,288,0.950,bicubic,-50.617,-46.320,+29 -resmlp_36_224.fb_in1k,29.698,70.302,48.958,51.042,44.69,224,0.875,bicubic,-50.074,-45.926,+70 -convnext_nano.d1h_in1k,29.684,70.316,47.920,52.080,15.59,288,1.000,bicubic,-51.798,-47.738,-82 -resnet50.c1_in1k,29.672,70.328,48.458,51.542,25.56,288,1.000,bicubic,-51.240,-47.094,-24 -vit_base_patch32_384.augreg_in1k,29.649,70.351,48.989,51.011,88.30,384,1.000,bicubic,-49.103,-45.235,+141 -ecaresnet50d.miil_in1k,29.562,70.438,48.967,51.033,25.58,288,0.950,bicubic,-52.088,-46.915,-103 -nest_tiny_jx.goog_in1k,29.558,70.442,46.975,53.025,17.06,224,0.875,bicubic,-51.868,-48.643,-79 -resnet152.a3_in1k,29.529,70.471,47.034,52.966,60.19,224,0.950,bicubic,-51.017,-47.966,+4 -gcresnext50ts.ch_in1k,29.519,70.481,47.853,52.147,15.67,288,1.000,bicubic,-51.713,-47.691,-65 -resnext50_32x4d.tv2_in1k,29.480,70.520,47.232,52.768,25.03,224,0.965,bilinear,-51.702,-48.108,-58 -cs3darknet_l.c2ns_in1k,29.464,70.536,48.230,51.770,21.16,288,0.950,bicubic,-51.432,-47.432,-30 -efficientnet_em.ra2_in1k,29.462,70.538,48.914,51.086,6.90,240,0.882,bicubic,-49.778,-45.880,+102 -resnet50.fb_ssl_yfcc100m_ft_in1k,29.439,70.561,49.789,50.211,25.56,224,0.875,bilinear,-49.795,-45.037,+102 +resnext50_32x4d.a1h_in1k,29.942,70.058,48.234,51.766,25.03,288,1.000,bicubic,-52.072,-47.700,-124 +convnextv2_pico.fcmae_ft_in1k,29.940,70.060,48.853,51.147,9.07,288,0.950,bicubic,-51.146,-46.627,-31 +dpn131.mx_in1k,29.934,70.066,48.034,51.966,79.25,224,0.875,bicubic,-49.880,-46.666,+82 +resnetv2_101x1_bit.goog_in21k_ft_in1k,29.898,70.102,51.109,48.891,44.54,448,1.000,bilinear,-52.444,-45.411,-166 +senet154.gluon_in1k,29.887,70.113,47.879,52.121,115.09,224,0.875,bicubic,-51.339,-47.479,-54 +tf_efficientnet_b4.in1k,29.861,70.139,49.014,50.986,19.34,380,0.922,bicubic,-52.747,-46.737,-208 +legacy_xception.tf_in1k,29.855,70.145,48.684,51.316,22.86,299,0.897,bicubic,-49.185,-45.698,+143 +resnet50.tv2_in1k,29.837,70.162,48.012,51.988,25.56,224,0.965,bilinear,-51.011,-47.422,-11 +cs3sedarknet_l.c2ns_in1k,29.832,70.168,49.009,50.991,21.91,288,0.950,bicubic,-51.952,-46.955,-110 +resnet152.a2_in1k,29.826,70.174,45.961,54.039,60.19,288,1.000,bicubic,-52.782,-50.167,-211 +efficientvit_b1.r224_in1k,29.822,70.178,48.289,51.711,9.10,224,0.950,bicubic,-49.430,-46.015,+122 +inception_v3.tf_adv_in1k,29.818,70.182,47.843,52.157,23.83,299,0.875,bicubic,-47.774,-45.887,+236 +vit_base_patch16_384.augreg_in1k,29.792,70.208,48.327,51.673,86.86,384,1.000,bicubic,-51.310,-46.793,-46 +resnetaa50.a1h_in1k,29.790,70.210,48.014,51.986,25.56,288,1.000,bicubic,-51.824,-47.788,-105 +lamhalobotnet50ts_256.a1h_in1k,29.755,70.245,48.335,51.665,22.57,256,0.950,bicubic,-51.797,-47.157,-100 +fbnetv3_d.ra2_in1k,29.739,70.261,49.472,50.528,10.31,256,0.950,bilinear,-49.943,-45.472,+81 +ese_vovnet39b.ra_in1k,29.733,70.267,49.046,50.954,24.57,288,0.950,bicubic,-50.617,-46.320,+26 +fastvit_sa12.apple_in1k,29.731,70.269,48.610,51.390,11.58,256,0.900,bicubic,-51.113,-46.730,-20 +resmlp_36_224.fb_in1k,29.698,70.302,48.958,51.042,44.69,224,0.875,bicubic,-50.074,-45.926,+69 +fastvit_t12.apple_dist_in1k,29.686,70.314,48.517,51.483,7.55,256,0.900,bicubic,-50.666,-46.525,+22 +convnext_nano.d1h_in1k,29.684,70.316,47.920,52.080,15.59,288,1.000,bicubic,-51.798,-47.738,-95 +resnet50.c1_in1k,29.672,70.328,48.458,51.542,25.56,288,1.000,bicubic,-51.240,-47.094,-35 +vit_base_patch32_384.augreg_in1k,29.645,70.355,48.987,51.013,88.30,384,1.000,bicubic,-49.111,-45.239,+146 +efficientvit_b1.r256_in1k,29.621,70.379,48.209,51.791,9.10,256,1.000,bicubic,-50.113,-46.571,+66 +ecaresnet50d.miil_in1k,29.562,70.438,48.967,51.033,25.58,288,0.950,bicubic,-52.088,-46.915,-119 +nest_tiny_jx.goog_in1k,29.558,70.442,46.983,53.017,17.06,224,0.875,bicubic,-51.868,-48.635,-93 +resnet152.a3_in1k,29.525,70.475,47.038,52.962,60.19,224,0.950,bicubic,-51.021,-47.962,-5 +gcresnext50ts.ch_in1k,29.517,70.483,47.851,52.149,15.67,288,1.000,bicubic,-51.713,-47.691,-78 +resnext50_32x4d.tv2_in1k,29.480,70.520,47.232,52.768,25.03,224,0.965,bilinear,-51.702,-48.108,-72 +cs3darknet_l.c2ns_in1k,29.466,70.534,48.234,51.766,21.16,288,0.950,bicubic,-51.430,-47.428,-42 +efficientnet_em.ra2_in1k,29.464,70.536,48.922,51.078,6.90,240,0.882,bicubic,-49.780,-45.872,+103 resnext101_32x8d.tv_in1k,29.437,70.563,48.488,51.512,88.79,224,0.875,bilinear,-49.873,-46.032,+92 -coat_lite_mini.in1k,29.435,70.565,47.718,52.282,11.01,224,0.900,bicubic,-49.667,-46.890,+108 -resnetv2_50.a1h_in1k,29.435,70.565,47.441,52.559,25.55,288,1.000,bicubic,-51.963,-48.285,-85 -deit_small_patch16_224.fb_in1k,29.425,70.575,48.256,51.744,22.05,224,0.900,bicubic,-50.419,-46.788,+48 -sebotnet33ts_256.a1h_in1k,29.423,70.577,47.160,52.840,13.70,256,0.940,bicubic,-51.743,-48.009,-65 -nf_regnet_b1.ra2_in1k,29.409,70.591,49.431,50.569,10.22,288,0.900,bicubic,-49.897,-45.309,+88 -cait_xxs24_384.fb_dist_in1k,29.391,70.609,48.751,51.249,12.03,384,1.000,bicubic,-51.581,-46.889,-48 -resnetv2_50d_evos.ah_in1k,29.382,70.618,47.226,52.774,25.59,288,1.000,bicubic,-52.618,-48.674,-145 -edgenext_small_rw.sw_in1k,29.346,70.654,48.722,51.278,7.83,320,1.000,bicubic,-51.112,-46.468,+1 -convnext_nano_ols.d1h_in1k,29.325,70.675,47.478,52.522,15.65,288,1.000,bicubic,-52.275,-48.158,-114 -regnetz_b16.ra3_in1k,29.321,70.679,47.885,52.115,9.72,288,1.000,bicubic,-51.407,-47.635,-26 -swin_tiny_patch4_window7_224.ms_in1k,29.321,70.679,47.609,52.391,28.29,224,0.900,bicubic,-52.055,-47.934,-91 -cait_xxs24_224.fb_dist_in1k,29.295,70.705,48.537,51.463,11.96,224,1.000,bicubic,-49.089,-45.779,+149 -eca_resnet33ts.ra2_in1k,29.277,70.723,48.928,51.072,19.68,288,1.000,bicubic,-51.395,-46.436,-24 -resnet50.d_in1k,29.250,70.750,47.213,52.787,25.56,288,1.000,bicubic,-51.722,-48.217,-55 -resnet50.c2_in1k,29.244,70.756,47.165,52.835,25.56,288,1.000,bicubic,-51.626,-48.369,-43 -pvt_v2_b1.in1k,29.238,70.762,48.958,51.042,14.01,224,0.900,bicubic,-49.464,-45.544,+121 -maxvit_rmlp_pico_rw_256.sw_in1k,29.238,70.762,47.719,52.281,7.52,256,0.950,bicubic,-51.276,-47.495,-16 -gcvit_xxtiny.in1k,29.218,70.781,48.348,51.652,12.00,224,0.875,bicubic,-50.509,-46.732,+42 -poolformer_s24.sail_in1k,29.207,70.793,48.079,51.921,21.39,224,0.900,bicubic,-51.089,-46.993,+6 -tresnet_l.miil_in1k_448,29.165,70.835,47.226,52.774,55.99,448,0.875,bilinear,-53.111,-48.752,-185 -seresnet50.ra2_in1k,29.148,70.852,47.753,52.247,28.09,288,0.950,bicubic,-52.136,-47.899,-93 -inception_v3.gluon_in1k,29.112,70.888,46.943,53.057,23.83,299,0.875,bicubic,-49.694,-47.431,+106 -lambda_resnet50ts.a1h_in1k,29.108,70.891,46.961,53.039,21.54,256,0.950,bicubic,-52.048,-48.137,-82 -resnet101.a2_in1k,29.091,70.909,45.762,54.238,44.55,288,1.000,bicubic,-53.145,-49.968,-186 -xception71.tf_in1k,29.034,70.966,47.395,52.605,42.34,299,0.903,bicubic,-50.838,-47.533,+22 -resnet34d.ra2_in1k,29.018,70.982,48.052,51.948,21.82,288,0.950,bicubic,-49.418,-46.292,+128 -hrnet_w64.ms_in1k,28.987,71.013,47.138,52.862,128.06,224,0.875,bilinear,-50.487,-47.508,+53 -xcit_tiny_12_p8_224.fb_in1k,28.979,71.021,47.501,52.499,6.71,224,1.000,bicubic,-50.709,-47.209,+36 -regnetx_032.tv2_in1k,28.975,71.025,47.069,52.931,15.30,224,0.965,bicubic,-51.951,-48.209,-65 -cs3darknet_focus_l.c2ns_in1k,28.934,71.066,47.641,52.359,21.15,288,0.950,bicubic,-51.946,-48.041,-60 -tf_efficientnet_b0.ns_jft_in1k,28.902,71.098,49.003,50.997,5.29,224,0.875,bicubic,-49.768,-45.371,+109 -xception65.tf_in1k,28.898,71.102,47.156,52.844,39.92,299,0.903,bicubic,-50.658,-47.498,+42 -tf_efficientnet_b1.aa_in1k,28.886,71.114,47.523,52.477,7.79,240,0.882,bicubic,-49.944,-46.675,+93 -vit_small_patch32_384.augreg_in21k_ft_in1k,28.875,71.125,48.883,51.117,22.92,384,1.000,bicubic,-51.611,-46.713,-30 -mobilevitv2_150.cvnets_in22k_ft_in1k_384,28.871,71.129,47.936,52.064,10.59,384,1.000,bicubic,-53.715,-48.378,-243 -resnet101.gluon_in1k,28.853,71.147,46.377,53.623,44.55,224,0.875,bicubic,-50.457,-48.145,+55 -skresnext50_32x4d.ra_in1k,28.810,71.190,46.501,53.499,27.48,224,0.875,bicubic,-51.352,-48.139,-1 -sehalonet33ts.ra2_in1k,28.776,71.224,46.574,53.426,13.69,256,0.940,bicubic,-52.180,-48.702,-76 -levit_256.fb_dist_in1k,28.741,71.259,46.727,53.273,18.89,224,0.900,bicubic,-52.773,-48.765,-135 -levit_conv_256.fb_dist_in1k,28.741,71.259,46.721,53.279,18.89,224,0.900,bicubic,-52.779,-48.769,-137 -resnet50.ra_in1k,28.694,71.306,47.366,52.634,25.56,288,0.950,bicubic,-51.142,-47.600,+13 -resnetblur50.bt_in1k,28.662,71.338,46.902,53.098,25.56,288,0.950,bicubic,-51.572,-48.332,-12 -tf_efficientnet_lite3.in1k,28.654,71.346,47.350,52.650,8.20,300,0.904,bilinear,-51.154,-47.562,+13 -darknetaa53.c2ns_in1k,28.654,71.346,46.953,53.047,36.02,288,1.000,bilinear,-51.847,-48.369,-41 -hrnet_w40.ms_in1k,28.647,71.353,47.452,52.548,57.56,224,0.875,bilinear,-50.283,-47.012,+74 -skresnet34.ra_in1k,28.635,71.365,47.963,52.037,22.28,224,0.875,bicubic,-48.275,-45.181,+195 -swinv2_tiny_window8_256.ms_in1k,28.627,71.373,46.189,53.811,28.35,256,0.900,bicubic,-53.193,-49.805,-169 -seresnext50_32x4d.gluon_in1k,28.621,71.379,46.438,53.562,27.56,224,0.875,bicubic,-51.289,-48.386,-3 -mobilevitv2_175.cvnets_in22k_ft_in1k_384,28.598,71.403,47.118,52.882,14.25,384,1.000,bicubic,-54.341,-49.308,-295 -tf_efficientnet_b3.in1k,28.582,71.418,47.987,52.013,12.23,300,0.904,bicubic,-52.296,-47.313,-79 -halonet50ts.a1h_in1k,28.578,71.422,46.179,53.821,22.73,256,0.940,bicubic,-53.082,-49.431,-164 -tf_efficientnetv2_b0.in1k,28.566,71.434,47.075,52.925,7.14,224,0.875,bicubic,-49.792,-46.939,+111 -poolformerv2_s12.sail_in1k,28.556,71.444,47.403,52.597,11.89,224,1.000,bicubic,-49.448,-46.461,+133 -resnet152.tv_in1k,28.543,71.457,47.106,52.894,60.19,224,0.875,bilinear,-49.779,-46.942,+111 -xcit_tiny_12_p16_224.fb_in1k,28.515,71.485,47.403,52.597,6.72,224,1.000,bicubic,-48.625,-46.313,+175 -eva02_tiny_patch14_336.mim_in22k_ft_in1k,28.507,71.493,47.541,52.459,5.76,336,1.000,bicubic,-52.123,-47.985,-63 -ecaresnet50t.a1_in1k,28.456,71.544,45.576,54.424,25.57,288,1.000,bicubic,-53.672,-50.066,-205 -repvgg_b2.rvgg_in1k,28.421,71.579,47.044,52.956,89.02,224,0.875,bilinear,-50.371,-47.376,+72 -hrnet_w48.ms_in1k,28.407,71.593,47.572,52.428,77.47,224,0.875,bilinear,-50.895,-46.944,+35 -swinv2_cr_tiny_ns_224.sw_in1k,28.379,71.621,45.902,54.098,28.33,224,0.900,bicubic,-53.423,-49.916,-180 -resnext50_32x4d.gluon_in1k,28.372,71.628,45.332,54.668,25.03,224,0.875,bicubic,-50.988,-49.098,+28 -efficientnet_b2_pruned.in1k,28.360,71.640,47.061,52.939,8.31,260,0.890,bicubic,-51.560,-47.791,-19 -tf_efficientnet_b0.ap_in1k,28.352,71.648,47.543,52.457,5.29,224,0.875,bicubic,-48.738,-45.719,+169 -dla169.in1k,28.328,71.672,47.388,52.612,53.39,224,0.875,bilinear,-50.380,-46.959,+73 -darknet53.c2ns_in1k,28.324,71.676,46.880,53.120,41.61,288,1.000,bicubic,-52.212,-48.553,-66 -tf_efficientnet_cc_b0_4e.in1k,28.317,71.683,47.364,52.636,13.31,224,0.875,bicubic,-48.986,-45.972,+155 -dla102x2.in1k,28.315,71.685,46.772,53.228,41.28,224,0.875,bilinear,-51.129,-47.866,+16 -resnext50_32x4d.ra_in1k,28.303,71.697,46.081,53.919,25.03,288,0.950,bicubic,-52.395,-49.309,-81 -mixnet_xl.ra_in1k,28.291,71.709,46.708,53.292,11.90,224,0.875,bicubic,-52.191,-48.229,-64 -resnet50d.gluon_in1k,28.234,71.766,45.884,54.116,25.58,224,0.875,bicubic,-50.844,-48.584,+41 -seresnet33ts.ra2_in1k,28.232,71.768,47.578,52.422,19.78,288,1.000,bicubic,-52.552,-47.784,-92 -resnet50.a1_in1k,28.220,71.780,44.937,55.063,25.56,288,1.000,bicubic,-52.994,-50.165,-137 -densenet161.tv_in1k,28.108,71.892,46.653,53.347,28.68,224,0.875,bicubic,-49.250,-46.989,+144 -resnet101c.gluon_in1k,28.104,71.896,45.953,54.047,44.57,224,0.875,bicubic,-51.438,-48.633,+2 -resnet34.a1_in1k,28.102,71.898,45.703,54.297,21.80,288,1.000,bicubic,-49.816,-47.211,+116 -wide_resnet101_2.tv_in1k,28.095,71.906,46.426,53.574,126.89,224,0.875,bilinear,-50.743,-47.855,+49 -regnetx_320.pycls_in1k,28.079,71.921,45.118,54.882,107.81,224,0.875,bicubic,-52.167,-49.904,-49 -regnety_320.pycls_in1k,28.075,71.925,45.460,54.540,145.05,224,0.875,bicubic,-52.733,-49.778,-102 -resnext50_32x4d.a1_in1k,28.075,71.925,44.815,55.185,25.03,288,1.000,bicubic,-53.391,-50.359,-170 -gernet_s.idstcv_in1k,28.051,71.949,46.727,53.273,8.17,224,0.875,bilinear,-48.859,-46.589,+162 -ecaresnet50d_pruned.miil_in1k,28.043,71.957,47.036,52.964,19.94,288,0.950,bicubic,-52.747,-48.534,-103 -levit_conv_192.fb_dist_in1k,28.032,71.968,45.874,54.126,10.95,224,0.900,bicubic,-51.806,-48.904,-30 -mobilevitv2_175.cvnets_in1k,28.028,71.972,46.098,53.902,14.25,256,0.888,bicubic,-52.832,-49.158,-111 -levit_192.fb_dist_in1k,28.028,71.972,45.870,54.130,10.95,224,0.900,bicubic,-51.810,-48.914,-30 -efficientnet_el_pruned.in1k,28.002,71.998,46.804,53.196,10.59,300,0.904,bicubic,-52.298,-48.418,-62 -vit_base_patch16_224.augreg_in1k,27.973,72.027,45.739,54.261,86.57,224,0.900,bicubic,-51.181,-48.351,+20 -resnet101.a3_in1k,27.925,72.075,45.012,54.988,44.55,224,0.950,bicubic,-51.888,-49.594,-31 -resnet50_gn.a1h_in1k,27.916,72.084,46.069,53.931,25.56,288,0.950,bicubic,-53.300,-49.559,-154 -xception41.tf_in1k,27.880,72.120,45.890,54.110,26.97,299,0.903,bicubic,-50.624,-48.386,+56 -regnetx_160.pycls_in1k,27.827,72.173,45.631,54.369,54.28,224,0.875,bicubic,-52.039,-49.197,-41 -dpn68b.mx_in1k,27.814,72.186,47.415,52.585,12.61,224,0.875,bicubic,-49.704,-46.437,+119 -resnet50d.a1_in1k,27.790,72.210,44.377,55.623,25.58,288,1.000,bicubic,-53.660,-50.841,-180 -inception_v3.tf_in1k,27.782,72.218,45.723,54.277,23.83,299,0.875,bicubic,-50.080,-48.143,+103 -res2net101_26w_4s.in1k,27.778,72.222,45.159,54.841,45.21,224,0.875,bilinear,-51.424,-49.277,+10 -tf_efficientnetv2_b1.in1k,27.743,72.257,46.574,53.426,8.14,240,0.882,bicubic,-51.719,-48.148,-14 -vit_base_patch16_224.sam_in1k,27.703,72.297,45.100,54.900,86.57,224,0.900,bicubic,-52.541,-49.656,-67 -fbnetv3_b.ra2_in1k,27.670,72.330,46.987,53.013,8.60,256,0.950,bilinear,-51.472,-47.755,+10 -repvgg_b1.rvgg_in1k,27.637,72.363,46.533,53.467,57.42,224,0.875,bilinear,-50.731,-47.563,+62 -mobilevitv2_200.cvnets_in1k,27.637,72.363,45.784,54.216,18.45,256,0.888,bicubic,-53.497,-49.578,-155 -regnety_160.pycls_in1k,27.637,72.363,45.531,54.469,83.59,224,0.875,bicubic,-52.661,-49.431,-75 -hrnet_w44.ms_in1k,27.633,72.367,45.839,54.161,67.06,224,0.875,bilinear,-51.259,-48.525,+21 -resnet50.am_in1k,27.580,72.420,45.371,54.629,25.56,224,0.875,bicubic,-51.418,-49.025,+13 -inception_v3.tv_in1k,27.554,72.446,45.265,54.735,23.83,299,0.875,bicubic,-49.880,-48.209,+111 -resmlp_24_224.fb_in1k,27.517,72.483,45.690,54.310,30.02,224,0.875,bicubic,-51.857,-48.856,-17 -pit_xs_224.in1k,27.477,72.522,45.904,54.096,10.62,224,0.900,bicubic,-50.703,-48.260,+68 -gcresnet33ts.ra2_in1k,27.401,72.599,46.161,53.839,19.88,288,1.000,bicubic,-53.199,-49.159,-111 -regnetx_080.pycls_in1k,27.397,72.603,45.012,54.988,39.57,224,0.875,bicubic,-51.805,-49.540,-4 -hrnet_w30.ms_in1k,27.393,72.607,46.554,53.446,37.71,224,0.875,bilinear,-50.799,-47.668,+64 -hrnet_w32.ms_in1k,27.375,72.625,45.998,54.002,41.23,224,0.875,bilinear,-51.069,-48.190,+44 -convnext_pico.d1_in1k,27.361,72.638,45.660,54.340,9.05,288,0.950,bicubic,-53.053,-49.390,-97 -vit_small_patch16_384.augreg_in1k,27.332,72.668,46.118,53.882,22.20,384,1.000,bicubic,-53.784,-49.456,-166 -resnet50s.gluon_in1k,27.328,72.672,45.208,54.792,25.68,224,0.875,bicubic,-51.390,-49.034,+23 -res2net50_26w_8s.in1k,27.306,72.694,44.815,55.185,48.40,224,0.875,bilinear,-51.635,-49.479,+5 -convnext_pico_ols.d1_in1k,27.301,72.699,45.644,54.356,9.06,288,1.000,bicubic,-53.163,-49.602,-107 -densenet201.tv_in1k,27.271,72.729,46.210,53.790,20.01,224,0.875,bicubic,-50.015,-47.270,+107 -resnet33ts.ra2_in1k,27.257,72.743,45.183,54.817,19.68,288,1.000,bicubic,-52.469,-49.645,-55 -ecaresnet50t.a2_in1k,27.246,72.754,44.047,55.953,25.57,288,1.000,bicubic,-54.412,-51.505,-229 -regnety_064.pycls_in1k,27.232,72.768,44.868,55.132,30.58,224,0.875,bicubic,-52.482,-49.898,-56 -efficientnet_b1_pruned.in1k,27.196,72.804,45.863,54.137,6.33,240,0.882,bicubic,-51.046,-48.029,+51 -tf_efficientnetv2_b2.in1k,27.167,72.833,44.572,55.428,10.10,260,0.890,bicubic,-53.027,-50.471,-87 -vit_base_patch32_224.augreg_in1k,27.140,72.861,45.175,54.825,88.22,224,0.900,bicubic,-47.755,-46.603,+167 -seresnet50.a1_in1k,27.124,72.876,43.563,56.437,28.09,288,1.000,bicubic,-53.978,-51.767,-174 -resnet50d.a2_in1k,27.118,72.882,43.817,56.183,25.58,288,1.000,bicubic,-54.046,-51.267,-183 -resnetrs50.tf_in1k,27.098,72.902,45.025,54.975,35.69,224,0.910,bicubic,-52.798,-49.947,-78 -rexnet_130.nav_in1k,27.077,72.923,45.957,54.043,7.56,224,0.875,bicubic,-52.427,-48.721,-48 -gmixer_24_224.ra3_in1k,27.031,72.969,44.353,55.647,24.72,224,0.875,bicubic,-50.995,-49.315,+57 -dla102x.in1k,27.026,72.975,45.503,54.497,26.31,224,0.875,bilinear,-51.473,-48.733,+19 -resnet101.tv_in1k,26.966,73.034,45.234,54.766,44.55,224,0.875,bilinear,-50.410,-48.308,+88 -regnetx_120.pycls_in1k,26.866,73.134,44.684,55.316,46.11,224,0.875,bicubic,-52.722,-50.059,-56 -resnet32ts.ra2_in1k,26.851,73.149,45.045,54.955,17.96,288,1.000,bicubic,-52.541,-49.607,-45 -rexnet_100.nav_in1k,26.839,73.161,45.377,54.623,4.80,224,0.875,bicubic,-51.023,-48.267,+63 -legacy_seresnext101_32x4d.in1k,26.823,73.177,43.507,56.493,48.96,224,0.875,bilinear,-53.407,-51.519,-101 -densenet169.tv_in1k,26.819,73.181,45.381,54.619,14.15,224,0.875,bicubic,-49.081,-47.647,+134 -tinynet_a.in1k,26.813,73.187,45.082,54.918,6.19,192,0.875,bicubic,-50.845,-48.458,+68 -regnetx_064.pycls_in1k,26.799,73.201,44.915,55.085,26.21,224,0.875,bicubic,-52.267,-49.543,-22 -regnety_120.pycls_in1k,26.784,73.216,44.442,55.558,51.82,224,0.875,bicubic,-53.602,-50.686,-122 -regnetx_032.pycls_in1k,26.717,73.283,45.230,54.770,15.30,224,0.875,bicubic,-51.451,-48.852,+37 -res2net101d.in1k,26.711,73.289,44.336,55.664,45.23,224,0.875,bilinear,-54.513,-51.016,-206 -resnext50_32x4d.a2_in1k,26.682,73.318,42.768,57.232,25.03,288,1.000,bicubic,-54.622,-52.328,-212 -legacy_seresnet152.in1k,26.670,73.330,43.953,56.047,66.82,224,0.875,bilinear,-51.990,-50.418,+1 -efficientnet_es.ra_in1k,26.623,73.377,45.096,54.904,5.44,224,0.875,bicubic,-51.431,-48.828,+40 -res2net50_26w_6s.in1k,26.589,73.411,44.004,55.996,37.05,224,0.875,bilinear,-51.979,-50.118,+1 -repvgg_b1g4.rvgg_in1k,26.579,73.421,45.100,54.900,39.97,224,0.875,bilinear,-51.003,-48.736,+64 -dla60x.in1k,26.578,73.422,45.031,54.969,17.35,224,0.875,bilinear,-51.662,-49.003,+27 +resnet50.fb_ssl_yfcc100m_ft_in1k,29.435,70.565,49.791,50.209,25.56,224,0.875,bilinear,-49.795,-45.035,+101 +coat_lite_mini.in1k,29.435,70.565,47.718,52.282,11.01,224,0.900,bicubic,-49.667,-46.890,+111 +resnetv2_50.a1h_in1k,29.435,70.565,47.441,52.559,25.55,288,1.000,bicubic,-51.963,-48.285,-99 +deit_small_patch16_224.fb_in1k,29.425,70.575,48.250,51.750,22.05,224,0.900,bicubic,-50.423,-46.794,+45 +sebotnet33ts_256.a1h_in1k,29.423,70.577,47.160,52.840,13.70,256,0.940,bicubic,-51.745,-48.009,-78 +nf_regnet_b1.ra2_in1k,29.411,70.589,49.427,50.573,10.22,288,0.900,bicubic,-49.897,-45.313,+87 +repvit_m1.dist_in1k,29.407,70.593,48.541,51.459,5.49,224,0.950,bicubic,-49.131,-45.529,+144 +mobileone_s4.apple_in1k,29.405,70.595,47.967,52.033,14.95,224,0.900,bilinear,-50.021,-46.513,+76 +cait_xxs24_384.fb_dist_in1k,29.391,70.609,48.751,51.249,12.03,384,1.000,bicubic,-51.581,-46.889,-62 +resnetv2_50d_evos.ah_in1k,29.382,70.618,47.226,52.774,25.59,288,1.000,bicubic,-52.620,-48.674,-164 +edgenext_small_rw.sw_in1k,29.346,70.654,48.722,51.278,7.83,320,1.000,bicubic,-51.112,-46.586,-9 +convnext_nano_ols.d1h_in1k,29.325,70.675,47.478,52.522,15.65,288,1.000,bicubic,-52.275,-48.158,-132 +regnetz_b16.ra3_in1k,29.321,70.679,47.885,52.115,9.72,288,1.000,bicubic,-51.407,-47.633,-37 +swin_tiny_patch4_window7_224.ms_in1k,29.321,70.679,47.609,52.391,28.29,224,0.900,bicubic,-52.055,-47.934,-107 +cait_xxs24_224.fb_dist_in1k,29.295,70.705,48.537,51.463,11.96,224,1.000,bicubic,-49.089,-45.779,+153 +eca_resnet33ts.ra2_in1k,29.277,70.723,48.928,51.072,19.68,288,1.000,bicubic,-51.395,-46.436,-35 +resnet50.d_in1k,29.250,70.750,47.213,52.787,25.56,288,1.000,bicubic,-51.722,-48.217,-69 +resnet50.c2_in1k,29.244,70.756,47.165,52.835,25.56,288,1.000,bicubic,-51.626,-48.369,-56 +pvt_v2_b1.in1k,29.242,70.758,48.962,51.038,14.01,224,0.900,bicubic,-49.462,-45.540,+124 +maxvit_rmlp_pico_rw_256.sw_in1k,29.238,70.762,47.719,52.281,7.52,256,0.950,bicubic,-51.276,-47.495,-28 +gcvit_xxtiny.in1k,29.218,70.781,48.348,51.652,12.00,224,0.875,bicubic,-50.508,-46.732,+38 +poolformer_s24.sail_in1k,29.205,70.795,48.079,51.921,21.39,224,0.900,bicubic,-51.089,-46.995,-1 +tresnet_l.miil_in1k_448,29.162,70.838,47.224,52.776,55.99,448,0.875,bilinear,-53.114,-48.754,-205 +seresnet50.ra2_in1k,29.146,70.854,47.749,52.251,28.09,288,0.950,bicubic,-52.138,-47.903,-108 +inception_v3.gluon_in1k,29.112,70.888,46.943,53.057,23.83,299,0.875,bicubic,-49.690,-47.433,+108 +lambda_resnet50ts.a1h_in1k,29.108,70.891,46.961,53.039,21.54,256,0.950,bicubic,-52.050,-48.137,-97 +resnet101.a2_in1k,29.091,70.909,45.762,54.238,44.55,288,1.000,bicubic,-53.145,-49.968,-206 +xception71.tf_in1k,29.030,70.970,47.391,52.609,42.34,299,0.903,bicubic,-50.844,-47.537,+17 +resnet34d.ra2_in1k,29.020,70.980,48.052,51.948,21.82,288,0.950,bicubic,-49.416,-46.292,+133 +hrnet_w64.ms_in1k,28.987,71.013,47.138,52.862,128.06,224,0.875,bilinear,-50.489,-47.514,+49 +xcit_tiny_12_p8_224.fb_in1k,28.979,71.021,47.501,52.499,6.71,224,1.000,bicubic,-50.709,-47.553,+33 +regnetx_032.tv2_in1k,28.975,71.025,47.069,52.931,15.30,224,0.965,bicubic,-51.951,-48.209,-79 +cs3darknet_focus_l.c2ns_in1k,28.939,71.061,47.639,52.361,21.15,288,0.950,bicubic,-51.937,-48.043,-74 +tf_efficientnet_b0.ns_jft_in1k,28.902,71.098,49.007,50.993,5.29,224,0.875,bicubic,-49.766,-45.365,+110 +xception65.tf_in1k,28.894,71.106,47.154,52.846,39.92,299,0.903,bicubic,-50.662,-47.504,+38 +tf_efficientnet_b1.aa_in1k,28.886,71.114,47.523,52.477,7.79,240,0.882,bicubic,-49.942,-46.677,+94 +vit_small_patch32_384.augreg_in21k_ft_in1k,28.875,71.125,48.889,51.111,22.92,384,1.000,bicubic,-51.611,-46.711,-41 +mobilevitv2_150.cvnets_in22k_ft_in1k_384,28.871,71.129,47.932,52.068,10.59,384,1.000,bicubic,-53.715,-48.382,-266 +resnet101.gluon_in1k,28.853,71.147,46.381,53.619,44.55,224,0.875,bicubic,-50.457,-48.141,+52 +skresnext50_32x4d.ra_in1k,28.810,71.190,46.507,53.493,27.48,224,0.875,bicubic,-51.354,-48.133,-8 +sehalonet33ts.ra2_in1k,28.780,71.220,46.574,53.426,13.69,256,0.940,bicubic,-52.178,-48.698,-90 +levit_256.fb_dist_in1k,28.743,71.257,46.729,53.271,18.89,224,0.900,bicubic,-52.781,-48.765,-154 +levit_conv_256.fb_dist_in1k,28.739,71.261,46.723,53.277,18.89,224,0.900,bicubic,-52.783,-48.767,-154 +resnet50.ra_in1k,28.694,71.306,47.366,52.634,25.56,288,0.950,bicubic,-51.142,-47.600,+8 +mobileone_s3.apple_in1k,28.676,71.324,47.582,52.418,10.17,224,0.900,bilinear,-49.316,-46.332,+151 +resnetblur50.bt_in1k,28.662,71.338,46.908,53.092,25.56,288,0.950,bicubic,-51.572,-48.326,-20 +tf_efficientnet_lite3.in1k,28.651,71.349,47.360,52.640,8.20,300,0.904,bilinear,-51.155,-47.554,+8 +darknetaa53.c2ns_in1k,28.647,71.353,46.949,53.051,36.02,288,1.000,bilinear,-51.859,-48.373,-55 +hrnet_w40.ms_in1k,28.645,71.355,47.452,52.548,57.56,224,0.875,bilinear,-50.287,-47.012,+74 +skresnet34.ra_in1k,28.631,71.369,47.961,52.039,22.28,224,0.875,bicubic,-48.279,-45.183,+205 +swinv2_tiny_window8_256.ms_in1k,28.627,71.373,46.189,53.811,28.35,256,0.900,bicubic,-53.193,-49.805,-189 +seresnext50_32x4d.gluon_in1k,28.619,71.381,46.438,53.562,27.56,224,0.875,bicubic,-51.305,-48.386,-11 +mobilevitv2_175.cvnets_in22k_ft_in1k_384,28.598,71.403,47.118,52.882,14.25,384,1.000,bicubic,-54.341,-49.308,-321 +tf_efficientnet_b3.in1k,28.582,71.418,47.981,52.019,12.23,300,0.904,bicubic,-52.292,-47.319,-93 +halonet50ts.a1h_in1k,28.580,71.420,46.183,53.817,22.73,256,0.940,bicubic,-53.082,-49.427,-183 +tf_efficientnetv2_b0.in1k,28.570,71.430,47.077,52.923,7.14,224,0.875,bicubic,-49.788,-46.937,+114 +poolformerv2_s12.sail_in1k,28.556,71.444,47.399,52.601,11.89,224,1.000,bicubic,-49.446,-46.465,+137 +resnet152.tv_in1k,28.543,71.457,47.106,52.894,60.19,224,0.875,bilinear,-49.779,-46.940,+114 +xcit_tiny_12_p16_224.fb_in1k,28.515,71.485,47.403,52.597,6.72,224,1.000,bicubic,-48.625,-46.313,+184 +eva02_tiny_patch14_336.mim_in22k_ft_in1k,28.507,71.493,47.539,52.461,5.76,336,1.000,bicubic,-52.123,-47.987,-75 +ecaresnet50t.a1_in1k,28.456,71.544,45.576,54.424,25.57,288,1.000,bicubic,-53.672,-50.066,-225 +repvgg_b2.rvgg_in1k,28.421,71.579,47.044,52.956,89.02,224,0.875,bilinear,-50.371,-47.376,+73 +hrnet_w48.ms_in1k,28.409,71.591,47.576,52.424,77.47,224,0.875,bilinear,-50.897,-46.940,+31 +swinv2_cr_tiny_ns_224.sw_in1k,28.379,71.621,45.902,54.098,28.33,224,0.900,bicubic,-53.423,-49.916,-199 +resnext50_32x4d.gluon_in1k,28.372,71.628,45.332,54.668,25.03,224,0.875,bicubic,-50.988,-49.098,+24 +efficientnet_b2_pruned.in1k,28.360,71.640,47.057,52.943,8.31,260,0.890,bicubic,-51.560,-47.795,-24 +tf_efficientnet_b0.ap_in1k,28.354,71.646,47.535,52.465,5.29,224,0.875,bicubic,-48.736,-45.727,+178 +darknet53.c2ns_in1k,28.328,71.672,46.880,53.120,41.61,288,1.000,bicubic,-52.204,-48.552,-77 +dla169.in1k,28.320,71.680,47.388,52.612,53.39,224,0.875,bilinear,-50.388,-46.956,+73 +tf_efficientnet_cc_b0_4e.in1k,28.313,71.687,47.360,52.640,13.31,224,0.875,bicubic,-48.989,-45.976,+162 +dla102x2.in1k,28.313,71.687,46.774,53.226,41.28,224,0.875,bilinear,-51.133,-47.858,+12 +resnext50_32x4d.ra_in1k,28.303,71.697,46.081,53.919,25.03,288,0.950,bicubic,-52.395,-49.311,-93 +mixnet_xl.ra_in1k,28.291,71.709,46.708,53.292,11.90,224,0.875,bicubic,-52.191,-48.229,-76 +seresnet33ts.ra2_in1k,28.236,71.764,47.578,52.422,19.78,288,1.000,bicubic,-52.548,-47.784,-103 +resnet50d.gluon_in1k,28.234,71.766,45.880,54.120,25.58,224,0.875,bicubic,-50.844,-48.586,+39 +resnet50.a1_in1k,28.220,71.780,44.937,55.063,25.56,288,1.000,bicubic,-52.994,-50.165,-153 +fastvit_s12.apple_in1k,28.126,71.874,46.649,53.351,9.47,256,0.900,bicubic,-51.816,-48.145,-37 +densenet161.tv_in1k,28.108,71.892,46.653,53.347,28.68,224,0.875,bicubic,-49.250,-46.989,+151 +resnet101c.gluon_in1k,28.104,71.896,45.953,54.047,44.57,224,0.875,bicubic,-51.434,-48.631,-4 +resnet34.a1_in1k,28.100,71.900,45.707,54.293,21.80,288,1.000,bicubic,-49.818,-48.057,+121 +wide_resnet101_2.tv_in1k,28.095,71.906,46.426,53.574,126.89,224,0.875,bilinear,-50.748,-47.855,+48 +regnetx_320.pycls_in1k,28.079,71.921,45.118,54.882,107.81,224,0.875,bicubic,-52.167,-49.904,-58 +regnety_320.pycls_in1k,28.075,71.925,45.460,54.540,145.05,224,0.875,bicubic,-52.735,-49.778,-115 +resnext50_32x4d.a1_in1k,28.075,71.925,44.815,55.185,25.03,288,1.000,bicubic,-53.391,-50.359,-188 +gernet_s.idstcv_in1k,28.051,71.949,46.727,53.273,8.17,224,0.875,bilinear,-48.859,-46.589,+171 +ecaresnet50d_pruned.miil_in1k,28.043,71.957,47.038,52.962,19.94,288,0.950,bicubic,-52.747,-48.532,-116 +levit_conv_192.fb_dist_in1k,28.032,71.968,45.874,54.126,10.95,224,0.900,bicubic,-51.806,-48.904,-37 +mobilevitv2_175.cvnets_in1k,28.028,71.972,46.098,53.902,14.25,256,0.888,bicubic,-52.832,-49.158,-126 +levit_192.fb_dist_in1k,28.028,71.972,45.870,54.130,10.95,224,0.900,bicubic,-51.810,-48.914,-37 +efficientnet_el_pruned.in1k,28.004,71.996,46.804,53.196,10.59,300,0.904,bicubic,-52.294,-48.418,-71 +vit_base_patch16_224.augreg_in1k,27.971,72.029,45.737,54.263,86.57,224,0.900,bicubic,-51.183,-48.353,+18 +fastvit_t12.apple_in1k,27.935,72.065,46.393,53.607,7.55,256,0.900,bicubic,-51.329,-48.169,+7 +resnet101.a3_in1k,27.925,72.075,45.014,54.986,44.55,224,0.950,bicubic,-51.888,-49.600,-39 +resnet50_gn.a1h_in1k,27.916,72.084,46.075,53.925,25.56,288,0.950,bicubic,-53.300,-49.309,-173 +xception41.tf_in1k,27.880,72.120,45.888,54.112,26.97,299,0.903,bicubic,-50.624,-48.388,+58 +regnetx_160.pycls_in1k,27.827,72.173,45.631,54.369,54.28,224,0.875,bicubic,-52.039,-49.197,-49 +dpn68b.mx_in1k,27.814,72.186,47.415,52.585,12.61,224,0.875,bicubic,-49.704,-46.437,+123 +resnet50d.a1_in1k,27.790,72.210,44.377,55.623,25.58,288,1.000,bicubic,-53.660,-50.841,-199 +inception_v3.tf_in1k,27.780,72.220,45.727,54.273,23.83,299,0.875,bicubic,-50.076,-48.139,+106 +res2net101_26w_4s.in1k,27.778,72.222,45.159,54.841,45.21,224,0.875,bilinear,-51.422,-49.277,+5 +tf_efficientnetv2_b1.in1k,27.745,72.255,46.580,53.420,8.14,240,0.882,bicubic,-51.715,-48.142,-21 +repghostnet_200.in1k,27.719,72.281,46.322,53.678,9.80,224,0.875,bicubic,-51.087,-48.008,+30 +vit_base_patch16_224.sam_in1k,27.703,72.297,45.100,54.900,86.57,224,0.900,bicubic,-52.535,-49.656,-78 +fbnetv3_b.ra2_in1k,27.670,72.330,46.987,53.013,8.60,256,0.950,bilinear,-51.476,-47.757,+6 +regnety_160.pycls_in1k,27.641,72.359,45.531,54.469,83.59,224,0.875,bicubic,-52.657,-49.433,-85 +mobilevitv2_200.cvnets_in1k,27.637,72.363,45.784,54.216,18.45,256,0.888,bicubic,-53.497,-49.578,-175 +repvgg_b1.rvgg_in1k,27.631,72.369,46.533,53.467,57.42,224,0.875,bilinear,-50.737,-47.563,+62 +hrnet_w44.ms_in1k,27.627,72.373,45.837,54.163,67.06,224,0.875,bilinear,-51.267,-48.527,+18 +resnet50.am_in1k,27.574,72.426,45.369,54.631,25.56,224,0.875,bicubic,-51.428,-49.029,+10 +inception_v3.tv_in1k,27.556,72.444,45.265,54.735,23.83,299,0.875,bicubic,-49.878,-48.209,+116 +resmlp_24_224.fb_in1k,27.517,72.483,45.690,54.310,30.02,224,0.875,bicubic,-51.857,-48.856,-24 +pit_xs_224.in1k,27.485,72.515,45.910,54.090,10.62,224,0.900,bicubic,-50.691,-48.252,+69 +tiny_vit_5m_224.in1k,27.483,72.517,45.855,54.145,5.39,224,0.950,bicubic,-51.687,-48.939,-5 +gcresnet33ts.ra2_in1k,27.401,72.599,46.155,53.845,19.88,288,1.000,bicubic,-53.199,-49.167,-127 +regnetx_080.pycls_in1k,27.397,72.603,45.012,54.988,39.57,224,0.875,bicubic,-51.801,-49.542,-9 +hrnet_w30.ms_in1k,27.389,72.611,46.554,53.446,37.71,224,0.875,bilinear,-50.807,-47.668,+63 +hrnet_w32.ms_in1k,27.381,72.619,46.006,53.994,41.23,224,0.875,bilinear,-51.061,-48.184,+43 +convnext_pico.d1_in1k,27.358,72.642,45.660,54.340,9.05,288,0.950,bicubic,-53.058,-49.388,-111 +vit_small_patch16_384.augreg_in1k,27.328,72.672,46.118,53.882,22.20,384,1.000,bicubic,-53.788,-49.456,-186 +resnet50s.gluon_in1k,27.324,72.676,45.214,54.786,25.68,224,0.875,bicubic,-51.390,-49.028,+21 +res2net50_26w_8s.in1k,27.306,72.694,44.815,55.185,48.40,224,0.875,bilinear,-51.635,-49.479,+1 +convnext_pico_ols.d1_in1k,27.297,72.703,45.644,54.356,9.06,288,1.000,bicubic,-53.165,-49.608,-123 +densenet201.tv_in1k,27.271,72.729,46.210,53.790,20.01,224,0.875,bicubic,-50.015,-47.270,+111 +resnet33ts.ra2_in1k,27.257,72.743,45.183,54.817,19.68,288,1.000,bicubic,-52.469,-49.645,-64 +ecaresnet50t.a2_in1k,27.246,72.754,44.047,55.953,25.57,288,1.000,bicubic,-54.412,-51.503,-252 +regnety_064.pycls_in1k,27.238,72.762,44.866,55.134,30.58,224,0.875,bicubic,-52.478,-49.900,-65 +ghostnetv2_160.in1k,27.232,72.768,46.366,53.634,12.39,224,0.875,bicubic,-50.600,-47.574,+79 +efficientnet_b1_pruned.in1k,27.196,72.804,45.861,54.139,6.33,240,0.882,bicubic,-51.044,-47.973,+49 +tf_efficientnetv2_b2.in1k,27.163,72.837,44.568,55.432,10.10,260,0.890,bicubic,-53.033,-50.474,-100 +vit_base_patch32_224.augreg_in1k,27.140,72.861,45.175,54.825,88.22,224,0.900,bicubic,-47.755,-46.603,+178 +seresnet50.a1_in1k,27.124,72.876,43.563,56.437,28.09,288,1.000,bicubic,-53.978,-51.765,-195 +resnet50d.a2_in1k,27.120,72.880,43.811,56.189,25.58,288,1.000,bicubic,-54.044,-51.269,-204 +resnetrs50.tf_in1k,27.098,72.902,45.027,54.973,35.69,224,0.910,bicubic,-52.796,-49.947,-89 +rexnet_130.nav_in1k,27.081,72.919,45.957,54.043,7.56,224,0.875,bicubic,-52.425,-48.721,-58 +gmixer_24_224.ra3_in1k,27.031,72.969,44.353,55.647,24.72,224,0.875,bicubic,-50.995,-49.315,+56 +dla102x.in1k,27.022,72.978,45.505,54.495,26.31,224,0.875,bilinear,-51.490,-48.731,+16 +resnet101.tv_in1k,26.963,73.037,45.234,54.766,44.55,224,0.875,bilinear,-50.417,-48.312,+91 +regnetx_120.pycls_in1k,26.866,73.134,44.688,55.312,46.11,224,0.875,bicubic,-52.722,-50.055,-67 +resnet32ts.ra2_in1k,26.849,73.151,45.041,54.959,17.96,288,1.000,bicubic,-52.539,-49.611,-54 +rexnet_100.nav_in1k,26.841,73.159,45.379,54.621,4.80,224,0.875,bicubic,-51.015,-48.261,+64 +legacy_seresnext101_32x4d.in1k,26.821,73.179,43.505,56.495,48.96,224,0.875,bilinear,-53.411,-51.515,-114 +densenet169.tv_in1k,26.819,73.181,45.381,54.619,14.15,224,0.875,bicubic,-49.081,-47.647,+142 +tinynet_a.in1k,26.815,73.185,45.082,54.918,6.19,192,0.875,bicubic,-50.833,-48.458,+69 +regnetx_064.pycls_in1k,26.803,73.197,44.913,55.087,26.21,224,0.875,bicubic,-52.263,-49.547,-28 +regnety_120.pycls_in1k,26.780,73.220,44.442,55.558,51.82,224,0.875,bicubic,-53.600,-50.684,-137 +regnetx_032.pycls_in1k,26.717,73.283,45.230,54.770,15.30,224,0.875,bicubic,-51.451,-48.852,+36 +res2net101d.in1k,26.711,73.289,44.336,55.664,45.23,224,0.875,bilinear,-54.507,-51.014,-227 +resnext50_32x4d.a2_in1k,26.682,73.318,42.768,57.232,25.03,288,1.000,bicubic,-54.622,-52.328,-233 +efficientvit_m5.r224_in1k,26.674,73.326,44.923,55.077,12.47,224,0.875,bicubic,-50.384,-48.261,+98 +legacy_seresnet152.in1k,26.666,73.334,43.949,56.051,66.82,224,0.875,bilinear,-51.994,-50.421,-4 +efficientnet_es.ra_in1k,26.619,73.381,45.096,54.904,5.44,224,0.875,bicubic,-51.439,-48.830,+38 +res2net50_26w_6s.in1k,26.591,73.409,44.004,55.996,37.05,224,0.875,bilinear,-51.977,-50.118,-3 +repvgg_b1g4.rvgg_in1k,26.579,73.421,45.100,54.900,39.97,224,0.875,bilinear,-51.009,-48.736,+64 +dla60x.in1k,26.566,73.434,45.031,54.969,17.35,224,0.875,bilinear,-51.670,-48.995,+24 coat_lite_tiny.in1k,26.517,73.484,44.646,55.354,5.72,224,0.900,bicubic,-51.003,-49.276,+64 -regnety_080.pycls_in1k,26.515,73.485,44.355,55.645,39.18,224,0.875,bicubic,-53.353,-50.477,-98 -mobilenetv3_large_100.miil_in21k_ft_in1k,26.499,73.501,44.497,55.503,5.48,224,0.875,bilinear,-51.419,-49.269,+45 -tf_efficientnet_b0.aa_in1k,26.479,73.521,45.641,54.359,5.29,224,0.875,bicubic,-50.355,-47.579,+95 -res2net50_14w_8s.in1k,26.477,73.523,44.371,55.629,25.06,224,0.875,bilinear,-51.681,-49.475,+27 -tf_efficientnet_b2.in1k,26.462,73.538,44.788,55.212,9.11,260,0.890,bicubic,-53.142,-49.926,-79 -resnet50.gluon_in1k,26.426,73.574,44.037,55.963,25.56,224,0.875,bicubic,-51.154,-49.681,+57 -ecaresnet50t.a3_in1k,26.416,73.584,43.508,56.492,25.57,224,0.950,bicubic,-53.136,-51.186,-77 -tf_efficientnet_el.in1k,26.355,73.645,44.175,55.825,10.59,300,0.904,bicubic,-53.897,-50.943,-126 -levit_conv_128.fb_dist_in1k,26.330,73.670,44.120,55.880,9.21,224,0.900,bicubic,-52.164,-49.888,-7 -levit_128.fb_dist_in1k,26.328,73.672,44.116,55.884,9.21,224,0.900,bicubic,-52.162,-49.896,-6 -lambda_resnet26t.c1_in1k,26.326,73.674,44.430,55.570,10.96,256,0.940,bicubic,-52.762,-50.160,-46 -resmlp_big_24_224.fb_in1k,26.318,73.682,43.554,56.446,129.14,224,0.875,bicubic,-54.718,-51.464,-203 -resmlp_12_224.fb_distilled_in1k,26.316,73.684,44.874,55.126,15.35,224,0.875,bicubic,-51.638,-48.686,+31 -visformer_tiny.in1k,26.255,73.745,44.184,55.816,10.32,224,0.900,bicubic,-51.907,-49.980,+16 -regnetx_040.pycls_in1k,26.241,73.759,44.424,55.576,22.12,224,0.875,bicubic,-52.251,-49.818,-12 -mobilevitv2_150.cvnets_in1k,26.178,73.822,43.762,56.238,10.59,256,0.888,bicubic,-54.192,-51.312,-146 -crossvit_9_dagger_240.in1k,26.173,73.827,44.544,55.456,8.78,240,0.875,bicubic,-50.807,-49.076,+75 -vit_small_patch32_224.augreg_in21k_ft_in1k,26.165,73.835,45.106,54.894,22.88,224,0.900,bicubic,-49.829,-47.692,+99 -seresnet50.a2_in1k,26.165,73.835,42.675,57.325,28.09,288,1.000,bicubic,-54.941,-52.547,-217 -densenetblur121d.ra_in1k,26.135,73.865,45.039,54.961,8.00,288,0.950,bicubic,-51.185,-48.751,+53 -resnet50.a2_in1k,26.094,73.906,42.583,57.417,25.56,288,1.000,bicubic,-54.678,-52.405,-186 -resnet50d.a3_in1k,26.090,73.910,42.976,57.024,25.58,224,0.950,bicubic,-52.632,-51.260,-33 -resnet34.a2_in1k,26.084,73.916,43.108,56.892,21.80,288,1.000,bicubic,-51.074,-50.166,+61 -resnext50_32x4d.a3_in1k,26.082,73.918,42.946,57.054,25.03,224,0.950,bicubic,-53.186,-51.360,-71 -efficientnet_b1.ft_in1k,26.055,73.945,44.080,55.920,7.79,256,1.000,bicubic,-52.745,-50.262,-41 -convnextv2_femto.fcmae_ft_in1k,26.037,73.963,44.302,55.698,5.23,288,0.950,bicubic,-53.301,-50.258,-81 -lambda_resnet26rpt_256.c1_in1k,26.033,73.967,44.190,55.810,10.99,256,0.940,bicubic,-52.935,-50.248,-56 -mobilevitv2_125.cvnets_in1k,26.021,73.979,43.668,56.332,7.48,256,0.888,bicubic,-53.659,-51.190,-106 -dpn68.mx_in1k,26.006,73.994,44.084,55.916,12.61,224,0.875,bicubic,-50.340,-48.924,+84 -hrnet_w18.ms_in1k,25.978,74.022,44.807,55.193,21.30,224,0.875,bilinear,-50.774,-48.637,+69 -hardcorenas_f.miil_green_in1k,25.939,74.061,44.208,55.792,8.20,224,0.875,bilinear,-52.159,-49.598,+3 -vit_small_patch16_224.augreg_in1k,25.939,74.061,43.964,56.036,22.05,224,0.900,bicubic,-52.907,-50.324,-53 -regnety_040.pycls_in1k,25.907,74.093,43.858,56.142,20.65,224,0.875,bicubic,-53.325,-50.798,-76 -regnetx_016.tv2_in1k,25.878,74.122,43.353,56.647,9.19,224,0.965,bicubic,-53.558,-51.415,-95 -res2net50_26w_4s.in1k,25.876,74.124,43.163,56.837,25.70,224,0.875,bilinear,-52.074,-50.689,+10 -resnext50d_32x4d.bt_in1k,25.876,74.124,42.956,57.044,25.05,288,0.950,bicubic,-54.788,-52.464,-190 -tresnet_m.miil_in1k_448,25.860,74.140,42.868,57.132,31.39,448,0.875,bilinear,-55.848,-52.706,-298 -coat_tiny.in1k,25.858,74.142,43.275,56.725,5.50,224,0.900,bicubic,-52.568,-50.773,-27 -densenet121.ra_in1k,25.821,74.179,44.860,55.140,7.98,288,0.950,bicubic,-50.679,-48.508,+70 -hardcorenas_c.miil_green_in1k,25.819,74.181,44.778,55.222,5.52,224,0.875,bilinear,-51.239,-48.390,+48 -resnet50c.gluon_in1k,25.791,74.209,43.021,56.979,25.58,224,0.875,bicubic,-52.221,-50.967,-1 -halonet26t.a1h_in1k,25.776,74.224,43.220,56.780,12.48,256,0.950,bicubic,-53.330,-51.086,-79 -SelecSls60.in1k,25.725,74.275,44.072,55.928,30.67,224,0.875,bicubic,-52.259,-49.760,0 -hardcorenas_e.miil_green_in1k,25.662,74.338,43.422,56.578,8.07,224,0.875,bilinear,-52.122,-50.276,+9 -poolformer_s12.sail_in1k,25.650,74.350,44.157,55.843,11.92,224,0.900,bicubic,-51.584,-49.375,+34 -dla60_res2net.in1k,25.650,74.350,43.593,56.407,20.85,224,0.875,bilinear,-52.812,-50.609,-38 -dla60_res2next.in1k,25.648,74.352,43.679,56.321,17.03,224,0.875,bilinear,-52.786,-50.465,-37 -ecaresnet26t.ra2_in1k,25.538,74.462,43.660,56.340,16.01,320,0.950,bicubic,-54.312,-51.430,-143 +regnety_080.pycls_in1k,26.515,73.485,44.351,55.649,39.18,224,0.875,bicubic,-53.353,-50.481,-110 +mobilenetv3_large_100.miil_in21k_ft_in1k,26.493,73.507,44.491,55.509,5.48,224,0.875,bilinear,-51.427,-48.423,+43 +tf_efficientnet_b0.aa_in1k,26.483,73.517,45.642,54.358,5.29,224,0.875,bicubic,-50.361,-47.576,+99 +res2net50_14w_8s.in1k,26.477,73.523,44.371,55.629,25.06,224,0.875,bilinear,-51.681,-49.475,+25 +tf_efficientnet_b2.in1k,26.462,73.538,44.788,55.212,9.11,260,0.890,bicubic,-53.147,-49.926,-90 +mobileone_s2.apple_in1k,26.456,73.544,44.566,55.434,7.88,224,0.900,bilinear,-51.060,-49.102,+60 +resnet50.gluon_in1k,26.428,73.572,44.039,55.961,25.56,224,0.875,bicubic,-51.154,-49.681,+56 +ecaresnet50t.a3_in1k,26.420,73.580,43.507,56.493,25.57,224,0.950,bicubic,-53.132,-51.188,-89 +tf_efficientnet_el.in1k,26.353,73.647,44.173,55.827,10.59,300,0.904,bicubic,-53.895,-50.947,-141 +levit_conv_128.fb_dist_in1k,26.330,73.670,44.120,55.880,9.21,224,0.900,bicubic,-52.164,-49.888,-11 +levit_128.fb_dist_in1k,26.328,73.672,44.116,55.884,9.21,224,0.900,bicubic,-52.162,-49.896,-10 +lambda_resnet26t.c1_in1k,26.326,73.674,44.430,55.570,10.96,256,0.940,bicubic,-52.762,-50.160,-54 +resmlp_big_24_224.fb_in1k,26.318,73.682,43.554,56.446,129.14,224,0.875,bicubic,-54.718,-51.464,-225 +resmlp_12_224.fb_distilled_in1k,26.316,73.684,44.874,55.126,15.35,224,0.875,bicubic,-51.638,-48.686,+29 +visformer_tiny.in1k,26.257,73.743,44.182,55.818,10.32,224,0.900,bicubic,-51.903,-49.984,+13 +regnetx_040.pycls_in1k,26.243,73.757,44.424,55.576,22.12,224,0.875,bicubic,-52.249,-49.818,-16 +mobilevitv2_150.cvnets_in1k,26.178,73.822,43.762,56.238,10.59,256,0.888,bicubic,-54.192,-51.312,-163 +crossvit_9_dagger_240.in1k,26.177,73.823,44.542,55.458,8.78,240,0.875,bicubic,-50.801,-49.076,+78 +vit_small_patch32_224.augreg_in21k_ft_in1k,26.165,73.835,45.106,54.894,22.88,224,0.900,bicubic,-49.829,-47.694,+105 +seresnet50.a2_in1k,26.165,73.835,42.675,57.325,28.09,288,1.000,bicubic,-54.941,-52.547,-240 +densenetblur121d.ra_in1k,26.135,73.865,45.037,54.963,8.00,288,0.950,bicubic,-51.187,-48.751,+54 +resnet50.a2_in1k,26.094,73.906,42.583,57.417,25.56,288,1.000,bicubic,-54.678,-52.405,-205 +resnet50d.a3_in1k,26.090,73.910,42.970,57.030,25.58,224,0.950,bicubic,-52.630,-51.262,-39 +resnext50_32x4d.a3_in1k,26.082,73.918,42.946,57.054,25.03,224,0.950,bicubic,-53.186,-51.360,-81 +resnet34.a2_in1k,26.080,73.920,43.109,56.891,21.80,288,1.000,bicubic,-51.078,-50.165,+62 +efficientnet_b1.ft_in1k,26.055,73.945,44.080,55.920,7.79,256,1.000,bicubic,-52.745,-50.262,-47 +convnextv2_femto.fcmae_ft_in1k,26.039,73.961,44.302,55.698,5.23,288,0.950,bicubic,-53.299,-50.258,-92 +fastvit_t8.apple_dist_in1k,26.033,73.967,44.397,55.603,4.03,256,0.900,bicubic,-51.143,-48.901,+57 +lambda_resnet26rpt_256.c1_in1k,26.033,73.967,44.190,55.810,10.99,256,0.940,bicubic,-52.931,-50.246,-63 +mobilevitv2_125.cvnets_in1k,26.021,73.979,43.668,56.332,7.48,256,0.888,bicubic,-53.659,-51.190,-119 +dpn68.mx_in1k,26.006,73.994,44.084,55.916,12.61,224,0.875,bicubic,-50.340,-48.924,+88 +hrnet_w18.ms_in1k,25.982,74.018,44.803,55.197,21.30,224,0.875,bilinear,-50.770,-48.641,+72 +hardcorenas_f.miil_green_in1k,25.939,74.061,44.204,55.796,8.20,224,0.875,bilinear,-52.157,-49.598,-1 +vit_small_patch16_224.augreg_in1k,25.935,74.065,43.964,56.036,22.05,224,0.900,bicubic,-52.913,-50.324,-61 +repghostnet_150.in1k,25.923,74.077,44.328,55.672,6.58,224,0.875,bicubic,-51.537,-49.182,+34 +regnety_040.pycls_in1k,25.909,74.091,43.854,56.146,20.65,224,0.875,bicubic,-53.311,-50.802,-87 +hrnet_w18_small_v2.gluon_in1k,25.884,74.116,43.815,56.185,15.60,224,0.875,bicubic,-52.306,-50.087,-12 +regnetx_016.tv2_in1k,25.878,74.122,43.353,56.647,9.19,224,0.965,bicubic,-53.558,-51.415,-110 +fastvit_t8.apple_in1k,25.876,74.124,44.153,55.847,4.03,256,0.900,bicubic,-50.298,-48.899,+83 +resnext50d_32x4d.bt_in1k,25.876,74.124,42.956,57.044,25.05,288,0.950,bicubic,-54.788,-52.464,-212 +res2net50_26w_4s.in1k,25.872,74.128,43.163,56.837,25.70,224,0.875,bilinear,-52.078,-50.689,+3 +tresnet_m.miil_in1k_448,25.860,74.140,42.868,57.132,31.39,448,0.875,bilinear,-55.850,-52.706,-328 +coat_tiny.in1k,25.858,74.142,43.275,56.725,5.50,224,0.900,bicubic,-52.568,-50.773,-35 +hardcorenas_c.miil_green_in1k,25.821,74.179,44.764,55.236,5.52,224,0.875,bilinear,-51.245,-48.398,+47 +densenet121.ra_in1k,25.815,74.185,44.866,55.134,7.98,288,0.950,bicubic,-50.685,-48.502,+69 +resnet50c.gluon_in1k,25.793,74.207,43.019,56.981,25.58,224,0.875,bicubic,-52.213,-50.973,-8 +halonet26t.a1h_in1k,25.776,74.224,43.220,56.780,12.48,256,0.950,bicubic,-53.330,-51.086,-91 +selecsls60.in1k,25.729,74.272,44.065,55.935,30.67,224,0.875,bicubic,-52.260,-49.765,-6 +hardcorenas_e.miil_green_in1k,25.658,74.342,43.408,56.592,8.07,224,0.875,bilinear,-52.132,-50.292,+4 +poolformer_s12.sail_in1k,25.654,74.346,44.167,55.833,11.92,224,0.900,bicubic,-51.586,-49.365,+31 +dla60_res2next.in1k,25.654,74.346,43.675,56.325,17.03,224,0.875,bilinear,-52.786,-50.469,-44 +dla60_res2net.in1k,25.648,74.352,43.583,56.417,20.85,224,0.875,bilinear,-52.816,-50.615,-48 +ecaresnet26t.ra2_in1k,25.538,74.462,43.660,56.340,16.01,320,0.950,bicubic,-54.312,-51.430,-160 resmlp_12_224.fb_in1k,25.528,74.472,44.330,55.670,15.35,224,0.875,bicubic,-51.120,-48.848,+51 -tf_efficientnet_lite1.in1k,25.512,74.488,43.579,56.421,5.42,240,0.882,bicubic,-51.132,-49.651,+50 -mixnet_l.ft_in1k,25.512,74.488,43.475,56.525,7.33,224,0.875,bicubic,-53.454,-50.705,-78 -convnext_femto.d1_in1k,25.510,74.490,43.672,56.328,5.22,288,0.950,bicubic,-53.206,-50.759,-61 -res2net50d.in1k,25.495,74.505,43.041,56.959,25.72,224,0.875,bilinear,-54.759,-51.995,-172 -cs3darknet_focus_m.c2ns_in1k,25.493,74.507,43.762,56.238,9.30,288,0.950,bicubic,-51.791,-50.204,+24 -resnext50_32x4d.tv_in1k,25.467,74.533,42.787,57.213,25.03,224,0.875,bilinear,-52.151,-50.909,+5 -bat_resnext26ts.ch_in1k,25.455,74.545,43.194,56.806,10.73,256,0.900,bicubic,-52.797,-50.904,-33 -botnet26t_256.c1_in1k,25.451,74.549,42.660,57.340,12.49,256,0.950,bicubic,-53.805,-51.875,-103 -eca_halonext26ts.c1_in1k,25.442,74.558,43.182,56.818,10.76,256,0.940,bicubic,-54.044,-51.418,-125 -repvgg_a2.rvgg_in1k,25.434,74.566,43.947,56.053,28.21,224,0.875,bilinear,-51.024,-49.055,+52 -tf_mixnet_l.in1k,25.412,74.588,42.534,57.466,7.33,224,0.875,bicubic,-53.364,-51.468,-74 -hardcorenas_b.miil_green_in1k,25.402,74.598,44.182,55.818,5.18,224,0.875,bilinear,-51.134,-48.578,+43 -regnety_008_tv.tv2_in1k,25.395,74.606,43.430,56.570,6.43,224,0.965,bicubic,-53.280,-50.956,-68 -res2next50.in1k,25.392,74.608,42.492,57.508,24.67,224,0.875,bilinear,-52.850,-51.343,-39 -convnext_femto_ols.d1_in1k,25.387,74.613,43.137,56.863,5.23,288,0.950,bicubic,-53.537,-51.389,-89 -efficientformerv2_s0.snap_dist_in1k,25.363,74.637,43.921,56.079,3.60,224,0.950,bicubic,-50.755,-48.939,+52 -SelecSls60b.in1k,25.326,74.674,43.554,56.446,32.77,224,0.875,bicubic,-53.088,-50.480,-53 -resnetv2_50x1_bit.goog_in21k_ft_in1k,25.322,74.678,45.350,54.650,25.55,448,1.000,bilinear,-55.018,-50.330,-197 -hardcorenas_d.miil_green_in1k,25.322,74.678,43.141,56.859,7.50,224,0.875,bilinear,-52.118,-50.349,+1 -legacy_seresnet101.in1k,25.322,74.678,42.831,57.169,49.33,224,0.875,bilinear,-53.064,-51.431,-53 -regnety_032.pycls_in1k,25.316,74.684,42.909,57.091,19.44,224,0.875,bicubic,-53.560,-51.499,-92 -wide_resnet50_2.tv_in1k,25.310,74.690,42.176,57.824,68.88,224,0.875,bilinear,-53.170,-51.910,-65 -dla102.in1k,25.302,74.698,43.840,56.160,33.27,224,0.875,bilinear,-52.720,-50.092,-33 -resnest14d.gluon_in1k,25.279,74.722,44.104,55.896,10.61,224,0.875,bilinear,-50.232,-48.400,+57 -legacy_seresnext50_32x4d.in1k,25.212,74.788,41.944,58.056,27.56,224,0.875,bilinear,-53.864,-52.488,-107 -mixer_b16_224.goog_in21k_ft_in1k,25.111,74.888,41.225,58.775,59.88,224,0.875,bicubic,-51.491,-50.999,+27 -res2net50_48w_2s.in1k,25.025,74.975,42.206,57.794,25.29,224,0.875,bilinear,-52.489,-51.346,-10 -efficientnet_b0.ra_in1k,25.015,74.985,42.797,57.203,5.29,224,0.875,bicubic,-52.679,-50.735,-21 -resnet50.a3_in1k,25.002,74.999,41.891,58.109,25.56,224,0.950,bicubic,-53.047,-51.889,-41 -resnet34.gluon_in1k,24.942,75.058,42.239,57.761,21.80,224,0.875,bicubic,-49.636,-49.745,+72 -dla60.in1k,24.941,75.059,43.294,56.706,22.04,224,0.875,bilinear,-52.105,-50.024,+9 -mobilenetv2_120d.ra_in1k,24.915,75.085,43.051,56.949,5.83,224,0.875,bicubic,-52.387,-50.453,-6 -convnextv2_atto.fcmae_ft_in1k,24.890,75.111,42.469,57.531,3.71,288,0.950,bicubic,-52.871,-51.257,-28 -eca_botnext26ts_256.c1_in1k,24.868,75.132,42.943,57.057,10.59,256,0.950,bicubic,-54.400,-51.663,-131 -resnet34.bt_in1k,24.828,75.171,42.080,57.920,21.80,288,0.950,bicubic,-51.652,-51.274,+26 -regnety_016.pycls_in1k,24.827,75.173,42.612,57.388,11.20,224,0.875,bicubic,-53.035,-51.106,-35 -xcit_nano_12_p8_224.fb_dist_in1k,24.801,75.199,43.072,56.928,3.05,224,1.000,bicubic,-51.531,-50.022,+28 -seresnet50.a3_in1k,24.793,75.207,42.101,57.899,28.09,224,0.950,bicubic,-52.235,-50.973,+3 -pit_ti_distilled_224.in1k,24.715,75.285,43.227,56.773,5.10,224,0.900,bicubic,-49.539,-48.727,+65 -cs3darknet_m.c2ns_in1k,24.626,75.374,42.970,57.030,9.31,288,0.950,bicubic,-53.008,-51.046,-30 -eca_resnext26ts.ch_in1k,24.561,75.439,42.534,57.466,10.30,288,1.000,bicubic,-53.439,-51.392,-48 -resnet50.bt_in1k,24.559,75.441,41.445,58.555,25.56,288,0.950,bicubic,-55.081,-53.447,-166 -mobilevitv2_100.cvnets_in1k,24.553,75.447,42.921,57.079,4.90,256,0.888,bicubic,-53.523,-51.249,-57 -tf_efficientnet_lite2.in1k,24.534,75.466,42.292,57.708,6.09,260,0.890,bicubic,-52.930,-51.458,-26 -seresnext26ts.ch_in1k,24.506,75.494,42.665,57.335,10.39,288,1.000,bicubic,-53.766,-51.429,-72 -skresnet18.ra_in1k,24.497,75.504,42.534,57.466,11.96,224,0.875,bicubic,-48.541,-48.638,+74 -regnetx_016.pycls_in1k,24.477,75.523,42.490,57.510,9.19,224,0.875,bicubic,-52.447,-50.925,-1 -tf_efficientnet_lite0.in1k,24.375,75.625,42.508,57.492,4.65,224,0.875,bicubic,-50.455,-49.664,+47 -hardcorenas_a.miil_green_in1k,24.365,75.635,43.306,56.694,5.26,224,0.875,bilinear,-51.565,-49.204,+23 -hrnet_w18.ms_aug_in1k,24.333,75.667,42.888,57.112,21.30,224,0.950,bilinear,-53.793,-51.165,-67 -gcresnext26ts.ch_in1k,24.153,75.847,41.306,58.694,10.48,288,1.000,bicubic,-54.261,-52.864,-86 -resnet50.tv_in1k,24.090,75.910,41.323,58.677,25.56,224,0.875,bilinear,-52.040,-51.535,+15 -tf_efficientnet_b1.in1k,24.070,75.930,41.512,58.488,7.79,240,0.882,bicubic,-54.490,-52.582,-103 -levit_128s.fb_dist_in1k,24.060,75.940,41.001,58.999,7.78,224,0.900,bicubic,-52.466,-51.871,+3 -levit_conv_128s.fb_dist_in1k,24.052,75.948,41.003,58.997,7.78,224,0.900,bicubic,-52.468,-51.983,+4 -legacy_seresnet34.in1k,24.023,75.977,41.903,58.097,21.96,224,0.875,bilinear,-50.785,-50.223,+40 -xcit_nano_12_p16_384.fb_dist_in1k,24.005,75.995,42.306,57.694,3.05,384,1.000,bicubic,-51.453,-50.390,+26 -xcit_nano_12_p8_384.fb_dist_in1k,23.956,76.044,41.954,58.046,3.05,384,1.000,bicubic,-53.864,-52.086,-55 -efficientnet_lite0.ra_in1k,23.909,76.091,42.115,57.885,4.65,224,0.875,bicubic,-51.571,-50.407,+23 -densenet121.tv_in1k,23.840,76.160,41.928,58.072,7.98,224,0.875,bicubic,-50.924,-50.225,+37 -efficientnet_es_pruned.in1k,23.820,76.180,41.993,58.007,5.44,224,0.875,bicubic,-51.194,-50.453,+31 -regnetx_008.tv2_in1k,23.779,76.221,40.689,59.311,7.26,224,0.965,bicubic,-53.525,-52.977,-37 -mixnet_m.ft_in1k,23.716,76.284,41.148,58.852,5.01,224,0.875,bicubic,-53.542,-52.270,-33 -resnet26t.ra2_in1k,23.712,76.288,41.319,58.681,16.01,320,1.000,bicubic,-54.620,-52.805,-94 -mobilenetv2_140.ra_in1k,23.701,76.299,41.475,58.525,6.11,224,0.875,bicubic,-52.819,-51.391,-7 -dla34.in1k,23.685,76.315,41.549,58.451,15.74,224,0.875,bilinear,-50.953,-50.515,+33 -legacy_seresnet50.in1k,23.640,76.360,40.079,59.921,28.09,224,0.875,bilinear,-54.004,-53.679,-58 -convnext_atto.d2_in1k,23.589,76.411,41.087,58.913,3.70,288,0.950,bicubic,-53.419,-52.614,-26 -resnext26ts.ra2_in1k,23.589,76.411,40.891,59.109,10.30,288,1.000,bicubic,-53.585,-52.573,-36 -tf_mixnet_m.in1k,23.484,76.516,40.997,59.003,5.01,224,0.875,bicubic,-53.470,-52.157,-26 -resnet34.tv_in1k,23.475,76.525,41.361,58.639,21.80,224,0.875,bilinear,,, -SelecSls42b.in1k,23.369,76.632,40.665,59.335,32.46,224,0.875,bicubic,-53.802,-52.727,-39 -tf_efficientnet_em.in1k,23.369,76.632,40.398,59.602,6.90,240,0.882,bicubic,-54.754,-53.648,-90 -resnet34.a3_in1k,23.369,76.632,40.072,59.928,21.80,224,0.950,bicubic,-49.602,-51.037,+51 -repvgg_b0.rvgg_in1k,23.319,76.681,41.164,58.836,15.82,224,0.875,bilinear,-51.823,-51.252,+12 -regnety_004.tv2_in1k,23.282,76.718,40.993,59.007,4.34,224,0.965,bicubic,-52.316,-51.703,+3 -xcit_nano_12_p16_224.fb_dist_in1k,23.260,76.740,41.368,58.632,3.05,224,1.000,bicubic,-49.050,-49.492,+53 -convnext_atto_ols.a2_in1k,23.129,76.871,40.881,59.119,3.70,288,0.950,bicubic,-54.087,-52.795,-46 -mobilenetv2_110d.ra_in1k,23.078,76.922,40.757,59.243,4.52,224,0.875,bicubic,-51.978,-51.429,+11 -resnet18.a1_in1k,23.058,76.942,39.551,60.449,11.69,288,1.000,bicubic,-50.100,-51.475,+38 -vit_base_patch32_224.sam_in1k,23.046,76.954,39.565,60.435,88.22,224,0.900,bicubic,-50.648,-51.449,+32 -tinynet_b.in1k,23.021,76.979,40.974,59.026,3.73,188,0.875,bicubic,-51.957,-51.213,+11 -resnet18d.ra2_in1k,23.005,76.995,41.197,58.803,11.71,288,0.950,bicubic,-50.789,-50.640,+29 -deit_tiny_distilled_patch16_224.fb_in1k,22.728,77.272,40.775,59.225,5.91,224,0.900,bicubic,-51.772,-51.117,+19 -mobilenetv3_large_100.ra_in1k,22.659,77.341,40.767,59.233,5.48,224,0.875,bicubic,-53.107,-51.771,-11 -mobilenetv3_rw.rmsp_in1k,22.630,77.370,40.362,59.638,5.48,224,0.875,bicubic,-52.990,-52.342,-9 -edgenext_x_small.in1k,22.590,77.410,39.500,60.500,2.34,288,1.000,bicubic,-53.098,-53.266,-12 -tf_mobilenetv3_large_100.in1k,22.579,77.421,39.773,60.227,5.48,224,0.875,bilinear,-52.937,-52.821,-8 -tf_efficientnet_b0.in1k,22.563,77.437,39.570,60.430,5.29,224,0.875,bicubic,-53.969,-53.438,-33 -mobilevit_s.cvnets_in1k,22.484,77.516,38.649,61.351,5.58,256,0.900,bicubic,-55.828,-55.495,-118 -xcit_nano_12_p8_224.fb_in1k,22.408,77.592,40.628,59.372,3.05,224,1.000,bicubic,-51.508,-51.542,+19 -tf_efficientnet_es.in1k,22.406,77.594,39.089,60.911,5.44,224,0.875,bicubic,-54.194,-54.113,-38 -hrnet_w18_small_v2.ms_in1k,22.341,77.659,39.863,60.137,15.60,224,0.875,bilinear,-52.773,-52.551,-4 -convit_tiny.fb_in1k,22.268,77.732,39.675,60.325,5.71,224,0.875,bicubic,-50.844,-52.037,+25 -regnetx_004_tv.tv2_in1k,22.207,77.793,39.111,60.889,5.50,224,0.965,bicubic,-52.389,-53.067,+6 -regnety_008.pycls_in1k,22.115,77.885,38.902,61.098,6.26,224,0.875,bicubic,-54.187,-54.158,-30 -ese_vovnet19b_dw.ra_in1k,22.072,77.928,39.456,60.544,6.54,288,0.950,bicubic,-55.672,-54.331,-91 -regnety_006.pycls_in1k,21.975,78.025,38.961,61.039,6.06,224,0.875,bicubic,-53.295,-53.565,-12 -vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,21.948,78.052,39.407,60.593,6.36,384,1.000,bicubic,-54.014,-53.857,-29 -regnetx_008.pycls_in1k,21.948,78.052,38.932,61.068,7.26,224,0.875,bicubic,-53.082,-53.406,-8 -semnasnet_100.rmsp_in1k,21.887,78.113,38.600,61.400,3.89,224,0.875,bicubic,-53.563,-53.994,-16 -pit_ti_224.in1k,21.877,78.123,39.527,60.473,4.85,224,0.900,bicubic,-51.033,-51.873,+22 -pvt_v2_b0.in1k,21.836,78.164,40.152,59.848,3.67,224,0.900,bicubic,-48.824,-50.044,+40 -regnetx_006.pycls_in1k,21.747,78.253,38.914,61.086,6.20,224,0.875,bicubic,-52.121,-52.764,+7 -vit_tiny_patch16_384.augreg_in21k_ft_in1k,21.718,78.282,39.327,60.673,5.79,384,1.000,bicubic,-56.706,-55.213,-142 -crossvit_9_240.in1k,21.694,78.306,39.258,60.742,8.55,240,0.875,bicubic,-52.264,-52.710,+3 +mixnet_l.ft_in1k,25.520,74.480,43.471,56.529,7.33,224,0.875,bicubic,-53.446,-50.711,-90 +convnext_femto.d1_in1k,25.510,74.490,43.672,56.328,5.22,288,0.950,bicubic,-53.206,-50.759,-71 +tf_efficientnet_lite1.in1k,25.509,74.492,43.573,56.427,5.42,240,0.882,bicubic,-51.136,-49.651,+49 +res2net50d.in1k,25.497,74.503,43.041,56.959,25.72,224,0.875,bilinear,-54.757,-51.995,-191 +cs3darknet_focus_m.c2ns_in1k,25.493,74.507,43.762,56.238,9.30,288,0.950,bicubic,-51.791,-50.204,+21 +resnext50_32x4d.tv_in1k,25.467,74.533,42.787,57.213,25.03,224,0.875,bilinear,-52.155,-50.909,0 +bat_resnext26ts.ch_in1k,25.455,74.545,43.194,56.806,10.73,256,0.900,bicubic,-52.797,-50.904,-41 +botnet26t_256.c1_in1k,25.451,74.549,42.660,57.340,12.49,256,0.950,bicubic,-53.806,-51.872,-117 +eca_halonext26ts.c1_in1k,25.442,74.558,43.182,56.818,10.76,256,0.940,bicubic,-54.044,-51.418,-141 +repvgg_a2.rvgg_in1k,25.436,74.564,43.945,56.055,28.21,224,0.875,bilinear,-51.022,-49.057,+52 +tf_mixnet_l.in1k,25.414,74.586,42.538,57.462,7.33,224,0.875,bicubic,-53.362,-51.464,-84 +regnety_008_tv.tv2_in1k,25.406,74.594,43.434,56.566,6.43,224,0.965,bicubic,-53.260,-50.956,-76 +hardcorenas_b.miil_green_in1k,25.396,74.603,44.188,55.812,5.18,224,0.875,bilinear,-51.151,-48.574,+42 +res2next50.in1k,25.392,74.608,42.492,57.508,24.67,224,0.875,bilinear,-52.850,-51.399,-47 +convnext_femto_ols.d1_in1k,25.387,74.613,43.137,56.863,5.23,288,0.950,bicubic,-53.537,-51.389,-100 +efficientformerv2_s0.snap_dist_in1k,25.349,74.651,43.929,56.071,3.60,224,0.950,bicubic,-50.765,-48.929,+54 +legacy_seresnet101.in1k,25.332,74.668,42.832,57.168,49.33,224,0.875,bilinear,-53.054,-51.430,-59 +selecsls60b.in1k,25.326,74.674,43.556,56.444,32.77,224,0.875,bicubic,-53.086,-50.612,-62 +hardcorenas_d.miil_green_in1k,25.326,74.674,43.137,56.863,7.50,224,0.875,bilinear,-52.108,-50.353,-2 +resnetv2_50x1_bit.goog_in21k_ft_in1k,25.322,74.678,45.348,54.652,25.55,448,1.000,bilinear,-55.020,-50.334,-217 +regnety_032.pycls_in1k,25.318,74.682,42.923,57.077,19.44,224,0.875,bicubic,-53.558,-51.485,-103 +wide_resnet50_2.tv_in1k,25.310,74.690,42.182,57.818,68.88,224,0.875,bilinear,-53.166,-51.906,-73 +dla102.in1k,25.294,74.706,43.846,56.154,33.27,224,0.875,bilinear,-52.730,-50.088,-40 +resnest14d.gluon_in1k,25.280,74.719,44.106,55.894,10.61,224,0.875,bilinear,-50.227,-48.402,+60 +legacy_seresnext50_32x4d.in1k,25.212,74.788,41.950,58.050,27.56,224,0.875,bilinear,-53.864,-52.482,-119 +ghostnetv2_130.in1k,25.149,74.851,43.271,56.729,8.96,224,0.875,bicubic,-51.607,-50.091,+23 +mixer_b16_224.goog_in21k_ft_in1k,25.111,74.888,41.225,58.775,59.88,224,0.875,bicubic,-51.491,-50.999,+26 +res2net50_48w_2s.in1k,25.025,74.975,42.206,57.794,25.29,224,0.875,bilinear,-52.489,-51.344,-15 +efficientnet_b0.ra_in1k,25.015,74.985,42.797,57.203,5.29,224,0.875,bicubic,-52.679,-50.735,-27 +resnet50.a3_in1k,25.000,75.001,41.889,58.111,25.56,224,0.950,bicubic,-53.049,-51.891,-49 +dla60.in1k,24.937,75.063,43.322,56.678,22.04,224,0.875,bilinear,-52.109,-49.996,+8 +resnet34.gluon_in1k,24.937,75.063,42.237,57.763,21.80,224,0.875,bicubic,-49.643,-49.745,+75 +mobilenetv2_120d.ra_in1k,24.915,75.085,43.039,56.961,5.83,224,0.875,bicubic,-52.393,-50.463,-11 +convnextv2_atto.fcmae_ft_in1k,24.890,75.111,42.469,57.531,3.71,288,0.950,bicubic,-52.871,-51.257,-34 +eca_botnext26ts_256.c1_in1k,24.868,75.132,42.943,57.057,10.59,256,0.950,bicubic,-54.400,-51.663,-147 +resnet34.bt_in1k,24.828,75.171,42.080,57.920,21.80,288,0.950,bicubic,-51.652,-51.274,+25 +regnety_016.pycls_in1k,24.823,75.177,42.610,57.390,11.20,224,0.875,bicubic,-53.045,-51.108,-43 +xcit_nano_12_p8_224.fb_dist_in1k,24.801,75.199,43.072,56.928,3.05,224,1.000,bicubic,-51.531,-50.026,+28 +seresnet50.a3_in1k,24.793,75.207,42.094,57.906,28.09,224,0.950,bicubic,-52.233,-50.978,+1 +pit_ti_distilled_224.in1k,24.711,75.289,43.225,56.775,5.10,224,0.900,bicubic,-49.545,-48.727,+71 +cs3darknet_m.c2ns_in1k,24.626,75.374,42.970,57.030,9.31,288,0.950,bicubic,-53.008,-51.046,-36 +eca_resnext26ts.ch_in1k,24.559,75.441,42.536,57.464,10.30,288,1.000,bicubic,-53.441,-51.390,-56 +resnet50.bt_in1k,24.559,75.441,41.445,58.555,25.56,288,0.950,bicubic,-55.081,-53.447,-183 +mobilevitv2_100.cvnets_in1k,24.553,75.447,42.919,57.081,4.90,256,0.888,bicubic,-53.527,-51.251,-65 +tf_efficientnet_lite2.in1k,24.532,75.468,42.290,57.710,6.09,260,0.890,bicubic,-52.930,-51.462,-31 +seresnext26ts.ch_in1k,24.506,75.494,42.665,57.335,10.39,288,1.000,bicubic,-53.764,-51.427,-81 +skresnet18.ra_in1k,24.497,75.504,42.534,57.466,11.96,224,0.875,bicubic,-48.538,-48.638,+84 +regnetx_016.pycls_in1k,24.477,75.523,42.490,57.510,9.19,224,0.875,bicubic,-52.447,-50.925,-3 +tf_efficientnet_lite0.in1k,24.373,75.627,42.510,57.490,4.65,224,0.875,bicubic,-50.459,-49.660,+51 +hardcorenas_a.miil_green_in1k,24.367,75.633,43.316,56.684,5.26,224,0.875,bilinear,-51.571,-49.192,+24 +hrnet_w18.ms_aug_in1k,24.341,75.659,42.897,57.103,21.30,224,0.950,bilinear,-53.781,-51.157,-74 +efficientvit_m4.r224_in1k,24.286,75.714,41.758,58.242,8.80,224,0.875,bicubic,-50.082,-50.222,+58 +gcresnext26ts.ch_in1k,24.154,75.846,41.306,58.694,10.48,288,1.000,bicubic,-54.260,-52.730,-97 +resnet50.tv_in1k,24.096,75.904,41.323,58.677,25.56,224,0.875,bilinear,-52.032,-51.535,+15 +tf_efficientnet_b1.in1k,24.070,75.930,41.512,58.488,7.79,240,0.882,bicubic,-54.492,-52.582,-114 +levit_128s.fb_dist_in1k,24.060,75.940,41.001,58.999,7.78,224,0.900,bicubic,-52.466,-51.871,+1 +levit_conv_128s.fb_dist_in1k,24.052,75.948,41.003,58.997,7.78,224,0.900,bicubic,-52.468,-51.863,+1 +legacy_seresnet34.in1k,24.021,75.979,41.901,58.099,21.96,224,0.875,bilinear,-50.781,-50.225,+43 +xcit_nano_12_p16_384.fb_dist_in1k,24.005,75.995,42.306,57.694,3.05,384,1.000,bicubic,-51.453,-50.392,+28 +xcit_nano_12_p8_384.fb_dist_in1k,23.956,76.044,41.954,58.046,3.05,384,1.000,bicubic,-53.864,-52.086,-62 +efficientnet_lite0.ra_in1k,23.905,76.095,42.109,57.891,4.65,224,0.875,bicubic,-51.577,-50.411,+24 +repghostnet_130.in1k,23.852,76.148,41.569,58.431,5.48,224,0.875,bicubic,-52.524,-51.323,+1 +densenet121.tv_in1k,23.840,76.160,41.928,58.072,7.98,224,0.875,bicubic,-50.924,-50.225,+39 +efficientnet_es_pruned.in1k,23.815,76.185,41.991,58.009,5.44,224,0.875,bicubic,-51.191,-50.453,+33 +regnetx_008.tv2_in1k,23.779,76.221,40.698,59.302,7.26,224,0.965,bicubic,-53.527,-52.966,-42 +mixnet_m.ft_in1k,23.716,76.284,41.146,58.854,5.01,224,0.875,bicubic,-53.544,-52.272,-39 +resnet26t.ra2_in1k,23.712,76.288,41.321,58.679,16.01,320,1.000,bicubic,-54.616,-52.803,-105 +mobilenetv2_140.ra_in1k,23.695,76.305,41.469,58.531,6.11,224,0.875,bicubic,-52.821,-51.519,-9 +dla34.in1k,23.685,76.315,41.538,58.462,15.74,224,0.875,bilinear,-50.955,-50.529,+35 +legacy_seresnet50.in1k,23.640,76.360,40.079,59.921,28.09,224,0.875,bilinear,-54.004,-53.679,-66 +convnext_atto.d2_in1k,23.589,76.411,41.087,58.913,3.70,288,0.950,bicubic,-53.419,-52.614,-30 +resnext26ts.ra2_in1k,23.589,76.411,40.891,59.109,10.30,288,1.000,bicubic,-53.589,-52.573,-42 +tf_mixnet_m.in1k,23.484,76.516,40.997,59.003,5.01,224,0.875,bicubic,-53.470,-52.157,-30 +resnet34.tv_in1k,23.473,76.527,41.361,58.639,21.80,224,0.875,bilinear,-49.833,-50.059,+53 +efficientvit_m3.r224_in1k,23.412,76.588,40.531,59.469,6.90,224,0.875,bicubic,-49.962,-50.817,+49 +selecsls42b.in1k,23.369,76.632,40.681,59.319,32.46,224,0.875,bicubic,-53.802,-52.711,-44 +tf_efficientnet_em.in1k,23.369,76.632,40.398,59.602,6.90,240,0.882,bicubic,-54.758,-53.650,-101 +resnet34.a3_in1k,23.366,76.633,40.068,59.932,21.80,224,0.950,bicubic,-49.603,-51.038,+55 +repvgg_b0.rvgg_in1k,23.319,76.681,41.164,58.836,15.82,224,0.875,bilinear,-51.825,-51.252,+12 +regnety_004.tv2_in1k,23.292,76.708,40.987,59.013,4.34,224,0.965,bicubic,-52.302,-51.713,+2 +xcit_nano_12_p16_224.fb_dist_in1k,23.249,76.751,41.368,58.632,3.05,224,1.000,bicubic,-49.061,-49.492,+61 +convnext_atto_ols.a2_in1k,23.129,76.871,40.881,59.119,3.70,288,0.950,bicubic,-54.087,-52.795,-53 +mobilenetv2_110d.ra_in1k,23.070,76.930,40.749,59.251,4.52,224,0.875,bicubic,-51.984,-51.434,+12 +resnet18.a1_in1k,23.056,76.944,39.551,60.449,11.69,288,1.000,bicubic,-50.102,-51.475,+45 +vit_base_patch32_224.sam_in1k,23.046,76.954,39.565,60.435,88.22,224,0.900,bicubic,-50.648,-51.449,+37 +tinynet_b.in1k,23.017,76.983,40.979,59.021,3.73,188,0.875,bicubic,-51.961,-51.207,+12 +resnet18d.ra2_in1k,23.001,76.999,41.197,58.803,11.71,288,0.950,bicubic,-50.793,-50.640,+34 +repghostnet_111.in1k,22.881,77.119,40.439,59.561,4.54,224,0.875,bicubic,-52.175,-51.753,+6 +mobileone_s1.apple_in1k,22.803,77.197,39.851,60.149,4.83,224,0.900,bilinear,-52.983,-52.941,-13 +deit_tiny_distilled_patch16_224.fb_in1k,22.722,77.278,40.777,59.223,5.91,224,0.900,bicubic,-51.782,-51.113,+18 +mobilenetv3_large_100.ra_in1k,22.657,77.343,40.763,59.237,5.48,224,0.875,bicubic,-53.109,-51.775,-14 +repvgg_a1.rvgg_in1k,22.640,77.361,39.869,60.131,14.09,224,0.875,bilinear,-51.823,-51.987,+17 +mobilenetv3_rw.rmsp_in1k,22.630,77.370,40.362,59.638,5.48,224,0.875,bicubic,-52.990,-52.342,-13 +ghostnetv2_100.in1k,22.604,77.396,40.022,59.978,6.16,224,0.875,bicubic,-52.562,-52.332,-4 +edgenext_x_small.in1k,22.590,77.410,39.500,60.500,2.34,288,1.000,bicubic,-53.098,-53.266,-17 +tf_mobilenetv3_large_100.in1k,22.579,77.421,39.777,60.223,5.48,224,0.875,bilinear,-52.937,-52.817,-13 +tf_efficientnet_b0.in1k,22.559,77.441,39.570,60.430,5.29,224,0.875,bicubic,-53.971,-53.438,-41 +mobilevit_s.cvnets_in1k,22.478,77.522,38.657,61.343,5.58,256,0.900,bicubic,-55.834,-55.491,-134 +xcit_nano_12_p8_224.fb_in1k,22.408,77.592,40.626,59.374,3.05,224,1.000,bicubic,-51.502,-51.542,+20 +tf_efficientnet_es.in1k,22.406,77.594,39.089,60.911,5.44,224,0.875,bicubic,-54.192,-54.113,-46 +hrnet_w18_small_v2.ms_in1k,22.341,77.659,39.857,60.143,15.60,224,0.875,bilinear,-52.769,-52.559,-8 +convit_tiny.fb_in1k,22.268,77.732,39.675,60.325,5.71,224,0.875,bicubic,-50.844,-52.037,+28 +regnetx_004_tv.tv2_in1k,22.213,77.787,39.126,60.874,5.50,224,0.965,bicubic,-52.387,-53.044,+3 +regnety_008.pycls_in1k,22.109,77.891,38.902,61.098,6.26,224,0.875,bicubic,-54.193,-54.160,-37 +ese_vovnet19b_dw.ra_in1k,22.072,77.928,39.464,60.536,6.54,288,0.950,bicubic,-55.672,-54.320,-104 +regnety_006.pycls_in1k,21.981,78.019,38.959,61.041,6.06,224,0.875,bicubic,-53.287,-53.567,-17 +vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,21.948,78.052,39.405,60.595,6.36,384,1.000,bicubic,-54.012,-53.857,-35 +regnetx_008.pycls_in1k,21.948,78.052,38.928,61.072,7.26,224,0.875,bicubic,-53.080,-53.410,-11 +semnasnet_100.rmsp_in1k,21.889,78.111,38.604,61.396,3.89,224,0.875,bicubic,-53.561,-53.994,-21 +pit_ti_224.in1k,21.871,78.129,39.537,60.463,4.85,224,0.900,bicubic,-51.039,-51.867,+25 +pvt_v2_b0.in1k,21.836,78.164,40.152,59.848,3.67,224,0.900,bicubic,-48.824,-50.044,+48 +regnetx_006.pycls_in1k,21.747,78.253,38.914,61.086,6.20,224,0.875,bicubic,-52.121,-52.764,+8 +vit_tiny_patch16_384.augreg_in21k_ft_in1k,21.720,78.280,39.319,60.681,5.79,384,1.000,bicubic,-56.704,-55.223,-158 +crossvit_9_240.in1k,21.696,78.304,39.268,60.732,8.55,240,0.875,bicubic,-52.264,-52.694,+2 vgg19_bn.tv_in1k,21.623,78.376,39.276,60.724,143.68,224,0.875,bilinear,-52.592,-52.568,-3 -ghostnet_100.in1k,21.623,78.376,38.708,61.292,5.18,224,0.875,bilinear,-52.358,-52.758,+1 -semnasnet_075.rmsp_in1k,21.576,78.424,38.924,61.076,2.91,224,0.875,bicubic,-51.416,-52.214,+12 -resnet18.gluon_in1k,21.547,78.453,38.873,61.127,11.69,224,0.875,bicubic,-49.291,-50.881,+32 -mobilevitv2_075.cvnets_in1k,21.535,78.465,38.631,61.369,2.87,256,0.888,bicubic,-54.073,-54.113,-33 -fbnetc_100.rmsp_in1k,21.500,78.500,38.181,61.819,5.57,224,0.875,bilinear,-53.630,-54.207,-24 -xcit_nano_12_p16_224.fb_in1k,21.437,78.563,39.791,60.209,3.05,224,1.000,bicubic,-48.525,-49.971,+34 -mnasnet_100.rmsp_in1k,21.346,78.653,37.709,62.291,4.38,224,0.875,bicubic,-53.304,-54.414,-16 -resnet18.fb_ssl_yfcc100m_ft_in1k,21.290,78.710,39.099,60.901,11.69,224,0.875,bilinear,-51.304,-52.319,+9 -lcnet_100.ra2_in1k,21.290,78.710,38.873,61.127,2.95,224,0.875,bicubic,-50.806,-51.489,+19 -mixnet_s.ft_in1k,21.278,78.722,38.199,61.801,4.13,224,0.875,bicubic,-54.716,-55.071,-47 -legacy_seresnext26_32x4d.in1k,21.087,78.913,37.635,62.365,16.79,224,0.875,bicubic,-56.021,-55.679,-81 -crossvit_tiny_240.in1k,21.052,78.948,38.067,61.933,7.01,240,0.875,bicubic,-52.284,-53.841,-3 -resnet18.a2_in1k,20.944,79.056,36.851,63.149,11.69,288,1.000,bicubic,-51.428,-53.745,+8 -regnetx_004.pycls_in1k,20.889,79.111,37.533,62.467,5.16,224,0.875,bicubic,-51.509,-53.295,+5 -spnasnet_100.rmsp_in1k,20.871,79.129,37.890,62.110,4.42,224,0.875,bilinear,-53.215,-53.930,-16 -legacy_seresnet18.in1k,20.847,79.153,37.639,62.361,11.78,224,0.875,bicubic,-50.919,-52.693,+15 -seresnext26t_32x4d.bt_in1k,20.847,79.153,36.344,63.656,16.81,288,0.950,bicubic,-57.897,-57.968,-185 -mobilenetv2_100.ra_in1k,20.757,79.243,37.764,62.236,3.50,224,0.875,bicubic,-52.219,-53.246,-3 -tf_mixnet_s.in1k,20.476,79.524,36.627,63.373,4.13,224,0.875,bicubic,-55.176,-56.009,-50 -vit_tiny_patch16_224.augreg_in21k_ft_in1k,20.458,79.542,37.601,62.399,5.72,224,0.900,bicubic,-54.996,-55.243,-43 -regnety_004.pycls_in1k,20.413,79.587,37.014,62.986,4.34,224,0.875,bicubic,-53.615,-54.736,-21 -tf_mobilenetv3_large_075.in1k,20.372,79.628,36.784,63.216,3.99,224,0.875,bilinear,-53.060,-54.568,-15 -hrnet_w18_small.ms_in1k,20.364,79.636,37.090,62.910,13.19,224,0.875,bilinear,-51.974,-53.587,-1 -resnet26d.bt_in1k,20.266,79.734,36.348,63.652,16.01,288,0.950,bicubic,-57.142,-57.290,-110 -resnet18.tv_in1k,20.230,79.770,37.260,62.740,11.69,224,0.875,bilinear,-49.530,-51.810,+17 -mixer_l16_224.goog_in21k_ft_in1k,20.175,79.825,32.938,67.062,208.20,224,0.875,bicubic,-51.879,-54.736,+2 -deit_tiny_patch16_224.fb_in1k,20.142,79.858,37.541,62.459,5.72,224,0.900,bicubic,-52.030,-53.571,-1 -tf_mobilenetv3_large_minimal_100.in1k,20.103,79.897,36.894,63.106,3.92,224,0.875,bilinear,-52.155,-53.744,-4 -seresnext26d_32x4d.bt_in1k,20.063,79.937,35.233,64.766,16.81,288,0.950,bicubic,-58.751,-59.006,-203 -vgg16_bn.tv_in1k,19.945,80.055,36.314,63.686,138.37,224,0.875,bilinear,-53.425,-55.200,-22 -resnet26.bt_in1k,19.739,80.261,35.839,64.161,16.00,288,0.950,bicubic,-56.627,-57.341,-75 -vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,19.334,80.666,36.059,63.941,6.34,224,0.900,bicubic,-52.464,-54.765,-2 -tinynet_c.in1k,19.260,80.740,35.982,64.018,2.46,184,0.875,bicubic,-51.980,-53.752,+1 -edgenext_xx_small.in1k,18.863,81.137,35.159,64.841,1.33,288,1.000,bicubic,-53.015,-55.393,-5 -resnet18.a3_in1k,18.450,81.550,33.485,66.515,11.69,224,0.950,bicubic,-49.804,-54.691,+13 -mobilevit_xs.cvnets_in1k,18.312,81.688,33.192,66.808,2.32,256,0.900,bicubic,-56.324,-59.154,-43 -lcnet_075.ra2_in1k,18.128,81.872,34.371,65.629,2.36,224,0.875,bicubic,-50.654,-53.989,+8 -vgg19.tv_in1k,17.941,82.059,33.058,66.942,143.67,224,0.875,bilinear,-54.437,-57.816,-18 -vgg13_bn.tv_in1k,17.798,82.202,34.043,65.957,133.05,224,0.875,bilinear,-53.790,-56.335,-6 -vgg16.tv_in1k,17.536,82.464,32.779,67.221,138.36,224,0.875,bilinear,-54.056,-57.605,-8 -regnety_002.pycls_in1k,17.460,82.540,32.433,67.567,3.16,224,0.875,bicubic,-52.818,-57.095,-3 -vgg11_bn.tv_in1k,17.399,82.601,33.001,66.999,132.87,224,0.875,bilinear,-52.983,-56.807,-5 -mobilevitv2_050.cvnets_in1k,17.308,82.692,33.003,66.997,1.37,256,0.888,bicubic,-52.830,-56.917,-4 -regnetx_002.pycls_in1k,16.953,83.047,32.241,67.759,2.68,224,0.875,bicubic,-51.793,-56.295,+2 -mobilenetv3_small_100.lamb_in1k,16.805,83.195,32.516,67.484,2.54,224,0.875,bicubic,-50.851,-55.120,+6 -resnet10t.c3_in1k,16.699,83.301,32.123,67.877,5.44,224,0.950,bicubic,-51.659,-55.917,+1 -mobilenetv2_050.lamb_in1k,16.666,83.334,31.962,68.038,1.97,224,0.875,bicubic,-49.284,-54.126,+8 -tinynet_d.in1k,16.660,83.340,32.451,67.549,2.34,152,0.875,bicubic,-50.314,-54.611,+4 -mnasnet_small.lamb_in1k,16.638,83.362,31.909,68.091,2.03,224,0.875,bicubic,-49.558,-54.595,+4 -dla60x_c.in1k,16.330,83.670,31.747,68.252,1.32,224,0.875,bilinear,-51.568,-56.674,0 -tf_mobilenetv3_small_100.in1k,16.216,83.784,31.205,68.795,2.54,224,0.875,bilinear,-51.702,-56.469,-2 -vgg13.tv_in1k,16.096,83.904,30.985,69.015,133.05,224,0.875,bilinear,-53.836,-58.265,-11 -resnet14t.c3_in1k,15.925,84.075,30.003,69.997,10.08,224,0.950,bicubic,-56.329,-60.299,-28 -vgg11.tv_in1k,15.723,84.278,30.451,69.549,132.86,224,0.875,bilinear,-53.300,-58.173,-11 -mobilenetv3_small_075.lamb_in1k,14.952,85.048,29.727,70.273,2.04,224,0.875,bicubic,-50.282,-55.719,+2 -tf_mobilenetv3_small_075.in1k,14.932,85.067,29.566,70.434,2.04,224,0.875,bilinear,-50.795,-56.560,0 +semnasnet_075.rmsp_in1k,21.582,78.418,38.918,61.082,2.91,224,0.875,bicubic,-51.422,-52.222,+16 +resnet18.gluon_in1k,21.545,78.455,38.875,61.125,11.69,224,0.875,bicubic,-49.289,-50.881,+40 +mobilevitv2_075.cvnets_in1k,21.535,78.465,38.631,61.369,2.87,256,0.888,bicubic,-54.073,-54.113,-37 +fbnetc_100.rmsp_in1k,21.492,78.508,38.179,61.821,5.57,224,0.875,bilinear,-53.638,-54.209,-27 +repghostnet_100.in1k,21.459,78.541,38.682,61.318,4.07,224,0.875,bicubic,-52.748,-52.860,-7 +xcit_nano_12_p16_224.fb_in1k,21.437,78.563,39.791,60.209,3.05,224,1.000,bicubic,-48.525,-49.971,+42 +ghostnet_100.in1k,21.384,78.616,38.158,61.842,5.18,224,0.875,bicubic,-52.574,-53.374,-5 +mnasnet_100.rmsp_in1k,21.346,78.653,37.709,62.291,4.38,224,0.875,bicubic,-53.306,-54.413,-20 +resnet18.fb_ssl_yfcc100m_ft_in1k,21.293,78.707,39.114,60.886,11.69,224,0.875,bilinear,-51.305,-52.301,+11 +lcnet_100.ra2_in1k,21.293,78.707,38.867,61.133,2.95,224,0.875,bicubic,-50.809,-51.487,+23 +mixnet_s.ft_in1k,21.276,78.724,38.199,61.801,4.13,224,0.875,bicubic,-54.718,-55.071,-54 +legacy_seresnext26_32x4d.in1k,21.089,78.911,37.627,62.373,16.79,224,0.875,bicubic,-56.019,-55.687,-92 +efficientvit_m2.r224_in1k,21.081,78.919,37.690,62.310,4.19,224,0.875,bicubic,-49.733,-52.452,+30 +crossvit_tiny_240.in1k,21.048,78.952,38.061,61.939,7.01,240,0.875,bicubic,-52.292,-53.847,-3 +resnet18.a2_in1k,20.944,79.056,36.851,63.149,11.69,288,1.000,bicubic,-51.428,-53.745,+10 +repvgg_a0.rvgg_in1k,20.922,79.078,37.539,62.461,9.11,224,0.875,bilinear,-51.486,-52.953,+6 +regnetx_004.pycls_in1k,20.887,79.113,37.541,62.459,5.16,224,0.875,bicubic,-51.515,-53.285,+6 +spnasnet_100.rmsp_in1k,20.867,79.133,37.896,62.104,4.42,224,0.875,bilinear,-53.227,-53.924,-19 +seresnext26t_32x4d.bt_in1k,20.847,79.153,36.344,63.656,16.81,288,0.950,bicubic,-57.897,-57.968,-205 +legacy_seresnet18.in1k,20.835,79.165,37.639,62.361,11.78,224,0.875,bicubic,-50.925,-52.693,+16 +mobilenetv2_100.ra_in1k,20.761,79.239,37.757,62.243,3.50,224,0.875,bicubic,-52.207,-53.259,-2 +tf_mixnet_s.in1k,20.474,79.526,36.621,63.379,4.13,224,0.875,bicubic,-55.178,-56.019,-58 +vit_tiny_patch16_224.augreg_in21k_ft_in1k,20.460,79.540,37.601,62.399,5.72,224,0.900,bicubic,-55.002,-55.243,-52 +regnety_004.pycls_in1k,20.411,79.589,37.014,62.986,4.34,224,0.875,bicubic,-53.615,-54.734,-24 +tf_mobilenetv3_large_075.in1k,20.378,79.622,36.782,63.218,3.99,224,0.875,bilinear,-53.052,-54.570,-17 +hrnet_w18_small.ms_in1k,20.364,79.636,37.093,62.907,13.19,224,0.875,bilinear,-51.972,-53.588,0 +hrnet_w18_small.gluon_in1k,20.362,79.638,36.973,63.027,13.19,224,0.875,bicubic,-53.558,-54.221,-24 +resnet26d.bt_in1k,20.266,79.734,36.348,63.652,16.01,288,0.950,bicubic,-57.142,-57.290,-125 +resnet18.tv_in1k,20.230,79.770,37.258,62.742,11.69,224,0.875,bilinear,-49.530,-51.812,+21 +mixer_l16_224.goog_in21k_ft_in1k,20.175,79.825,32.938,67.062,208.20,224,0.875,bicubic,-51.879,-54.736,+3 +deit_tiny_patch16_224.fb_in1k,20.148,79.852,37.537,62.463,5.72,224,0.900,bicubic,-52.022,-53.579,0 +tf_mobilenetv3_large_minimal_100.in1k,20.103,79.897,36.894,63.106,3.92,224,0.875,bilinear,-52.161,-53.746,-4 +seresnext26d_32x4d.bt_in1k,20.067,79.933,35.233,64.766,16.81,288,0.950,bicubic,-58.747,-59.006,-226 +vgg16_bn.tv_in1k,19.945,80.055,36.314,63.686,138.37,224,0.875,bilinear,-53.425,-55.200,-24 +efficientvit_m1.r224_in1k,19.938,80.062,36.403,63.597,2.98,224,0.875,bicubic,-48.368,-52.267,+22 +resnet26.bt_in1k,19.739,80.261,35.839,64.161,16.00,288,0.950,bicubic,-56.627,-57.341,-87 +repghostnet_080.in1k,19.454,80.546,35.953,64.047,3.28,224,0.875,bicubic,-52.758,-54.531,-7 +vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,19.334,80.666,36.059,63.941,6.34,224,0.900,bicubic,-52.464,-54.765,-3 +mobileone_s0.apple_in1k,19.309,80.691,35.342,64.658,5.29,224,0.875,bilinear,-52.093,-54.500,0 +tinynet_c.in1k,19.258,80.742,35.982,64.018,2.46,184,0.875,bicubic,-51.984,-53.750,+1 +edgenext_xx_small.in1k,18.863,81.137,35.159,64.841,1.33,288,1.000,bicubic,-53.015,-55.393,-7 +efficientvit_b0.r224_in1k,18.464,81.536,33.190,66.810,3.41,224,0.950,bicubic,-52.934,-56.238,-2 +resnet18.a3_in1k,18.442,81.558,33.487,66.513,11.69,224,0.950,bicubic,-49.810,-54.685,+15 +mobilevit_xs.cvnets_in1k,18.312,81.688,33.206,66.794,2.32,256,0.900,bicubic,-56.322,-59.142,-54 +lcnet_075.ra2_in1k,18.128,81.872,34.371,65.629,2.36,224,0.875,bicubic,-50.654,-53.989,+9 +vgg19.tv_in1k,17.941,82.059,33.058,66.942,143.67,224,0.875,bilinear,-54.437,-57.816,-22 +vgg13_bn.tv_in1k,17.798,82.202,34.043,65.957,133.05,224,0.875,bilinear,-53.790,-56.335,-9 +vgg16.tv_in1k,17.538,82.462,32.779,67.221,138.36,224,0.875,bilinear,-54.054,-57.605,-11 +regnety_002.pycls_in1k,17.456,82.544,32.435,67.565,3.16,224,0.875,bicubic,-52.824,-57.095,-3 +vgg11_bn.tv_in1k,17.397,82.603,33.001,66.999,132.87,224,0.875,bilinear,-52.985,-56.807,-5 +mobilevitv2_050.cvnets_in1k,17.306,82.694,33.007,66.993,1.37,256,0.888,bicubic,-52.842,-56.911,-4 +repghostnet_058.in1k,17.161,82.839,32.596,67.404,2.55,224,0.875,bicubic,-51.753,-55.824,+1 +regnetx_002.pycls_in1k,16.959,83.041,32.225,67.775,2.68,224,0.875,bicubic,-51.793,-56.317,+2 +mobilenetv3_small_100.lamb_in1k,16.803,83.197,32.518,67.482,2.54,224,0.875,bicubic,-50.855,-55.118,+7 +resnet10t.c3_in1k,16.699,83.301,32.123,67.877,5.44,224,0.950,bicubic,-51.665,-55.913,+1 +efficientvit_m0.r224_in1k,16.670,83.330,31.948,68.052,2.35,224,0.875,bicubic,-46.600,-53.228,+14 +mobilenetv2_050.lamb_in1k,16.668,83.332,31.950,68.050,1.97,224,0.875,bicubic,-49.280,-54.134,+9 +tinynet_d.in1k,16.658,83.342,32.449,67.551,2.34,152,0.875,bicubic,-50.314,-54.617,+4 +mnasnet_small.lamb_in1k,16.638,83.362,31.909,68.091,2.03,224,0.875,bicubic,-49.558,-54.595,+5 +dla60x_c.in1k,16.336,83.664,31.757,68.243,1.32,224,0.875,bilinear,-51.576,-56.675,0 +tf_mobilenetv3_small_100.in1k,16.216,83.784,31.205,68.795,2.54,224,0.875,bilinear,-51.706,-56.467,-2 +vgg13.tv_in1k,16.096,83.904,30.985,69.015,133.05,224,0.875,bilinear,-53.836,-58.265,-13 +resnet14t.c3_in1k,15.925,84.075,30.003,69.997,10.08,224,0.950,bicubic,-56.329,-60.303,-34 +vgg11.tv_in1k,15.723,84.278,30.451,69.549,132.86,224,0.875,bilinear,-53.300,-58.173,-13 +repghostnet_050.in1k,15.589,84.411,30.189,69.811,2.31,224,0.875,bicubic,-51.377,-56.731,-2 +mobilenetv3_small_075.lamb_in1k,14.948,85.052,29.733,70.267,2.04,224,0.875,bicubic,-50.288,-55.713,+2 +tf_mobilenetv3_small_075.in1k,14.932,85.067,29.562,70.438,2.04,224,0.875,bilinear,-50.794,-56.570,0 dla46_c.in1k,14.665,85.335,29.397,70.603,1.30,224,0.875,bilinear,-50.207,-56.901,+1 -mobilevit_xxs.cvnets_in1k,14.492,85.508,28.659,71.341,1.27,256,0.900,bicubic,-54.440,-60.283,-14 -dla46x_c.in1k,14.380,85.620,29.189,70.811,1.07,224,0.875,bilinear,-51.608,-57.791,-5 -lcnet_050.ra2_in1k,14.304,85.696,28.653,71.347,1.88,224,0.875,bicubic,-48.816,-55.733,-1 -tf_mobilenetv3_small_minimal_100.in1k,13.966,86.034,27.988,72.012,2.04,224,0.875,bilinear,-48.924,-56.252,-1 -tinynet_e.in1k,12.671,87.329,26.381,73.619,2.04,106,0.875,bicubic,-47.195,-55.383,-1 -mobilenetv3_small_050.lamb_in1k,11.040,88.960,23.477,76.523,1.59,224,0.875,bicubic,-46.870,-56.703,-1 +mobilevit_xxs.cvnets_in1k,14.490,85.510,28.654,71.346,1.27,256,0.900,bicubic,-54.428,-60.291,-17 +dla46x_c.in1k,14.380,85.620,29.197,70.803,1.07,224,0.875,bilinear,-51.612,-57.777,-5 +lcnet_050.ra2_in1k,14.290,85.710,28.659,71.341,1.88,224,0.875,bicubic,-48.848,-55.724,0 +tf_mobilenetv3_small_minimal_100.in1k,13.962,86.038,27.990,72.010,2.04,224,0.875,bilinear,-48.932,-56.248,0 +tinynet_e.in1k,12.671,87.329,26.383,73.617,2.04,106,0.875,bicubic,-47.195,-55.379,0 +mobilenetv3_small_050.lamb_in1k,11.038,88.962,23.477,76.523,1.59,224,0.875,bicubic,-46.878,-56.703,0