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results.txt
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Ultralytics YOLOv8.0.212 🚀 Python-3.11.6 torch-2.1.1+cu121 CUDA:0 (NVIDIA GeForce RTX 4090, 24209MiB)
engine/trainer: task=detect, mode=train, model=yolov8l.pt, data=train/data/widerface.yaml, epochs=110, patience=50, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=0, workers=8, project=None, name=train, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, show=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, vid_stride=1, stream_buffer=False, line_width=None, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, boxes=True, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0, cfg=None, tracker=botsort.yaml, save_dir=/home/lindevs/dev/workspace/python/ultralytics/runs/detect/train
Overriding model.yaml nc=80 with nc=1
from n params module arguments
0 -1 1 1856 ultralytics.nn.modules.conv.Conv [3, 64, 3, 2]
1 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2]
2 -1 3 279808 ultralytics.nn.modules.block.C2f [128, 128, 3, True]
3 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2]
4 -1 6 2101248 ultralytics.nn.modules.block.C2f [256, 256, 6, True]
5 -1 1 1180672 ultralytics.nn.modules.conv.Conv [256, 512, 3, 2]
6 -1 6 8396800 ultralytics.nn.modules.block.C2f [512, 512, 6, True]
7 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2]
8 -1 3 4461568 ultralytics.nn.modules.block.C2f [512, 512, 3, True]
9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5]
10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
11 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1]
12 -1 3 4723712 ultralytics.nn.modules.block.C2f [1024, 512, 3]
13 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
14 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1]
15 -1 3 1247744 ultralytics.nn.modules.block.C2f [768, 256, 3]
16 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2]
17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1]
18 -1 3 4592640 ultralytics.nn.modules.block.C2f [768, 512, 3]
19 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2]
20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1]
21 -1 3 4723712 ultralytics.nn.modules.block.C2f [1024, 512, 3]
22 [15, 18, 21] 1 5583571 ultralytics.nn.modules.head.Detect [1, [256, 512, 512]]
Model summary: 365 layers, 43630611 parameters, 43630595 gradients, 165.4 GFLOPs
Transferred 589/595 items from pretrained weights
Freezing layer 'model.22.dfl.conv.weight'
AMP: running Automatic Mixed Precision (AMP) checks with YOLOv8n...
AMP: checks passed ✅
train: Scanning /home/lindevs/dev/workspace/python/dataset-utils/datasets/widerface/train.cache... 12880 images, 0 backgrounds, 0 corrupt: 100%|██████████| 12880/12880 [00:00<?, ?it/s]
train: Scanning /home/lindevs/dev/workspace/python/dataset-utils/datasets/widerface/train.cache... 12880 images, 0 backgrounds, 0 corrupt: 100%|██████████| 12880/12880 [00:00<?, ?it/s]
val: Scanning /home/lindevs/dev/workspace/python/dataset-utils/datasets/widerface/val.cache... 3226 images, 0 backgrounds, 0 corrupt: 100%|██████████| 3226/3226 [00:00<?, ?it/s]
val: Scanning /home/lindevs/dev/workspace/python/dataset-utils/datasets/widerface/val.cache... 3226 images, 0 backgrounds, 0 corrupt: 100%|██████████| 3226/3226 [00:00<?, ?it/s]
Plotting labels to /home/lindevs/dev/workspace/python/ultralytics/runs/detect/train/labels.jpg...
optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically...
optimizer: SGD(lr=0.01, momentum=0.9) with parameter groups 97 weight(decay=0.0), 104 weight(decay=0.0005), 103 bias(decay=0.0)
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to /home/lindevs/dev/workspace/python/ultralytics/runs/detect/train
Starting training for 110 epochs...
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/110 22.8G 1.642 1.01 1.151 268 640: 100%|██████████| 805/805 [02:03<00:00, 6.54it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:11<00:00, 8.99it/s]
all 3226 39706 0.824 0.574 0.649 0.341
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/110 16.6G 1.491 0.769 1.047 488 640: 100%|██████████| 805/805 [02:01<00:00, 6.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.28it/s]
all 3226 39706 0.81 0.544 0.61 0.317
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/110 19.6G 1.538 0.8286 1.063 143 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.33it/s]
all 3226 39706 0.811 0.54 0.612 0.318
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/110 20.5G 1.542 0.8459 1.081 226 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.35it/s]
all 3226 39706 0.807 0.544 0.613 0.32
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/110 23.4G 1.508 0.8089 1.07 248 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.33it/s]
all 3226 39706 0.823 0.552 0.626 0.327
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/110 21.4G 1.473 0.7781 1.056 343 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.33it/s]
all 3226 39706 0.83 0.566 0.646 0.349
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/110 20.1G 1.457 0.7546 1.05 321 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.39it/s]
all 3226 39706 0.833 0.58 0.656 0.356
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/110 18.5G 1.434 0.7355 1.047 246 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.42it/s]
all 3226 39706 0.845 0.587 0.67 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/110 17.1G 1.427 0.7233 1.037 239 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.846 0.596 0.677 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/110 21.8G 1.401 0.7073 1.033 204 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.38it/s]
all 3226 39706 0.851 0.591 0.672 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/110 17.9G 1.402 0.6986 1.028 340 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.39it/s]
all 3226 39706 0.849 0.599 0.679 0.374
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/110 20.8G 1.391 0.6911 1.027 242 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.20it/s]
all 3226 39706 0.856 0.599 0.685 0.374
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/110 18.1G 1.382 0.6842 1.023 163 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.39it/s]
all 3226 39706 0.852 0.601 0.684 0.375
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/110 17.2G 1.375 0.6761 1.02 167 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.862 0.607 0.69 0.38
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/110 20.1G 1.371 0.6737 1.015 238 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.36it/s]
all 3226 39706 0.865 0.61 0.697 0.387
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/110 22.8G 1.359 0.6612 1.012 471 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.38it/s]
all 3226 39706 0.86 0.624 0.704 0.388
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/110 16.9G 1.354 0.6565 1.011 292 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.39it/s]
all 3226 39706 0.855 0.614 0.697 0.386
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/110 23.3G 1.349 0.6502 1.013 199 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.40it/s]
all 3226 39706 0.862 0.62 0.705 0.389
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/110 19G 1.345 0.6464 1.014 407 640: 100%|██████████| 805/805 [02:00<00:00, 6.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.856 0.624 0.705 0.392
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/110 18G 1.335 0.642 1.011 154 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.86 0.624 0.711 0.396
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
21/110 19.4G 1.332 0.6402 1.01 181 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.38it/s]
all 3226 39706 0.86 0.63 0.713 0.398
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
22/110 22.5G 1.331 0.6381 1.011 172 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.859 0.633 0.713 0.398
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
23/110 19.9G 1.323 0.6312 1.007 154 640: 100%|██████████| 805/805 [02:00<00:00, 6.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.42it/s]
all 3226 39706 0.868 0.63 0.716 0.399
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
24/110 21.2G 1.32 0.6273 1.001 339 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.862 0.637 0.719 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
25/110 20.7G 1.325 0.628 1.006 259 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.42it/s]
all 3226 39706 0.866 0.636 0.72 0.404
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
26/110 16.7G 1.325 0.6282 1.001 320 640: 100%|██████████| 805/805 [02:00<00:00, 6.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.42it/s]
all 3226 39706 0.866 0.635 0.718 0.399
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
27/110 23.4G 1.305 0.6171 0.9998 690 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.43it/s]
all 3226 39706 0.868 0.64 0.722 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
28/110 23.8G 1.309 0.6187 0.9969 319 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.42it/s]
all 3226 39706 0.864 0.641 0.722 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
29/110 17.3G 1.299 0.6125 0.9981 426 640: 100%|██████████| 805/805 [01:59<00:00, 6.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.42it/s]
all 3226 39706 0.868 0.641 0.727 0.407
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
30/110 24.4G 1.302 0.6125 0.9989 133 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.43it/s]
all 3226 39706 0.865 0.641 0.726 0.408
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
31/110 22.7G 1.3 0.6104 0.9974 121 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.43it/s]
all 3226 39706 0.863 0.644 0.728 0.407
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
32/110 23.5G 1.29 0.6039 0.991 189 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.40it/s]
all 3226 39706 0.864 0.644 0.727 0.408
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
33/110 23G 1.279 0.5975 0.9895 268 640: 100%|██████████| 805/805 [02:00<00:00, 6.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:11<00:00, 8.96it/s]
all 3226 39706 0.868 0.646 0.73 0.409
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
34/110 16.3G 1.283 0.5967 0.9938 488 640: 100%|██████████| 805/805 [01:59<00:00, 6.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.863 0.649 0.729 0.411
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
35/110 19.5G 1.286 0.5976 0.9919 143 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.35it/s]
all 3226 39706 0.874 0.644 0.732 0.414
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
36/110 20.8G 1.278 0.5942 0.9932 226 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.39it/s]
all 3226 39706 0.869 0.649 0.732 0.412
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
37/110 23.1G 1.28 0.5938 0.9915 248 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.36it/s]
all 3226 39706 0.867 0.65 0.731 0.412
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
38/110 21.3G 1.275 0.5913 0.9889 343 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.39it/s]
all 3226 39706 0.869 0.651 0.735 0.414
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
39/110 20.1G 1.273 0.5881 0.9842 321 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.40it/s]
all 3226 39706 0.869 0.652 0.736 0.415
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
40/110 18.4G 1.268 0.5856 0.9893 246 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.39it/s]
all 3226 39706 0.87 0.65 0.735 0.415
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
41/110 17.1G 1.272 0.5872 0.9847 239 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.40it/s]
all 3226 39706 0.869 0.655 0.737 0.417
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
42/110 22.1G 1.253 0.5791 0.9839 204 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.40it/s]
all 3226 39706 0.871 0.654 0.737 0.417
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
43/110 17.9G 1.262 0.5805 0.9828 340 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.40it/s]
all 3226 39706 0.872 0.653 0.738 0.418
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
44/110 20.8G 1.255 0.5782 0.9823 242 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.22it/s]
all 3226 39706 0.871 0.653 0.737 0.417
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
45/110 18.1G 1.252 0.5766 0.9812 163 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.87 0.653 0.738 0.417
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
46/110 17.1G 1.25 0.5755 0.9793 167 640: 100%|██████████| 805/805 [02:01<00:00, 6.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.873 0.653 0.739 0.418
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
47/110 20.4G 1.248 0.5747 0.9752 238 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.42it/s]
all 3226 39706 0.871 0.655 0.74 0.419
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
48/110 22.8G 1.241 0.5693 0.9742 471 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.38it/s]
all 3226 39706 0.871 0.657 0.742 0.421
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
49/110 16.9G 1.238 0.568 0.9734 292 640: 100%|██████████| 805/805 [02:00<00:00, 6.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.872 0.657 0.742 0.42
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
50/110 23.3G 1.234 0.5635 0.9725 199 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.35it/s]
all 3226 39706 0.872 0.658 0.742 0.42
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
51/110 19G 1.231 0.5603 0.9736 407 640: 100%|██████████| 805/805 [02:01<00:00, 6.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.87 0.659 0.742 0.42
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
52/110 17.8G 1.223 0.5597 0.9732 154 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.869 0.66 0.744 0.421
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
53/110 19.3G 1.22 0.5585 0.9718 181 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.873 0.657 0.743 0.421
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
54/110 22.4G 1.219 0.5584 0.9696 172 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.34it/s]
all 3226 39706 0.874 0.658 0.744 0.422
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
55/110 19.9G 1.212 0.553 0.9673 154 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.872 0.659 0.745 0.422
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
56/110 21.3G 1.215 0.5532 0.9649 339 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.39it/s]
all 3226 39706 0.875 0.657 0.744 0.421
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
57/110 20.7G 1.218 0.5534 0.9668 259 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.43it/s]
all 3226 39706 0.872 0.658 0.745 0.422
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
58/110 16.9G 1.216 0.5535 0.9623 320 640: 100%|██████████| 805/805 [02:01<00:00, 6.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.87 0.661 0.746 0.422
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
59/110 23.4G 1.199 0.5469 0.9625 690 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.40it/s]
all 3226 39706 0.87 0.662 0.746 0.423
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
60/110 23.6G 1.206 0.5504 0.9611 319 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.36it/s]
all 3226 39706 0.87 0.664 0.747 0.423
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
61/110 17.3G 1.195 0.5432 0.9593 426 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.868 0.664 0.747 0.423
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
62/110 24.3G 1.199 0.5448 0.9591 133 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.35it/s]
all 3226 39706 0.868 0.665 0.747 0.423
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
63/110 22.7G 1.199 0.5452 0.9556 121 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.867 0.666 0.748 0.423
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
64/110 23.5G 1.189 0.5401 0.9558 189 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.40it/s]
all 3226 39706 0.868 0.666 0.748 0.423
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
65/110 22.5G 1.2 0.5464 0.9579 413 640: 100%|██████████| 805/805 [02:00<00:00, 6.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.869 0.664 0.747 0.423
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
66/110 24.6G 1.208 0.5486 0.9598 239 640: 100%|██████████| 805/805 [02:00<00:00, 6.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.869 0.665 0.747 0.423
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
67/110 24.5G 1.191 0.5394 0.9625 209 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.42it/s]
all 3226 39706 0.872 0.664 0.748 0.423
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
68/110 23G 1.152 0.5177 0.9452 268 640: 100%|██████████| 805/805 [01:59<00:00, 6.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:11<00:00, 9.07it/s]
all 3226 39706 0.871 0.665 0.749 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
69/110 16.3G 1.167 0.5252 0.9549 488 640: 100%|██████████| 805/805 [02:00<00:00, 6.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.47it/s]
all 3226 39706 0.873 0.663 0.748 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
70/110 19.2G 1.176 0.5312 0.9501 143 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.46it/s]
all 3226 39706 0.872 0.665 0.749 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
71/110 20.8G 1.169 0.5272 0.9485 226 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.47it/s]
all 3226 39706 0.873 0.664 0.749 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
72/110 23.4G 1.172 0.5271 0.9475 248 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.47it/s]
all 3226 39706 0.873 0.663 0.749 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
73/110 21.3G 1.166 0.5269 0.9486 343 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.36it/s]
all 3226 39706 0.87 0.665 0.749 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
74/110 20.4G 1.168 0.5264 0.9452 321 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.45it/s]
all 3226 39706 0.871 0.665 0.749 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
75/110 18.4G 1.16 0.5226 0.9487 246 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.45it/s]
all 3226 39706 0.872 0.665 0.749 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
76/110 17.4G 1.163 0.5235 0.9438 239 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.44it/s]
all 3226 39706 0.871 0.666 0.75 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
77/110 21.8G 1.149 0.5189 0.9442 204 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.44it/s]
all 3226 39706 0.871 0.666 0.75 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
78/110 17.9G 1.157 0.5208 0.9407 340 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.44it/s]
all 3226 39706 0.871 0.666 0.75 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
79/110 20.8G 1.152 0.5203 0.9428 242 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.30it/s]
all 3226 39706 0.871 0.666 0.75 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
80/110 18.1G 1.145 0.5165 0.9425 163 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.44it/s]
all 3226 39706 0.871 0.666 0.75 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
81/110 17.1G 1.143 0.515 0.9387 167 640: 100%|██████████| 805/805 [02:00<00:00, 6.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.40it/s]
all 3226 39706 0.87 0.667 0.75 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
82/110 20.1G 1.145 0.5165 0.9379 238 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.46it/s]
all 3226 39706 0.868 0.668 0.75 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
83/110 22.8G 1.135 0.5108 0.9364 471 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.45it/s]
all 3226 39706 0.869 0.668 0.751 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
84/110 16.9G 1.137 0.5118 0.9366 292 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.47it/s]
all 3226 39706 0.871 0.666 0.751 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
85/110 23.3G 1.13 0.5078 0.938 199 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.44it/s]
all 3226 39706 0.87 0.667 0.751 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
86/110 19G 1.126 0.5043 0.9346 407 640: 100%|██████████| 805/805 [02:00<00:00, 6.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.45it/s]
all 3226 39706 0.872 0.666 0.751 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
87/110 18G 1.118 0.5031 0.9346 154 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.40it/s]
all 3226 39706 0.872 0.666 0.751 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
88/110 19.3G 1.117 0.5031 0.9324 181 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.872 0.666 0.752 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
89/110 22.4G 1.115 0.5034 0.9344 172 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.43it/s]
all 3226 39706 0.87 0.667 0.752 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
90/110 19.9G 1.11 0.4996 0.9306 154 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.45it/s]
all 3226 39706 0.87 0.667 0.751 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
91/110 21.3G 1.112 0.4984 0.9267 339 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.45it/s]
all 3226 39706 0.87 0.667 0.751 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
92/110 20.7G 1.115 0.5003 0.9286 259 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.46it/s]
all 3226 39706 0.871 0.667 0.752 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
93/110 16.9G 1.116 0.5028 0.9262 320 640: 100%|██████████| 805/805 [02:01<00:00, 6.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.44it/s]
all 3226 39706 0.87 0.667 0.751 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
94/110 23.4G 1.099 0.4953 0.9248 690 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.45it/s]
all 3226 39706 0.871 0.666 0.751 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
95/110 23.6G 1.104 0.4963 0.9236 319 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.41it/s]
all 3226 39706 0.869 0.667 0.751 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
96/110 17.3G 1.094 0.4924 0.9252 426 640: 100%|██████████| 805/805 [02:00<00:00, 6.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.45it/s]
all 3226 39706 0.869 0.667 0.752 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
97/110 24.4G 1.099 0.4933 0.9255 133 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.46it/s]
all 3226 39706 0.87 0.667 0.752 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
98/110 23G 1.103 0.4956 0.9253 121 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.45it/s]
all 3226 39706 0.87 0.667 0.752 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
99/110 23.5G 1.094 0.4909 0.9218 189 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.45it/s]
all 3226 39706 0.87 0.667 0.752 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
100/110 22.5G 1.102 0.4953 0.9225 413 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.42it/s]
all 3226 39706 0.871 0.666 0.752 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
101/110 24.6G 1.112 0.5001 0.9205 239 640: 100%|██████████| 805/805 [02:00<00:00, 6.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.46it/s]
all 3226 39706 0.868 0.667 0.752 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
102/110 24.5G 1.097 0.4921 0.9229 209 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.45it/s]
all 3226 39706 0.872 0.665 0.752 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
103/110 17.2G 1.106 0.4954 0.919 800 640: 100%|██████████| 805/805 [02:00<00:00, 6.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.47it/s]
all 3226 39706 0.872 0.666 0.752 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
104/110 16.7G 1.11 0.4961 0.9203 147 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.46it/s]
all 3226 39706 0.872 0.666 0.752 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
105/110 23.3G 1.093 0.4903 0.9168 181 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.47it/s]
all 3226 39706 0.873 0.665 0.752 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
106/110 24.6G 1.093 0.4904 0.9196 697 640: 100%|██████████| 805/805 [02:00<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.47it/s]
all 3226 39706 0.872 0.666 0.753 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
107/110 17.6G 1.089 0.4881 0.9199 453 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.46it/s]
all 3226 39706 0.872 0.666 0.753 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
108/110 24.7G 1.087 0.4875 0.9177 211 640: 100%|██████████| 805/805 [02:00<00:00, 6.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.42it/s]
all 3226 39706 0.873 0.666 0.753 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
109/110 17.8G 1.077 0.4831 0.9175 206 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.43it/s]
all 3226 39706 0.872 0.666 0.753 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
110/110 23.8G 1.081 0.4863 0.9134 191 640: 100%|██████████| 805/805 [02:00<00:00, 6.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:10<00:00, 9.44it/s]
all 3226 39706 0.873 0.666 0.753 0.426
Optimizer stripped from /home/lindevs/dev/workspace/python/ultralytics/runs/detect/train/weights/last.pt, 87.6MB
Optimizer stripped from /home/lindevs/dev/workspace/python/ultralytics/runs/detect/train/weights/best.pt, 87.6MB
Validating /home/lindevs/dev/workspace/python/ultralytics/runs/detect/train/weights/best.pt...
Ultralytics YOLOv8.0.212 🚀 Python-3.11.6 torch-2.1.1+cu121 CUDA:0 (NVIDIA GeForce RTX 4090, 24209MiB)
Model summary (fused): 268 layers, 43607379 parameters, 0 gradients, 164.8 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:11<00:00, 9.09it/s]
all 3226 39706 0.872 0.668 0.754 0.428
Speed: 0.1ms preprocess, 1.8ms inference, 0.0ms loss, 0.2ms postprocess per image
Results saved to /home/lindevs/dev/workspace/python/ultralytics/runs/detect/train