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results.txt
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Ultralytics YOLOv8.0.206 🚀 Python-3.11.6 torch-2.1.0+cu121 CUDA:0 (NVIDIA GeForce RTX 4090, 24209MiB)
engine/trainer: task=detect, mode=train, model=yolov8n.pt, data=train/data/widerface.yaml, epochs=300, 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 1 464 ultralytics.nn.modules.conv.Conv [3, 16, 3, 2]
1 -1 1 4672 ultralytics.nn.modules.conv.Conv [16, 32, 3, 2]
2 -1 1 7360 ultralytics.nn.modules.block.C2f [32, 32, 1, True]
3 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2]
4 -1 2 49664 ultralytics.nn.modules.block.C2f [64, 64, 2, True]
5 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2]
6 -1 2 197632 ultralytics.nn.modules.block.C2f [128, 128, 2, True]
7 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2]
8 -1 1 460288 ultralytics.nn.modules.block.C2f [256, 256, 1, True]
9 -1 1 164608 ultralytics.nn.modules.block.SPPF [256, 256, 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 1 148224 ultralytics.nn.modules.block.C2f [384, 128, 1]
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 1 37248 ultralytics.nn.modules.block.C2f [192, 64, 1]
16 -1 1 36992 ultralytics.nn.modules.conv.Conv [64, 64, 3, 2]
17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1]
18 -1 1 123648 ultralytics.nn.modules.block.C2f [192, 128, 1]
19 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2]
20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1]
21 -1 1 493056 ultralytics.nn.modules.block.C2f [384, 256, 1]
22 [15, 18, 21] 1 751507 ultralytics.nn.modules.head.Detect [1, [64, 128, 256]]
Model summary: 225 layers, 3011043 parameters, 3011027 gradients, 8.2 GFLOPs
Transferred 319/355 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 57 weight(decay=0.0), 64 weight(decay=0.0005), 63 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 300 epochs...
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/300 15.8G 1.887 1.629 1.22 268 640: 100%|██████████| 805/805 [00:30<00:00, 26.27it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:07<00:00, 14.26it/s]
all 3226 39706 0.745 0.443 0.5 0.247
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/300 17.8G 1.701 1.101 1.09 488 640: 100%|██████████| 805/805 [00:28<00:00, 27.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 17.75it/s]
all 3226 39706 0.739 0.458 0.51 0.252
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/300 11.2G 1.703 1.044 1.082 143 640: 100%|██████████| 805/805 [00:28<00:00, 28.02it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.04it/s]
all 3226 39706 0.748 0.45 0.511 0.256
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/300 13.2G 1.675 1.006 1.079 226 640: 100%|██████████| 805/805 [00:28<00:00, 28.46it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 17.94it/s]
all 3226 39706 0.752 0.436 0.495 0.25
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/300 15.1G 1.642 0.9583 1.067 248 640: 100%|██████████| 805/805 [00:28<00:00, 28.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.15it/s]
all 3226 39706 0.776 0.479 0.544 0.278
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/300 13.8G 1.61 0.9227 1.059 343 640: 100%|██████████| 805/805 [00:28<00:00, 28.26it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.59it/s]
all 3226 39706 0.787 0.491 0.566 0.297
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/300 12.7G 1.592 0.8953 1.048 321 640: 100%|██████████| 805/805 [00:28<00:00, 28.03it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.43it/s]
all 3226 39706 0.776 0.502 0.567 0.297
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/300 20.9G 1.568 0.8731 1.048 246 640: 100%|██████████| 805/805 [00:28<00:00, 28.56it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.41it/s]
all 3226 39706 0.797 0.506 0.58 0.302
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/300 17.6G 1.565 0.8624 1.039 239 640: 100%|██████████| 805/805 [00:28<00:00, 28.04it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.44it/s]
all 3226 39706 0.801 0.509 0.585 0.308
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/300 14G 1.539 0.8471 1.036 204 640: 100%|██████████| 805/805 [00:28<00:00, 28.40it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.40it/s]
all 3226 39706 0.8 0.5 0.574 0.303
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/300 19.6G 1.541 0.8383 1.032 340 640: 100%|██████████| 805/805 [00:28<00:00, 28.09it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.35it/s]
all 3226 39706 0.818 0.513 0.584 0.309
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/300 13.1G 1.528 0.8289 1.03 242 640: 100%|██████████| 805/805 [00:28<00:00, 28.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.43it/s]
all 3226 39706 0.81 0.524 0.596 0.313
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/300 19.3G 1.521 0.8228 1.03 163 640: 100%|██████████| 805/805 [00:28<00:00, 28.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.56it/s]
all 3226 39706 0.809 0.526 0.599 0.316
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/300 18G 1.516 0.8184 1.025 167 640: 100%|██████████| 805/805 [00:28<00:00, 27.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.56it/s]
all 3226 39706 0.817 0.531 0.606 0.321
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/300 12.4G 1.513 0.811 1.022 238 640: 100%|██████████| 805/805 [00:28<00:00, 28.25it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.22it/s]
all 3226 39706 0.811 0.537 0.614 0.328
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/300 15.4G 1.501 0.7978 1.021 471 640: 100%|██████████| 805/805 [00:28<00:00, 28.04it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.52it/s]
all 3226 39706 0.817 0.541 0.615 0.329
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/300 18.4G 1.496 0.7976 1.019 292 640: 100%|██████████| 805/805 [00:28<00:00, 27.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.18it/s]
all 3226 39706 0.824 0.534 0.612 0.327
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/300 16.5G 1.495 0.7925 1.021 199 640: 100%|██████████| 805/805 [00:28<00:00, 28.32it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.32it/s]
all 3226 39706 0.82 0.539 0.616 0.328
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/300 22G 1.488 0.7826 1.019 407 640: 100%|██████████| 805/805 [00:28<00:00, 27.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.46it/s]
all 3226 39706 0.817 0.544 0.62 0.33
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/300 18.5G 1.479 0.7782 1.016 154 640: 100%|██████████| 805/805 [00:28<00:00, 28.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.49it/s]
all 3226 39706 0.826 0.539 0.618 0.331
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
21/300 11.9G 1.477 0.7795 1.016 181 640: 100%|██████████| 805/805 [00:28<00:00, 28.51it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.72it/s]
all 3226 39706 0.825 0.546 0.623 0.335
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
22/300 15G 1.479 0.7793 1.017 172 640: 100%|██████████| 805/805 [00:28<00:00, 28.19it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.50it/s]
all 3226 39706 0.826 0.548 0.623 0.334
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
23/300 12.4G 1.473 0.7715 1.016 154 640: 100%|██████████| 805/805 [00:28<00:00, 28.47it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.50it/s]
all 3226 39706 0.824 0.55 0.626 0.336
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
24/300 14G 1.469 0.7667 1.01 339 640: 100%|██████████| 805/805 [00:28<00:00, 28.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.44it/s]
all 3226 39706 0.829 0.55 0.627 0.337
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
25/300 13.4G 1.476 0.7706 1.012 259 640: 100%|██████████| 805/805 [00:28<00:00, 28.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.50it/s]
all 3226 39706 0.828 0.556 0.633 0.34
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
26/300 18G 1.476 0.7694 1.008 320 640: 100%|██████████| 805/805 [00:28<00:00, 27.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.23it/s]
all 3226 39706 0.823 0.551 0.628 0.336
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
27/300 15.5G 1.456 0.7561 1.008 690 640: 100%|██████████| 805/805 [00:28<00:00, 28.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.39it/s]
all 3226 39706 0.827 0.558 0.635 0.341
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
28/300 16.1G 1.463 0.7651 1.007 319 640: 100%|██████████| 805/805 [00:28<00:00, 27.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.57it/s]
all 3226 39706 0.83 0.555 0.633 0.34
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
29/300 9.4G 1.452 0.7528 1.006 426 640: 100%|██████████| 805/805 [00:28<00:00, 28.57it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.41it/s]
all 3226 39706 0.831 0.559 0.638 0.344
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
30/300 16.4G 1.458 0.7565 1.006 133 640: 100%|██████████| 805/805 [00:28<00:00, 28.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.52it/s]
all 3226 39706 0.828 0.563 0.639 0.343
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
31/300 15.7G 1.457 0.756 1.005 121 640: 100%|██████████| 805/805 [00:28<00:00, 28.18it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.49it/s]
all 3226 39706 0.83 0.557 0.636 0.341
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
32/300 16.1G 1.441 0.7456 1.001 189 640: 100%|██████████| 805/805 [00:28<00:00, 28.45it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.57it/s]
all 3226 39706 0.833 0.56 0.639 0.345
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
33/300 14.7G 1.454 0.7503 1.003 413 640: 100%|██████████| 805/805 [00:28<00:00, 28.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.51it/s]
all 3226 39706 0.831 0.561 0.638 0.346
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
34/300 17.1G 1.459 0.7513 1.001 239 640: 100%|██████████| 805/805 [00:28<00:00, 27.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.45it/s]
all 3226 39706 0.834 0.561 0.64 0.344
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
35/300 17.1G 1.445 0.7432 1.006 209 640: 100%|██████████| 805/805 [00:28<00:00, 28.44it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.26it/s]
all 3226 39706 0.833 0.564 0.644 0.348
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
36/300 18.7G 1.447 0.7427 1.001 800 640: 100%|██████████| 805/805 [00:28<00:00, 27.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.44it/s]
all 3226 39706 0.834 0.566 0.645 0.348
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
37/300 19.4G 1.451 0.7435 1.003 147 640: 100%|██████████| 805/805 [00:28<00:00, 28.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.61it/s]
all 3226 39706 0.831 0.568 0.647 0.35
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
38/300 16.2G 1.441 0.7374 0.9991 181 640: 100%|██████████| 805/805 [00:28<00:00, 28.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.64it/s]
all 3226 39706 0.836 0.568 0.646 0.351
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
39/300 16.9G 1.437 0.7379 0.999 697 640: 100%|██████████| 805/805 [00:28<00:00, 28.29it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.60it/s]
all 3226 39706 0.837 0.569 0.649 0.351
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
40/300 18.7G 1.437 0.7341 0.9992 453 640: 100%|██████████| 805/805 [00:28<00:00, 28.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.62it/s]
all 3226 39706 0.836 0.569 0.648 0.35
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
41/300 16.6G 1.434 0.7351 0.995 211 640: 100%|██████████| 805/805 [00:28<00:00, 28.24it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.55it/s]
all 3226 39706 0.835 0.571 0.65 0.351
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
42/300 17.7G 1.426 0.7288 0.9966 206 640: 100%|██████████| 805/805 [00:28<00:00, 28.37it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.32it/s]
all 3226 39706 0.842 0.568 0.649 0.352
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
43/300 16.7G 1.433 0.7353 0.9968 191 640: 100%|██████████| 805/805 [00:28<00:00, 28.28it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.67it/s]
all 3226 39706 0.838 0.572 0.652 0.354
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
44/300 11.9G 1.428 0.7291 0.996 224 640: 100%|██████████| 805/805 [00:28<00:00, 28.18it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.68it/s]
all 3226 39706 0.836 0.574 0.654 0.354
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
45/300 12.2G 1.431 0.7346 0.9972 206 640: 100%|██████████| 805/805 [00:28<00:00, 28.45it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.45it/s]
all 3226 39706 0.835 0.574 0.653 0.354
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
46/300 15.1G 1.432 0.7296 0.9934 285 640: 100%|██████████| 805/805 [00:28<00:00, 28.33it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.51it/s]
all 3226 39706 0.84 0.572 0.652 0.354
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
47/300 13.4G 1.439 0.7326 0.9939 640 640: 100%|██████████| 805/805 [00:28<00:00, 27.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.37it/s]
all 3226 39706 0.843 0.572 0.653 0.355
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
48/300 16.2G 1.417 0.7169 0.9949 220 640: 100%|██████████| 805/805 [00:28<00:00, 28.63it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.47it/s]
all 3226 39706 0.841 0.575 0.654 0.356
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
49/300 15.3G 1.428 0.7246 0.9933 236 640: 100%|██████████| 805/805 [00:28<00:00, 28.10it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.65it/s]
all 3226 39706 0.845 0.575 0.655 0.355
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
50/300 12.8G 1.418 0.7197 0.9935 234 640: 100%|██████████| 805/805 [00:28<00:00, 28.55it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.68it/s]
all 3226 39706 0.844 0.575 0.657 0.358
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
51/300 14.6G 1.421 0.7214 0.9931 251 640: 100%|██████████| 805/805 [00:28<00:00, 28.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.50it/s]
all 3226 39706 0.841 0.576 0.656 0.357
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
52/300 15.7G 1.424 0.7236 0.9931 1436 640: 100%|██████████| 805/805 [00:28<00:00, 28.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.33it/s]
all 3226 39706 0.841 0.575 0.656 0.357
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
53/300 15.6G 1.426 0.7248 0.9902 422 640: 100%|██████████| 805/805 [00:29<00:00, 27.62it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.55it/s]
all 3226 39706 0.838 0.577 0.656 0.358
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
54/300 14.7G 1.421 0.7167 0.9929 290 640: 100%|██████████| 805/805 [00:28<00:00, 28.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.54it/s]
all 3226 39706 0.842 0.577 0.658 0.359
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
55/300 18.6G 1.41 0.7148 0.9907 336 640: 100%|██████████| 805/805 [00:28<00:00, 27.98it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.66it/s]
all 3226 39706 0.842 0.577 0.659 0.359
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
56/300 12.7G 1.421 0.7181 0.9916 395 640: 100%|██████████| 805/805 [00:28<00:00, 28.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.50it/s]
all 3226 39706 0.842 0.577 0.658 0.359
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
57/300 20.4G 1.427 0.7215 0.9925 306 640: 100%|██████████| 805/805 [00:28<00:00, 27.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.42it/s]
all 3226 39706 0.845 0.577 0.658 0.359
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
58/300 15.6G 1.411 0.7149 0.9913 253 640: 100%|██████████| 805/805 [00:28<00:00, 28.25it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.66it/s]
all 3226 39706 0.846 0.577 0.658 0.359
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
59/300 13.8G 1.42 0.718 0.9907 249 640: 100%|██████████| 805/805 [00:28<00:00, 28.18it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.57it/s]
all 3226 39706 0.842 0.579 0.658 0.359
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
60/300 13.9G 1.409 0.7125 0.9888 238 640: 100%|██████████| 805/805 [00:28<00:00, 28.32it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.41it/s]
all 3226 39706 0.843 0.579 0.658 0.36
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
61/300 11G 1.413 0.7121 0.9908 246 640: 100%|██████████| 805/805 [00:28<00:00, 27.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.18it/s]
all 3226 39706 0.842 0.58 0.659 0.36
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
62/300 14.6G 1.416 0.7115 0.9891 212 640: 100%|██████████| 805/805 [00:28<00:00, 28.18it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.59it/s]
all 3226 39706 0.842 0.581 0.66 0.36
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
63/300 22.3G 1.412 0.7132 0.9916 236 640: 100%|██████████| 805/805 [00:28<00:00, 28.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.63it/s]
all 3226 39706 0.839 0.582 0.66 0.36
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
64/300 13.5G 1.414 0.7158 0.9905 244 640: 100%|██████████| 805/805 [00:28<00:00, 28.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.63it/s]
all 3226 39706 0.841 0.581 0.66 0.36
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
65/300 11.5G 1.406 0.7078 0.9907 174 640: 100%|██████████| 805/805 [00:28<00:00, 28.58it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.34it/s]
all 3226 39706 0.84 0.583 0.661 0.361
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
66/300 13.7G 1.41 0.708 0.9882 260 640: 100%|██████████| 805/805 [00:28<00:00, 28.43it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.50it/s]
all 3226 39706 0.841 0.583 0.661 0.361
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
67/300 15.2G 1.406 0.7069 0.9869 157 640: 100%|██████████| 805/805 [00:28<00:00, 28.25it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.37it/s]
all 3226 39706 0.841 0.583 0.662 0.361
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
68/300 16.4G 1.408 0.7066 0.9866 516 640: 100%|██████████| 805/805 [00:28<00:00, 28.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.48it/s]
all 3226 39706 0.841 0.583 0.662 0.362
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
69/300 16.4G 1.396 0.7051 0.9853 348 640: 100%|██████████| 805/805 [00:28<00:00, 28.45it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.53it/s]
all 3226 39706 0.839 0.584 0.662 0.362
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
70/300 11.3G 1.412 0.7103 0.9882 331 640: 100%|██████████| 805/805 [00:28<00:00, 28.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.45it/s]
all 3226 39706 0.84 0.585 0.663 0.362
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
71/300 16.3G 1.405 0.705 0.9882 299 640: 100%|██████████| 805/805 [00:28<00:00, 28.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.62it/s]
all 3226 39706 0.841 0.584 0.663 0.362
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
72/300 10.2G 1.402 0.7029 0.9879 281 640: 100%|██████████| 805/805 [00:28<00:00, 28.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.52it/s]
all 3226 39706 0.842 0.584 0.663 0.362
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
73/300 12.4G 1.397 0.6989 0.9833 304 640: 100%|██████████| 805/805 [00:28<00:00, 28.31it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.48it/s]
all 3226 39706 0.842 0.585 0.663 0.363
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
74/300 13.2G 1.393 0.698 0.9853 310 640: 100%|██████████| 805/805 [00:28<00:00, 28.36it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.48it/s]
all 3226 39706 0.844 0.583 0.663 0.363
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
75/300 20.5G 1.412 0.7076 0.9858 104 640: 100%|██████████| 805/805 [00:28<00:00, 28.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.50it/s]
all 3226 39706 0.842 0.584 0.663 0.363
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
76/300 13.2G 1.403 0.7006 0.9837 183 640: 100%|██████████| 805/805 [00:29<00:00, 27.62it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.65it/s]
all 3226 39706 0.843 0.584 0.664 0.363
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
77/300 9.57G 1.4 0.6987 0.9816 250 640: 100%|██████████| 805/805 [00:28<00:00, 28.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.58it/s]
all 3226 39706 0.844 0.585 0.664 0.363
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
78/300 16.7G 1.4 0.7 0.9836 245 640: 100%|██████████| 805/805 [00:28<00:00, 28.41it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.43it/s]
all 3226 39706 0.843 0.585 0.664 0.363
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
79/300 12.5G 1.392 0.6958 0.984 276 640: 100%|██████████| 805/805 [00:28<00:00, 28.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.61it/s]
all 3226 39706 0.845 0.584 0.664 0.363
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
80/300 11.9G 1.389 0.6959 0.9818 219 640: 100%|██████████| 805/805 [00:28<00:00, 28.29it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.51it/s]
all 3226 39706 0.844 0.585 0.664 0.363
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
81/300 22.7G 1.391 0.6935 0.9845 245 640: 100%|██████████| 805/805 [00:28<00:00, 28.11it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.29it/s]
all 3226 39706 0.845 0.584 0.664 0.363
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
82/300 17G 1.397 0.6953 0.9831 122 640: 100%|██████████| 805/805 [00:28<00:00, 28.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.27it/s]
all 3226 39706 0.846 0.584 0.664 0.363
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
83/300 17.5G 1.399 0.6988 0.9804 183 640: 100%|██████████| 805/805 [00:28<00:00, 27.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.52it/s]
all 3226 39706 0.847 0.583 0.664 0.363
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
84/300 18.4G 1.387 0.6911 0.9813 330 640: 100%|██████████| 805/805 [00:28<00:00, 28.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.58it/s]
all 3226 39706 0.846 0.585 0.664 0.364
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
85/300 16.8G 1.397 0.6989 0.9834 269 640: 100%|██████████| 805/805 [00:28<00:00, 28.19it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.70it/s]
all 3226 39706 0.847 0.584 0.665 0.364
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
86/300 19.6G 1.388 0.6908 0.98 342 640: 100%|██████████| 805/805 [00:28<00:00, 28.09it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.40it/s]
all 3226 39706 0.846 0.584 0.665 0.364
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
87/300 12.7G 1.393 0.6917 0.9821 297 640: 100%|██████████| 805/805 [00:28<00:00, 28.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.61it/s]
all 3226 39706 0.847 0.584 0.665 0.364
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
88/300 11.9G 1.393 0.6925 0.9811 322 640: 100%|██████████| 805/805 [00:28<00:00, 28.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.56it/s]
all 3226 39706 0.847 0.584 0.665 0.364
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
89/300 21.1G 1.395 0.6961 0.9822 217 640: 100%|██████████| 805/805 [00:28<00:00, 28.27it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.33it/s]
all 3226 39706 0.846 0.585 0.665 0.364
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
90/300 11.6G 1.392 0.6929 0.981 221 640: 100%|██████████| 805/805 [00:28<00:00, 28.38it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.69it/s]
all 3226 39706 0.846 0.585 0.666 0.364
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
91/300 18.9G 1.401 0.6957 0.9783 288 640: 100%|██████████| 805/805 [00:28<00:00, 27.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.31it/s]
all 3226 39706 0.845 0.586 0.666 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
92/300 14.2G 1.378 0.6883 0.9806 294 640: 100%|██████████| 805/805 [00:28<00:00, 28.45it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.64it/s]
all 3226 39706 0.846 0.586 0.666 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
93/300 13.4G 1.384 0.6863 0.9777 708 640: 100%|██████████| 805/805 [00:28<00:00, 28.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.46it/s]
all 3226 39706 0.846 0.586 0.666 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
94/300 13.2G 1.383 0.6892 0.9774 612 640: 100%|██████████| 805/805 [00:28<00:00, 28.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.26it/s]
all 3226 39706 0.847 0.585 0.666 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
95/300 16.3G 1.391 0.6933 0.9774 440 640: 100%|██████████| 805/805 [00:28<00:00, 28.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.46it/s]
all 3226 39706 0.846 0.586 0.666 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
96/300 14.3G 1.375 0.6838 0.9789 367 640: 100%|██████████| 805/805 [00:28<00:00, 28.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.54it/s]
all 3226 39706 0.846 0.586 0.666 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
97/300 14.7G 1.38 0.6879 0.9766 219 640: 100%|██████████| 805/805 [00:28<00:00, 28.33it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.52it/s]
all 3226 39706 0.846 0.587 0.666 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
98/300 19G 1.376 0.6814 0.975 227 640: 100%|██████████| 805/805 [00:28<00:00, 28.04it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.40it/s]
all 3226 39706 0.846 0.587 0.666 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
99/300 11.5G 1.371 0.6815 0.9772 162 640: 100%|██████████| 805/805 [00:28<00:00, 28.37it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.66it/s]
all 3226 39706 0.846 0.587 0.666 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
100/300 14.5G 1.381 0.682 0.9786 380 640: 100%|██████████| 805/805 [00:28<00:00, 28.14it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.35it/s]
all 3226 39706 0.846 0.587 0.666 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
101/300 12.7G 1.383 0.6892 0.9773 495 640: 100%|██████████| 805/805 [00:28<00:00, 28.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.60it/s]
all 3226 39706 0.846 0.587 0.666 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
102/300 18.7G 1.376 0.6839 0.9804 342 640: 100%|██████████| 805/805 [00:28<00:00, 28.44it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.44it/s]
all 3226 39706 0.847 0.586 0.667 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
103/300 17.2G 1.372 0.6792 0.9749 536 640: 100%|██████████| 805/805 [00:28<00:00, 28.32it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.61it/s]
all 3226 39706 0.845 0.587 0.667 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
104/300 21.3G 1.377 0.6829 0.976 257 640: 100%|██████████| 805/805 [00:28<00:00, 28.29it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.42it/s]
all 3226 39706 0.845 0.586 0.666 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
105/300 16.2G 1.365 0.6776 0.9729 240 640: 100%|██████████| 805/805 [00:28<00:00, 28.31it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.49it/s]
all 3226 39706 0.845 0.587 0.667 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
106/300 10.7G 1.373 0.6781 0.9732 389 640: 100%|██████████| 805/805 [00:28<00:00, 28.42it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.50it/s]
all 3226 39706 0.845 0.587 0.667 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
107/300 19.8G 1.372 0.6795 0.9749 191 640: 100%|██████████| 805/805 [00:28<00:00, 28.09it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.60it/s]
all 3226 39706 0.844 0.587 0.667 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
108/300 11.6G 1.378 0.6782 0.9744 226 640: 100%|██████████| 805/805 [00:28<00:00, 28.17it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.55it/s]
all 3226 39706 0.844 0.587 0.667 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
109/300 18.7G 1.377 0.6815 0.974 265 640: 100%|██████████| 805/805 [00:29<00:00, 27.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.50it/s]
all 3226 39706 0.844 0.587 0.667 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
110/300 14.3G 1.375 0.6818 0.9732 138 640: 100%|██████████| 805/805 [00:28<00:00, 28.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.67it/s]
all 3226 39706 0.844 0.587 0.667 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
111/300 17.8G 1.373 0.6813 0.9727 314 640: 100%|██████████| 805/805 [00:28<00:00, 28.17it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.59it/s]
all 3226 39706 0.844 0.587 0.667 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
112/300 13.9G 1.366 0.6773 0.9747 303 640: 100%|██████████| 805/805 [00:28<00:00, 28.50it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.62it/s]
all 3226 39706 0.844 0.588 0.667 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
113/300 17.6G 1.363 0.6745 0.9729 330 640: 100%|██████████| 805/805 [00:28<00:00, 28.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.72it/s]
all 3226 39706 0.845 0.587 0.667 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
114/300 12G 1.362 0.6757 0.9721 216 640: 100%|██████████| 805/805 [00:28<00:00, 28.48it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.49it/s]
all 3226 39706 0.843 0.588 0.667 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
115/300 16.3G 1.373 0.6766 0.9738 101 640: 100%|██████████| 805/805 [00:28<00:00, 28.11it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.62it/s]
all 3226 39706 0.844 0.588 0.667 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
116/300 15.8G 1.365 0.6744 0.9731 283 640: 100%|██████████| 805/805 [00:28<00:00, 28.29it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.54it/s]
all 3226 39706 0.843 0.588 0.668 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
117/300 13.5G 1.366 0.6751 0.9742 112 640: 100%|██████████| 805/805 [00:28<00:00, 28.31it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.47it/s]
all 3226 39706 0.843 0.588 0.667 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
118/300 16.2G 1.359 0.6714 0.9726 239 640: 100%|██████████| 805/805 [00:28<00:00, 28.51it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.47it/s]
all 3226 39706 0.842 0.589 0.668 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
119/300 11.3G 1.365 0.6751 0.9735 192 640: 100%|██████████| 805/805 [00:28<00:00, 27.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.67it/s]
all 3226 39706 0.843 0.589 0.667 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
120/300 12.3G 1.364 0.673 0.9737 273 640: 100%|██████████| 805/805 [00:28<00:00, 28.53it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.36it/s]
all 3226 39706 0.842 0.589 0.667 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
121/300 14.6G 1.359 0.6702 0.9704 272 640: 100%|██████████| 805/805 [00:28<00:00, 28.25it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.64it/s]
all 3226 39706 0.843 0.589 0.668 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
122/300 10.5G 1.357 0.6712 0.9693 581 640: 100%|██████████| 805/805 [00:28<00:00, 28.26it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.47it/s]
all 3226 39706 0.843 0.588 0.667 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
123/300 20.3G 1.366 0.675 0.9726 155 640: 100%|██████████| 805/805 [00:28<00:00, 27.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.37it/s]
all 3226 39706 0.843 0.589 0.668 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
124/300 20.5G 1.368 0.6747 0.9725 161 640: 100%|██████████| 805/805 [00:28<00:00, 28.27it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.56it/s]
all 3226 39706 0.842 0.589 0.668 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
125/300 14.8G 1.369 0.6761 0.9693 301 640: 100%|██████████| 805/805 [00:28<00:00, 28.04it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.51it/s]
all 3226 39706 0.842 0.59 0.668 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
126/300 9.15G 1.359 0.6697 0.9698 318 640: 100%|██████████| 805/805 [00:28<00:00, 28.29it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.58it/s]
all 3226 39706 0.842 0.589 0.668 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
127/300 14.7G 1.361 0.6721 0.971 150 640: 100%|██████████| 805/805 [00:28<00:00, 28.14it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.17it/s]
all 3226 39706 0.842 0.589 0.668 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
128/300 14.9G 1.358 0.6697 0.9686 197 640: 100%|██████████| 805/805 [00:28<00:00, 28.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.71it/s]
all 3226 39706 0.843 0.589 0.668 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
129/300 14.8G 1.363 0.671 0.9679 319 640: 100%|██████████| 805/805 [00:28<00:00, 27.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.41it/s]
all 3226 39706 0.843 0.589 0.668 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
130/300 20.3G 1.348 0.6633 0.9677 109 640: 100%|██████████| 805/805 [00:28<00:00, 28.19it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.43it/s]
all 3226 39706 0.843 0.589 0.668 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
131/300 14.7G 1.347 0.6638 0.9682 89 640: 100%|██████████| 805/805 [00:28<00:00, 28.25it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.72it/s]
all 3226 39706 0.843 0.59 0.668 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
132/300 17.1G 1.348 0.6658 0.9661 252 640: 100%|██████████| 805/805 [00:28<00:00, 28.51it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.66it/s]
all 3226 39706 0.843 0.59 0.668 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
133/300 11.8G 1.351 0.6674 0.9669 597 640: 100%|██████████| 805/805 [00:28<00:00, 28.41it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.26it/s]
all 3226 39706 0.844 0.59 0.669 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
134/300 15.8G 1.355 0.6645 0.9674 159 640: 100%|██████████| 805/805 [00:28<00:00, 28.11it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.51it/s]
all 3226 39706 0.844 0.59 0.669 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
135/300 15.8G 1.344 0.6553 0.9657 268 640: 100%|██████████| 805/805 [00:28<00:00, 28.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.28it/s]
all 3226 39706 0.844 0.59 0.669 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
136/300 17.7G 1.356 0.6643 0.9711 488 640: 100%|██████████| 805/805 [00:27<00:00, 28.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.52it/s]
all 3226 39706 0.843 0.59 0.669 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
137/300 11.2G 1.361 0.6667 0.9685 143 640: 100%|██████████| 805/805 [00:28<00:00, 28.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.60it/s]
all 3226 39706 0.843 0.59 0.669 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
138/300 13.2G 1.356 0.6644 0.9707 226 640: 100%|██████████| 805/805 [00:28<00:00, 28.36it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.75it/s]
all 3226 39706 0.843 0.59 0.669 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
139/300 15.1G 1.359 0.6671 0.9705 248 640: 100%|██████████| 805/805 [00:28<00:00, 28.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.51it/s]
all 3226 39706 0.843 0.59 0.669 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
140/300 13.8G 1.358 0.6668 0.9711 343 640: 100%|██████████| 805/805 [00:28<00:00, 28.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.59it/s]
all 3226 39706 0.843 0.591 0.669 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
141/300 12.7G 1.362 0.6677 0.967 321 640: 100%|██████████| 805/805 [00:28<00:00, 28.07it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.71it/s]
all 3226 39706 0.843 0.591 0.669 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
142/300 20.9G 1.357 0.6649 0.9702 246 640: 100%|██████████| 805/805 [00:28<00:00, 28.55it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.58it/s]
all 3226 39706 0.844 0.591 0.669 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
143/300 17.6G 1.363 0.668 0.9697 239 640: 100%|██████████| 805/805 [00:28<00:00, 27.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.79it/s]
all 3226 39706 0.844 0.59 0.669 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
144/300 14G 1.347 0.6628 0.9686 204 640: 100%|██████████| 805/805 [00:28<00:00, 28.55it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.60it/s]
all 3226 39706 0.844 0.59 0.67 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
145/300 19.6G 1.358 0.6653 0.9669 340 640: 100%|██████████| 805/805 [00:28<00:00, 28.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.63it/s]
all 3226 39706 0.844 0.591 0.67 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
146/300 13.1G 1.353 0.664 0.9661 242 640: 100%|██████████| 805/805 [00:28<00:00, 28.29it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.50it/s]
all 3226 39706 0.844 0.59 0.67 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
147/300 19.3G 1.353 0.6636 0.9675 163 640: 100%|██████████| 805/805 [00:28<00:00, 28.29it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.62it/s]
all 3226 39706 0.844 0.591 0.67 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
148/300 18G 1.354 0.665 0.9685 167 640: 100%|██████████| 805/805 [00:28<00:00, 27.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.78it/s]
all 3226 39706 0.844 0.59 0.67 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
149/300 12.4G 1.357 0.6664 0.9662 238 640: 100%|██████████| 805/805 [00:28<00:00, 28.43it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.75it/s]
all 3226 39706 0.844 0.59 0.67 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
150/300 15.4G 1.348 0.6607 0.9654 471 640: 100%|██████████| 805/805 [00:28<00:00, 28.17it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.68it/s]
all 3226 39706 0.844 0.591 0.67 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
151/300 18.4G 1.351 0.6625 0.9665 292 640: 100%|██████████| 805/805 [00:28<00:00, 28.05it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.44it/s]
all 3226 39706 0.844 0.591 0.67 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
152/300 16.5G 1.351 0.6614 0.9678 199 640: 100%|██████████| 805/805 [00:28<00:00, 28.36it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.74it/s]
all 3226 39706 0.844 0.591 0.67 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
153/300 22G 1.348 0.6561 0.9689 407 640: 100%|██████████| 805/805 [00:28<00:00, 27.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.59it/s]
all 3226 39706 0.844 0.591 0.67 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
154/300 18.5G 1.34 0.6557 0.9673 154 640: 100%|██████████| 805/805 [00:28<00:00, 28.28it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.80it/s]
all 3226 39706 0.845 0.591 0.67 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
155/300 11.9G 1.342 0.6577 0.9656 181 640: 100%|██████████| 805/805 [00:28<00:00, 28.42it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.49it/s]
all 3226 39706 0.844 0.591 0.67 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
156/300 15G 1.347 0.6599 0.967 172 640: 100%|██████████| 805/805 [00:28<00:00, 28.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.48it/s]
all 3226 39706 0.844 0.591 0.67 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
157/300 12.4G 1.341 0.6562 0.9656 154 640: 100%|██████████| 805/805 [00:28<00:00, 28.58it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.59it/s]
all 3226 39706 0.844 0.591 0.671 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
158/300 14G 1.342 0.6561 0.9654 339 640: 100%|██████████| 805/805 [00:28<00:00, 28.24it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.45it/s]
all 3226 39706 0.844 0.591 0.671 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
159/300 13.4G 1.351 0.6582 0.9683 259 640: 100%|██████████| 805/805 [00:28<00:00, 28.19it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.79it/s]
all 3226 39706 0.844 0.591 0.671 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
160/300 18G 1.352 0.6617 0.9639 320 640: 100%|██████████| 805/805 [00:28<00:00, 27.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.79it/s]
all 3226 39706 0.845 0.591 0.671 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
161/300 15.5G 1.334 0.6509 0.9625 690 640: 100%|██████████| 805/805 [00:28<00:00, 28.41it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.53it/s]
all 3226 39706 0.845 0.592 0.671 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
162/300 16.1G 1.342 0.6582 0.9618 319 640: 100%|██████████| 805/805 [00:28<00:00, 27.93it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.50it/s]
all 3226 39706 0.844 0.592 0.671 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
163/300 9.4G 1.333 0.6512 0.9636 426 640: 100%|██████████| 805/805 [00:28<00:00, 28.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.70it/s]
all 3226 39706 0.844 0.592 0.671 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
164/300 16.4G 1.342 0.6574 0.9619 133 640: 100%|██████████| 805/805 [00:28<00:00, 28.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.53it/s]
all 3226 39706 0.846 0.591 0.671 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
165/300 15.7G 1.341 0.6568 0.9616 121 640: 100%|██████████| 805/805 [00:28<00:00, 28.27it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.59it/s]
all 3226 39706 0.845 0.592 0.671 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
166/300 16.1G 1.329 0.651 0.9606 189 640: 100%|██████████| 805/805 [00:28<00:00, 28.47it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.61it/s]
all 3226 39706 0.845 0.591 0.671 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
167/300 14.7G 1.337 0.6524 0.962 413 640: 100%|██████████| 805/805 [00:28<00:00, 27.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.70it/s]
all 3226 39706 0.845 0.592 0.671 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
168/300 17.1G 1.344 0.6564 0.9638 239 640: 100%|██████████| 805/805 [00:28<00:00, 27.93it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.75it/s]
all 3226 39706 0.845 0.591 0.671 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
169/300 17.1G 1.331 0.6494 0.9653 209 640: 100%|██████████| 805/805 [00:28<00:00, 28.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.78it/s]
all 3226 39706 0.846 0.591 0.671 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
170/300 18.7G 1.336 0.6502 0.961 800 640: 100%|██████████| 805/805 [00:28<00:00, 27.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.70it/s]
all 3226 39706 0.847 0.59 0.671 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
171/300 19.5G 1.342 0.6521 0.9636 147 640: 100%|██████████| 805/805 [00:28<00:00, 28.15it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.41it/s]
all 3226 39706 0.847 0.59 0.671 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
172/300 16.2G 1.329 0.6455 0.9585 181 640: 100%|██████████| 805/805 [00:28<00:00, 28.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.40it/s]
all 3226 39706 0.847 0.591 0.671 0.368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
173/300 16.9G 1.33 0.6487 0.9603 697 640: 100%|██████████| 805/805 [00:28<00:00, 28.57it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.38it/s]
all 3226 39706 0.847 0.591 0.671 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
174/300 18.7G 1.33 0.6476 0.9598 453 640: 100%|██████████| 805/805 [00:28<00:00, 28.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.68it/s]
all 3226 39706 0.847 0.591 0.671 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
175/300 16.6G 1.326 0.645 0.956 211 640: 100%|██████████| 805/805 [00:28<00:00, 28.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.60it/s]
all 3226 39706 0.848 0.59 0.671 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
176/300 17.7G 1.32 0.6441 0.9579 206 640: 100%|██████████| 805/805 [00:28<00:00, 28.48it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.66it/s]
all 3226 39706 0.848 0.591 0.672 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
177/300 16.7G 1.328 0.6472 0.9574 191 640: 100%|██████████| 805/805 [00:28<00:00, 28.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.69it/s]
all 3226 39706 0.849 0.591 0.672 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
178/300 11.9G 1.325 0.6434 0.9572 224 640: 100%|██████████| 805/805 [00:28<00:00, 28.37it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.22it/s]
all 3226 39706 0.849 0.591 0.672 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
179/300 12.2G 1.326 0.6483 0.9592 206 640: 100%|██████████| 805/805 [00:28<00:00, 28.52it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.69it/s]
all 3226 39706 0.849 0.59 0.672 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
180/300 15.1G 1.323 0.6436 0.9571 285 640: 100%|██████████| 805/805 [00:28<00:00, 28.50it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.79it/s]
all 3226 39706 0.849 0.59 0.672 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
181/300 13.4G 1.333 0.6505 0.9583 640 640: 100%|██████████| 805/805 [00:28<00:00, 27.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.85it/s]
all 3226 39706 0.849 0.59 0.672 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
182/300 16.2G 1.312 0.6369 0.9585 220 640: 100%|██████████| 805/805 [00:28<00:00, 28.53it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.36it/s]
all 3226 39706 0.85 0.59 0.672 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
183/300 15.3G 1.321 0.6422 0.9554 236 640: 100%|██████████| 805/805 [00:28<00:00, 28.14it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.70it/s]
all 3226 39706 0.849 0.59 0.672 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
184/300 12.8G 1.313 0.636 0.9563 234 640: 100%|██████████| 805/805 [00:28<00:00, 28.52it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.86it/s]
all 3226 39706 0.849 0.589 0.672 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
185/300 14.6G 1.318 0.6411 0.957 251 640: 100%|██████████| 805/805 [00:28<00:00, 28.27it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.45it/s]
all 3226 39706 0.849 0.589 0.672 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
186/300 15.7G 1.322 0.6435 0.9565 1436 640: 100%|██████████| 805/805 [00:28<00:00, 28.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.74it/s]
all 3226 39706 0.85 0.589 0.673 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
187/300 15.6G 1.323 0.6441 0.9557 422 640: 100%|██████████| 805/805 [00:28<00:00, 27.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.55it/s]
all 3226 39706 0.85 0.589 0.673 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
188/300 14.7G 1.318 0.6387 0.9556 290 640: 100%|██████████| 805/805 [00:28<00:00, 28.26it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.60it/s]
all 3226 39706 0.85 0.59 0.672 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
189/300 18.6G 1.311 0.6377 0.9544 336 640: 100%|██████████| 805/805 [00:28<00:00, 28.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.29it/s]
all 3226 39706 0.849 0.59 0.673 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
190/300 12.7G 1.316 0.6374 0.9535 395 640: 100%|██████████| 805/805 [00:28<00:00, 28.27it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:05<00:00, 18.68it/s]
all 3226 39706 0.849 0.59 0.673 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
191/300 20.4G 1.324 0.6417 0.9567 306 640: 100%|██████████| 805/805 [00:28<00:00, 27.90it/s]