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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=yolov8s.pt, data=train/data/widerface.yaml, epochs=200, 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 1 928 ultralytics.nn.modules.conv.Conv [3, 32, 3, 2]
1 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2]
2 -1 1 29056 ultralytics.nn.modules.block.C2f [64, 64, 1, True]
3 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2]
4 -1 2 197632 ultralytics.nn.modules.block.C2f [128, 128, 2, True]
5 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2]
6 -1 2 788480 ultralytics.nn.modules.block.C2f [256, 256, 2, True]
7 -1 1 1180672 ultralytics.nn.modules.conv.Conv [256, 512, 3, 2]
8 -1 1 1838080 ultralytics.nn.modules.block.C2f [512, 512, 1, 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 1 591360 ultralytics.nn.modules.block.C2f [768, 256, 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 148224 ultralytics.nn.modules.block.C2f [384, 128, 1]
16 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2]
17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1]
18 -1 1 493056 ultralytics.nn.modules.block.C2f [384, 256, 1]
19 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2]
20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1]
21 -1 1 1969152 ultralytics.nn.modules.block.C2f [768, 512, 1]
22 [15, 18, 21] 1 2116435 ultralytics.nn.modules.head.Detect [1, [128, 256, 512]]
Model summary: 225 layers, 11135987 parameters, 11135971 gradients, 28.6 GFLOPs
Transferred 349/355 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 200 epochs...
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/200 17.2G 1.78 1.227 1.178 268 640: 100%|██████████| 805/805 [00:44<00:00, 17.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:07<00:00, 13.43it/s]
all 3226 39706 0.788 0.514 0.59 0.303
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/200 19.7G 1.566 0.8494 1.027 488 640: 100%|██████████| 805/805 [00:43<00:00, 18.63it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.01it/s]
all 3226 39706 0.796 0.515 0.581 0.295
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/200 13G 1.587 0.882 1.028 143 640: 100%|██████████| 805/805 [00:43<00:00, 18.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.92it/s]
all 3226 39706 0.797 0.511 0.579 0.299
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/200 15.2G 1.581 0.8909 1.035 226 640: 100%|██████████| 805/805 [00:42<00:00, 18.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.00it/s]
all 3226 39706 0.794 0.513 0.587 0.301
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/200 17G 1.558 0.8646 1.027 248 640: 100%|██████████| 805/805 [00:43<00:00, 18.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.67it/s]
all 3226 39706 0.812 0.529 0.601 0.315
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/200 15.6G 1.525 0.8344 1.02 343 640: 100%|██████████| 805/805 [00:42<00:00, 18.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.78it/s]
all 3226 39706 0.822 0.535 0.615 0.329
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/200 14.3G 1.507 0.8087 1.009 321 640: 100%|██████████| 805/805 [00:43<00:00, 18.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.76it/s]
all 3226 39706 0.82 0.545 0.62 0.332
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/200 22.9G 1.489 0.7941 1.008 246 640: 100%|██████████| 805/805 [00:42<00:00, 18.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.98it/s]
all 3226 39706 0.826 0.557 0.63 0.336
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/200 19.6G 1.484 0.785 1.003 239 640: 100%|██████████| 805/805 [00:43<00:00, 18.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.96it/s]
all 3226 39706 0.838 0.559 0.638 0.343
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/200 16G 1.459 0.7658 0.9998 204 640: 100%|██████████| 805/805 [00:42<00:00, 18.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.89it/s]
all 3226 39706 0.827 0.555 0.63 0.339
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/200 21.6G 1.461 0.7619 0.9992 340 640: 100%|██████████| 805/805 [00:42<00:00, 18.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.02it/s]
all 3226 39706 0.835 0.561 0.637 0.346
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/200 14.6G 1.451 0.7521 0.9959 242 640: 100%|██████████| 805/805 [00:43<00:00, 18.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.02it/s]
all 3226 39706 0.839 0.569 0.649 0.35
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/200 21.3G 1.439 0.7431 0.9932 163 640: 100%|██████████| 805/805 [00:42<00:00, 18.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.94it/s]
all 3226 39706 0.839 0.565 0.645 0.348
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/200 19.7G 1.434 0.738 0.9895 167 640: 100%|██████████| 805/805 [00:43<00:00, 18.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.86it/s]
all 3226 39706 0.838 0.579 0.657 0.355
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/200 13.9G 1.432 0.7349 0.9862 238 640: 100%|██████████| 805/805 [00:42<00:00, 18.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.99it/s]
all 3226 39706 0.837 0.579 0.659 0.359
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/200 17G 1.418 0.7222 0.9857 471 640: 100%|██████████| 805/805 [00:42<00:00, 18.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.99it/s]
all 3226 39706 0.85 0.586 0.667 0.362
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/200 19.9G 1.414 0.7179 0.9851 292 640: 100%|██████████| 805/805 [00:43<00:00, 18.63it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.98it/s]
all 3226 39706 0.846 0.58 0.662 0.359
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/200 18.3G 1.413 0.7167 0.9868 199 640: 100%|██████████| 805/805 [00:42<00:00, 18.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.89it/s]
all 3226 39706 0.841 0.584 0.664 0.361
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/200 23.7G 1.406 0.7066 0.985 407 640: 100%|██████████| 805/805 [00:43<00:00, 18.59it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.97it/s]
all 3226 39706 0.849 0.589 0.67 0.365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/200 20.4G 1.395 0.7006 0.9828 154 640: 100%|██████████| 805/805 [00:42<00:00, 18.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.85it/s]
all 3226 39706 0.844 0.589 0.67 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
21/200 13.4G 1.394 0.7028 0.9825 181 640: 100%|██████████| 805/805 [00:42<00:00, 18.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.95it/s]
all 3226 39706 0.85 0.593 0.674 0.371
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
22/200 16.7G 1.394 0.701 0.9829 172 640: 100%|██████████| 805/805 [00:43<00:00, 18.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.87it/s]
all 3226 39706 0.85 0.593 0.674 0.37
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
23/200 14.2G 1.388 0.6945 0.9808 154 640: 100%|██████████| 805/805 [00:42<00:00, 18.86it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.99it/s]
all 3226 39706 0.853 0.593 0.675 0.37
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
24/200 15.9G 1.385 0.6885 0.9762 339 640: 100%|██████████| 805/805 [00:42<00:00, 18.73it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.93it/s]
all 3226 39706 0.849 0.599 0.68 0.375
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
25/200 15.1G 1.392 0.6913 0.9796 259 640: 100%|██████████| 805/805 [00:42<00:00, 18.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.04it/s]
all 3226 39706 0.855 0.598 0.68 0.374
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
26/200 20.1G 1.391 0.6905 0.9749 320 640: 100%|██████████| 805/805 [00:43<00:00, 18.59it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.07it/s]
all 3226 39706 0.848 0.595 0.677 0.37
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
27/200 17.3G 1.37 0.6778 0.9722 690 640: 100%|██████████| 805/805 [00:42<00:00, 18.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.87it/s]
all 3226 39706 0.853 0.601 0.684 0.376
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
28/200 17.8G 1.376 0.6837 0.9721 319 640: 100%|██████████| 805/805 [00:43<00:00, 18.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.84it/s]
all 3226 39706 0.854 0.605 0.688 0.377
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
29/200 11.3G 1.364 0.6747 0.9738 426 640: 100%|██████████| 805/805 [00:42<00:00, 18.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.08it/s]
all 3226 39706 0.859 0.604 0.688 0.379
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
30/200 18.3G 1.37 0.6762 0.9719 133 640: 100%|██████████| 805/805 [00:42<00:00, 18.73it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.94it/s]
all 3226 39706 0.852 0.606 0.688 0.379
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
31/200 17.5G 1.369 0.6749 0.9713 121 640: 100%|██████████| 805/805 [00:42<00:00, 18.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.94it/s]
all 3226 39706 0.855 0.604 0.687 0.377
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
32/200 17.7G 1.356 0.6664 0.9686 189 640: 100%|██████████| 805/805 [00:42<00:00, 18.80it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.08it/s]
all 3226 39706 0.855 0.606 0.69 0.382
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
33/200 16.5G 1.364 0.6699 0.9701 413 640: 100%|██████████| 805/805 [00:43<00:00, 18.64it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.08it/s]
all 3226 39706 0.858 0.604 0.689 0.381
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
34/200 18.8G 1.368 0.6701 0.9694 239 640: 100%|██████████| 805/805 [00:43<00:00, 18.60it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.87it/s]
all 3226 39706 0.854 0.61 0.69 0.38
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
35/200 18.8G 1.353 0.6618 0.9719 209 640: 100%|██████████| 805/805 [00:42<00:00, 18.86it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.09it/s]
all 3226 39706 0.859 0.609 0.695 0.384
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
36/200 20.6G 1.356 0.6603 0.9687 800 640: 100%|██████████| 805/805 [00:43<00:00, 18.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.04it/s]
all 3226 39706 0.855 0.609 0.693 0.383
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
37/200 21.1G 1.361 0.661 0.9675 147 640: 100%|██████████| 805/805 [00:43<00:00, 18.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.94it/s]
all 3226 39706 0.86 0.61 0.695 0.385
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
38/200 17.9G 1.348 0.6557 0.9665 181 640: 100%|██████████| 805/805 [00:43<00:00, 18.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.03it/s]
all 3226 39706 0.859 0.609 0.695 0.386
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
39/200 18.5G 1.347 0.6557 0.9671 697 640: 100%|██████████| 805/805 [00:42<00:00, 18.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.08it/s]
all 3226 39706 0.857 0.615 0.698 0.388
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
40/200 20.3G 1.344 0.653 0.9648 453 640: 100%|██████████| 805/805 [00:42<00:00, 18.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.05it/s]
all 3226 39706 0.862 0.611 0.697 0.386
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
41/200 18.2G 1.34 0.6512 0.9626 211 640: 100%|██████████| 805/805 [00:42<00:00, 18.80it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.97it/s]
all 3226 39706 0.856 0.618 0.7 0.388
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
42/200 19.7G 1.332 0.6472 0.9623 206 640: 100%|██████████| 805/805 [00:42<00:00, 18.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.93it/s]
all 3226 39706 0.858 0.616 0.699 0.387
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
43/200 18.4G 1.341 0.651 0.9651 191 640: 100%|██████████| 805/805 [00:42<00:00, 18.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.10it/s]
all 3226 39706 0.858 0.619 0.702 0.389
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
44/200 13.5G 1.336 0.6455 0.9629 224 640: 100%|██████████| 805/805 [00:42<00:00, 18.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.99it/s]
all 3226 39706 0.859 0.618 0.703 0.391
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
45/200 14G 1.336 0.6493 0.9632 206 640: 100%|██████████| 805/805 [00:42<00:00, 18.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.13it/s]
all 3226 39706 0.861 0.617 0.702 0.391
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
46/200 16.9G 1.336 0.6449 0.9604 285 640: 100%|██████████| 805/805 [00:42<00:00, 18.86it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.06it/s]
all 3226 39706 0.861 0.618 0.702 0.391
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
47/200 14.8G 1.339 0.6467 0.9599 640 640: 100%|██████████| 805/805 [00:43<00:00, 18.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.07it/s]
all 3226 39706 0.861 0.619 0.703 0.391
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
48/200 17.8G 1.32 0.6359 0.9621 220 640: 100%|██████████| 805/805 [00:42<00:00, 18.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.98it/s]
all 3226 39706 0.86 0.62 0.705 0.392
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
49/200 16.9G 1.331 0.6414 0.9582 236 640: 100%|██████████| 805/805 [00:42<00:00, 18.73it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.93it/s]
all 3226 39706 0.86 0.62 0.705 0.392
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
50/200 14.5G 1.318 0.6329 0.959 234 640: 100%|██████████| 805/805 [00:42<00:00, 18.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.04it/s]
all 3226 39706 0.861 0.622 0.706 0.393
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
51/200 16.5G 1.32 0.636 0.9586 251 640: 100%|██████████| 805/805 [00:42<00:00, 18.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.11it/s]
all 3226 39706 0.862 0.622 0.707 0.393
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
52/200 17.3G 1.325 0.6383 0.9586 1436 640: 100%|██████████| 805/805 [00:42<00:00, 18.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.08it/s]
all 3226 39706 0.857 0.625 0.707 0.394
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
53/200 17.5G 1.327 0.6398 0.957 422 640: 100%|██████████| 805/805 [00:43<00:00, 18.51it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.14it/s]
all 3226 39706 0.859 0.622 0.707 0.393
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
54/200 16.7G 1.318 0.6315 0.9578 290 640: 100%|██████████| 805/805 [00:42<00:00, 18.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.97it/s]
all 3226 39706 0.859 0.624 0.707 0.394
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
55/200 20.6G 1.308 0.6276 0.9551 336 640: 100%|██████████| 805/805 [00:43<00:00, 18.64it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.92it/s]
all 3226 39706 0.858 0.625 0.708 0.394
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
56/200 14.3G 1.316 0.6306 0.9554 395 640: 100%|██████████| 805/805 [00:42<00:00, 18.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.10it/s]
all 3226 39706 0.86 0.624 0.709 0.395
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
57/200 22.5G 1.318 0.633 0.9544 306 640: 100%|██████████| 805/805 [00:43<00:00, 18.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.06it/s]
all 3226 39706 0.859 0.625 0.709 0.395
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
58/200 17.1G 1.303 0.6241 0.9539 253 640: 100%|██████████| 805/805 [00:42<00:00, 18.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.07it/s]
all 3226 39706 0.857 0.625 0.709 0.396
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
59/200 15.5G 1.313 0.6292 0.9538 249 640: 100%|██████████| 805/805 [00:42<00:00, 18.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.06it/s]
all 3226 39706 0.857 0.624 0.708 0.396
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
60/200 16G 1.302 0.6246 0.9502 238 640: 100%|██████████| 805/805 [00:42<00:00, 18.81it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.02it/s]
all 3226 39706 0.857 0.626 0.709 0.395
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
61/200 12.6G 1.307 0.6231 0.9533 246 640: 100%|██████████| 805/805 [00:43<00:00, 18.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.90it/s]
all 3226 39706 0.857 0.627 0.709 0.395
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
62/200 16.4G 1.306 0.6214 0.9527 212 640: 100%|██████████| 805/805 [00:42<00:00, 18.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.10it/s]
all 3226 39706 0.859 0.626 0.71 0.396
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
63/200 24G 1.304 0.6228 0.9543 236 640: 100%|██████████| 805/805 [00:42<00:00, 18.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.15it/s]
all 3226 39706 0.861 0.625 0.71 0.396
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
64/200 15.6G 1.302 0.624 0.9528 244 640: 100%|██████████| 805/805 [00:42<00:00, 18.80it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.16it/s]
all 3226 39706 0.861 0.627 0.71 0.396
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
65/200 13.1G 1.292 0.6157 0.9512 174 640: 100%|██████████| 805/805 [00:42<00:00, 18.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.11it/s]
all 3226 39706 0.862 0.626 0.711 0.396
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
66/200 15.6G 1.294 0.6159 0.9496 260 640: 100%|██████████| 805/805 [00:42<00:00, 18.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.06it/s]
all 3226 39706 0.863 0.626 0.712 0.397
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
67/200 16.9G 1.293 0.617 0.9491 157 640: 100%|██████████| 805/805 [00:42<00:00, 18.81it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.00it/s]
all 3226 39706 0.863 0.626 0.712 0.397
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
68/200 18.1G 1.292 0.6132 0.9473 516 640: 100%|██████████| 805/805 [00:42<00:00, 18.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.09it/s]
all 3226 39706 0.862 0.626 0.712 0.397
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
69/200 18G 1.281 0.6095 0.9487 348 640: 100%|██████████| 805/805 [00:42<00:00, 18.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.95it/s]
all 3226 39706 0.86 0.628 0.712 0.397
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
70/200 13.4G 1.294 0.6148 0.9474 331 640: 100%|██████████| 805/805 [00:42<00:00, 18.74it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.99it/s]
all 3226 39706 0.859 0.628 0.712 0.397
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
71/200 18.2G 1.287 0.6114 0.948 299 640: 100%|██████████| 805/805 [00:43<00:00, 18.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.10it/s]
all 3226 39706 0.859 0.629 0.713 0.397
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
72/200 11.9G 1.283 0.6079 0.9491 281 640: 100%|██████████| 805/805 [00:42<00:00, 18.74it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.10it/s]
all 3226 39706 0.859 0.629 0.713 0.398
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
73/200 14.3G 1.277 0.6053 0.9448 304 640: 100%|██████████| 805/805 [00:42<00:00, 18.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.13it/s]
all 3226 39706 0.858 0.631 0.714 0.398
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
74/200 15.2G 1.274 0.6051 0.9465 310 640: 100%|██████████| 805/805 [00:42<00:00, 18.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.12it/s]
all 3226 39706 0.859 0.63 0.713 0.398
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
75/200 22.4G 1.289 0.6112 0.9472 104 640: 100%|██████████| 805/805 [00:43<00:00, 18.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.96it/s]
all 3226 39706 0.859 0.63 0.714 0.398
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
76/200 14.7G 1.277 0.6049 0.9432 183 640: 100%|██████████| 805/805 [00:43<00:00, 18.49it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.92it/s]
all 3226 39706 0.859 0.631 0.714 0.398
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
77/200 11.3G 1.277 0.6039 0.942 250 640: 100%|██████████| 805/805 [00:42<00:00, 18.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.09it/s]
all 3226 39706 0.857 0.633 0.714 0.398
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
78/200 18.4G 1.274 0.6049 0.9429 245 640: 100%|██████████| 805/805 [00:42<00:00, 18.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.10it/s]
all 3226 39706 0.859 0.631 0.714 0.399
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
79/200 14.2G 1.265 0.5997 0.9407 276 640: 100%|██████████| 805/805 [00:42<00:00, 18.80it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.16it/s]
all 3226 39706 0.857 0.632 0.714 0.399
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
80/200 13.6G 1.263 0.5997 0.9413 219 640: 100%|██████████| 805/805 [00:42<00:00, 18.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.14it/s]
all 3226 39706 0.862 0.631 0.715 0.399
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
81/200 24.6G 1.264 0.5972 0.9424 245 640: 100%|██████████| 805/805 [00:43<00:00, 18.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.14it/s]
all 3226 39706 0.861 0.631 0.715 0.398
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
82/200 18.8G 1.268 0.599 0.9419 122 640: 100%|██████████| 805/805 [00:43<00:00, 18.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.93it/s]
all 3226 39706 0.862 0.631 0.715 0.398
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
83/200 19.3G 1.268 0.5994 0.9396 183 640: 100%|██████████| 805/805 [00:43<00:00, 18.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.14it/s]
all 3226 39706 0.861 0.631 0.715 0.398
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
84/200 19.9G 1.255 0.5921 0.9375 330 640: 100%|██████████| 805/805 [00:42<00:00, 18.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.15it/s]
all 3226 39706 0.861 0.631 0.715 0.399
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
85/200 18.8G 1.263 0.5972 0.9391 269 640: 100%|██████████| 805/805 [00:43<00:00, 18.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.08it/s]
all 3226 39706 0.861 0.632 0.716 0.399
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
86/200 21.1G 1.254 0.5921 0.9376 342 640: 100%|██████████| 805/805 [00:43<00:00, 18.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.10it/s]
all 3226 39706 0.861 0.631 0.716 0.399
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
87/200 14.5G 1.258 0.5921 0.9391 297 640: 100%|██████████| 805/805 [00:43<00:00, 18.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.12it/s]
all 3226 39706 0.862 0.63 0.716 0.399
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
88/200 13.7G 1.257 0.5908 0.9379 322 640: 100%|██████████| 805/805 [00:42<00:00, 18.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.06it/s]
all 3226 39706 0.863 0.63 0.716 0.399
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
89/200 22.8G 1.254 0.5917 0.9378 217 640: 100%|██████████| 805/805 [00:43<00:00, 18.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.05it/s]
all 3226 39706 0.863 0.631 0.716 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
90/200 13.3G 1.252 0.5892 0.9348 221 640: 100%|██████████| 805/805 [00:42<00:00, 18.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.16it/s]
all 3226 39706 0.862 0.631 0.716 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
91/200 20.6G 1.259 0.5918 0.9336 288 640: 100%|██████████| 805/805 [00:43<00:00, 18.64it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.03it/s]
all 3226 39706 0.862 0.631 0.716 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
92/200 16G 1.239 0.5844 0.9358 294 640: 100%|██████████| 805/805 [00:42<00:00, 18.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.09it/s]
all 3226 39706 0.861 0.633 0.717 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
93/200 15.1G 1.246 0.5863 0.9351 708 640: 100%|██████████| 805/805 [00:43<00:00, 18.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.99it/s]
all 3226 39706 0.861 0.633 0.716 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
94/200 15.1G 1.24 0.5848 0.9326 612 640: 100%|██████████| 805/805 [00:42<00:00, 18.81it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.05it/s]
all 3226 39706 0.86 0.633 0.717 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
95/200 18.2G 1.247 0.5864 0.9334 440 640: 100%|██████████| 805/805 [00:43<00:00, 18.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.05it/s]
all 3226 39706 0.861 0.634 0.717 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
96/200 16.3G 1.233 0.5803 0.9332 367 640: 100%|██████████| 805/805 [00:42<00:00, 18.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.06it/s]
all 3226 39706 0.862 0.633 0.717 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
97/200 16.5G 1.233 0.5796 0.9314 219 640: 100%|██████████| 805/805 [00:42<00:00, 18.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.97it/s]
all 3226 39706 0.862 0.633 0.716 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
98/200 20.9G 1.229 0.5759 0.9281 227 640: 100%|██████████| 805/805 [00:42<00:00, 18.74it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.11it/s]
all 3226 39706 0.862 0.633 0.716 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
99/200 13.2G 1.227 0.578 0.9314 162 640: 100%|██████████| 805/805 [00:42<00:00, 18.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.05it/s]
all 3226 39706 0.862 0.633 0.716 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
100/200 16.2G 1.23 0.5756 0.9316 380 640: 100%|██████████| 805/805 [00:43<00:00, 18.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.13it/s]
all 3226 39706 0.861 0.633 0.716 0.399
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
101/200 14.6G 1.235 0.5826 0.9301 495 640: 100%|██████████| 805/805 [00:42<00:00, 18.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.01it/s]
all 3226 39706 0.862 0.633 0.716 0.399
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
102/200 20.2G 1.224 0.5744 0.9307 342 640: 100%|██████████| 805/805 [00:42<00:00, 18.86it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.13it/s]
all 3226 39706 0.861 0.633 0.717 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
103/200 19.2G 1.223 0.5724 0.928 536 640: 100%|██████████| 805/805 [00:42<00:00, 18.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.13it/s]
all 3226 39706 0.862 0.633 0.717 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
104/200 23.4G 1.223 0.5736 0.9274 257 640: 100%|██████████| 805/805 [00:42<00:00, 18.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.92it/s]
all 3226 39706 0.863 0.633 0.717 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
105/200 18.1G 1.213 0.5686 0.9275 240 640: 100%|██████████| 805/805 [00:42<00:00, 18.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.00it/s]
all 3226 39706 0.862 0.633 0.717 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
106/200 12.3G 1.218 0.57 0.9254 389 640: 100%|██████████| 805/805 [00:42<00:00, 18.81it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.96it/s]
all 3226 39706 0.862 0.633 0.717 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
107/200 21.5G 1.213 0.5672 0.925 191 640: 100%|██████████| 805/805 [00:43<00:00, 18.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.11it/s]
all 3226 39706 0.863 0.633 0.717 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
108/200 13.3G 1.22 0.5686 0.9249 226 640: 100%|██████████| 805/805 [00:43<00:00, 18.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.04it/s]
all 3226 39706 0.863 0.634 0.717 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
109/200 20.7G 1.215 0.5683 0.9243 265 640: 100%|██████████| 805/805 [00:43<00:00, 18.60it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.15it/s]
all 3226 39706 0.863 0.634 0.718 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
110/200 16.3G 1.215 0.57 0.9241 138 640: 100%|██████████| 805/805 [00:42<00:00, 18.74it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.02it/s]
all 3226 39706 0.863 0.634 0.718 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
111/200 19.6G 1.21 0.5658 0.925 314 640: 100%|██████████| 805/805 [00:42<00:00, 18.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.15it/s]
all 3226 39706 0.863 0.634 0.718 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
112/200 15.5G 1.2 0.5618 0.9234 303 640: 100%|██████████| 805/805 [00:42<00:00, 18.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.97it/s]
all 3226 39706 0.864 0.633 0.717 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
113/200 19.4G 1.2 0.5606 0.9226 330 640: 100%|██████████| 805/805 [00:42<00:00, 18.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.03it/s]
all 3226 39706 0.865 0.633 0.718 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
114/200 14G 1.195 0.5588 0.922 216 640: 100%|██████████| 805/805 [00:42<00:00, 18.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.96it/s]
all 3226 39706 0.864 0.634 0.718 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
115/200 18.1G 1.204 0.5607 0.9227 101 640: 100%|██████████| 805/805 [00:43<00:00, 18.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.12it/s]
all 3226 39706 0.863 0.634 0.718 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
116/200 17.5G 1.198 0.5596 0.9218 283 640: 100%|██████████| 805/805 [00:42<00:00, 18.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.15it/s]
all 3226 39706 0.862 0.635 0.718 0.401
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
117/200 15.2G 1.197 0.5588 0.9231 112 640: 100%|██████████| 805/805 [00:42<00:00, 18.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.12it/s]
all 3226 39706 0.862 0.635 0.718 0.401
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
118/200 17.9G 1.19 0.5547 0.92 239 640: 100%|██████████| 805/805 [00:42<00:00, 18.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.12it/s]
all 3226 39706 0.862 0.635 0.719 0.401
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
119/200 12.7G 1.197 0.5583 0.921 192 640: 100%|██████████| 805/805 [00:43<00:00, 18.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.08it/s]
all 3226 39706 0.862 0.635 0.718 0.401
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
120/200 13.8G 1.193 0.5536 0.9198 273 640: 100%|██████████| 805/805 [00:42<00:00, 18.86it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.10it/s]
all 3226 39706 0.862 0.635 0.718 0.401
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
121/200 16.2G 1.186 0.5526 0.9171 272 640: 100%|██████████| 805/805 [00:42<00:00, 18.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.08it/s]
all 3226 39706 0.861 0.635 0.718 0.401
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
122/200 12.1G 1.183 0.5502 0.9176 581 640: 100%|██████████| 805/805 [00:42<00:00, 18.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.13it/s]
all 3226 39706 0.862 0.635 0.718 0.401
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
123/200 22G 1.191 0.5544 0.9189 155 640: 100%|██████████| 805/805 [00:42<00:00, 18.74it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.09it/s]
all 3226 39706 0.862 0.635 0.718 0.401
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
124/200 22.2G 1.19 0.5525 0.9177 161 640: 100%|██████████| 805/805 [00:42<00:00, 18.81it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.11it/s]
all 3226 39706 0.862 0.635 0.718 0.401
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
125/200 16.8G 1.191 0.5547 0.9164 301 640: 100%|██████████| 805/805 [00:43<00:00, 18.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.13it/s]
all 3226 39706 0.862 0.635 0.719 0.401
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
126/200 11G 1.18 0.5478 0.915 318 640: 100%|██████████| 805/805 [00:42<00:00, 18.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.14it/s]
all 3226 39706 0.861 0.635 0.719 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
127/200 16.4G 1.181 0.549 0.9155 150 640: 100%|██████████| 805/805 [00:43<00:00, 18.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.07it/s]
all 3226 39706 0.861 0.636 0.719 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
128/200 16.6G 1.177 0.5479 0.9139 197 640: 100%|██████████| 805/805 [00:43<00:00, 18.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.12it/s]
all 3226 39706 0.862 0.635 0.719 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
129/200 16.5G 1.181 0.5484 0.9119 319 640: 100%|██████████| 805/805 [00:43<00:00, 18.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.90it/s]
all 3226 39706 0.861 0.636 0.719 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
130/200 21.8G 1.166 0.5419 0.9109 109 640: 100%|██████████| 805/805 [00:42<00:00, 18.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.14it/s]
all 3226 39706 0.86 0.636 0.719 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
131/200 16.3G 1.163 0.5408 0.9118 89 640: 100%|██████████| 805/805 [00:42<00:00, 18.81it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.12it/s]
all 3226 39706 0.862 0.635 0.719 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
132/200 18.7G 1.163 0.5418 0.9113 252 640: 100%|██████████| 805/805 [00:42<00:00, 18.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.13it/s]
all 3226 39706 0.862 0.635 0.719 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
133/200 13.6G 1.159 0.5412 0.9087 597 640: 100%|██████████| 805/805 [00:42<00:00, 18.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.92it/s]
all 3226 39706 0.863 0.635 0.719 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
134/200 17.7G 1.166 0.54 0.9091 159 640: 100%|██████████| 805/805 [00:42<00:00, 18.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.18it/s]
all 3226 39706 0.863 0.635 0.719 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
135/200 14.8G 1.163 0.5437 0.9111 193 640: 100%|██████████| 805/805 [00:42<00:00, 18.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.13it/s]
all 3226 39706 0.863 0.635 0.719 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
136/200 20.8G 1.162 0.5404 0.9103 369 640: 100%|██████████| 805/805 [00:42<00:00, 18.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.16it/s]
all 3226 39706 0.863 0.635 0.719 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
137/200 19.4G 1.156 0.5364 0.9083 230 640: 100%|██████████| 805/805 [00:42<00:00, 18.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.98it/s]
all 3226 39706 0.862 0.635 0.719 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
138/200 14G 1.152 0.5344 0.9067 306 640: 100%|██████████| 805/805 [00:42<00:00, 18.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.16it/s]
all 3226 39706 0.862 0.635 0.719 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
139/200 15.4G 1.157 0.5376 0.9076 287 640: 100%|██████████| 805/805 [00:42<00:00, 18.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.06it/s]
all 3226 39706 0.863 0.635 0.72 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
140/200 15.3G 1.148 0.533 0.9071 203 640: 100%|██████████| 805/805 [00:42<00:00, 18.86it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.16it/s]
all 3226 39706 0.862 0.635 0.72 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
141/200 12.4G 1.143 0.5288 0.9052 385 640: 100%|██████████| 805/805 [00:42<00:00, 18.86it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.11it/s]
all 3226 39706 0.863 0.635 0.72 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
142/200 24.3G 1.154 0.5356 0.9049 462 640: 100%|██████████| 805/805 [00:43<00:00, 18.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.97it/s]
all 3226 39706 0.862 0.635 0.72 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
143/200 22.5G 1.147 0.5301 0.9038 248 640: 100%|██████████| 805/805 [00:43<00:00, 18.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.09it/s]
all 3226 39706 0.863 0.635 0.72 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
144/200 16.2G 1.141 0.5267 0.903 578 640: 100%|██████████| 805/805 [00:42<00:00, 18.80it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.18it/s]
all 3226 39706 0.862 0.636 0.72 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
145/200 21.2G 1.137 0.5279 0.9044 218 640: 100%|██████████| 805/805 [00:42<00:00, 18.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.09it/s]
all 3226 39706 0.863 0.635 0.72 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
146/200 23.5G 1.138 0.5236 0.9034 297 640: 100%|██████████| 805/805 [00:42<00:00, 18.80it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.09it/s]
all 3226 39706 0.863 0.636 0.72 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
147/200 18.9G 1.135 0.5254 0.9023 244 640: 100%|██████████| 805/805 [00:42<00:00, 18.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.05it/s]
all 3226 39706 0.862 0.636 0.72 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
148/200 16.7G 1.127 0.5214 0.9011 242 640: 100%|██████████| 805/805 [00:42<00:00, 18.93it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.04it/s]
all 3226 39706 0.863 0.636 0.72 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
149/200 12.4G 1.125 0.5181 0.8987 339 640: 100%|██████████| 805/805 [00:42<00:00, 18.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.12it/s]
all 3226 39706 0.864 0.635 0.72 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
150/200 14.1G 1.123 0.5175 0.8989 444 640: 100%|██████████| 805/805 [00:42<00:00, 18.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.19it/s]
all 3226 39706 0.865 0.635 0.72 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
151/200 21.4G 1.128 0.52 0.8976 163 640: 100%|██████████| 805/805 [00:43<00:00, 18.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.13it/s]
all 3226 39706 0.865 0.635 0.72 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
152/200 20.1G 1.122 0.5192 0.8972 344 640: 100%|██████████| 805/805 [00:42<00:00, 18.74it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.06it/s]
all 3226 39706 0.865 0.634 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
153/200 15.3G 1.124 0.5193 0.8959 182 640: 100%|██████████| 805/805 [00:42<00:00, 18.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.02it/s]
all 3226 39706 0.865 0.635 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
154/200 13.8G 1.122 0.519 0.899 292 640: 100%|██████████| 805/805 [00:42<00:00, 18.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.10it/s]
all 3226 39706 0.865 0.635 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
155/200 20.5G 1.125 0.5186 0.8976 787 640: 100%|██████████| 805/805 [00:43<00:00, 18.63it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.07it/s]
all 3226 39706 0.865 0.635 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
156/200 17.3G 1.116 0.5152 0.8953 330 640: 100%|██████████| 805/805 [00:42<00:00, 18.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.14it/s]
all 3226 39706 0.865 0.634 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
157/200 20.5G 1.11 0.5123 0.8973 1001 640: 100%|██████████| 805/805 [00:42<00:00, 18.80it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.06it/s]
all 3226 39706 0.865 0.634 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
158/200 16G 1.116 0.5155 0.8951 156 640: 100%|██████████| 805/805 [00:42<00:00, 18.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.04it/s]
all 3226 39706 0.866 0.634 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
159/200 22.5G 1.111 0.512 0.8954 269 640: 100%|██████████| 805/805 [00:42<00:00, 18.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.16it/s]
all 3226 39706 0.866 0.634 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
160/200 12.5G 1.097 0.5065 0.8918 616 640: 100%|██████████| 805/805 [00:42<00:00, 18.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.17it/s]
all 3226 39706 0.865 0.634 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
161/200 24.8G 1.097 0.5056 0.8928 171 640: 100%|██████████| 805/805 [00:42<00:00, 18.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.23it/s]
all 3226 39706 0.865 0.634 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
162/200 16.4G 1.112 0.5121 0.891 211 640: 100%|██████████| 805/805 [00:43<00:00, 18.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 15.98it/s]
all 3226 39706 0.866 0.634 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
163/200 17.3G 1.098 0.5055 0.8903 676 640: 100%|██████████| 805/805 [00:42<00:00, 18.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.19it/s]
all 3226 39706 0.867 0.634 0.722 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
164/200 13G 1.093 0.5033 0.89 355 640: 100%|██████████| 805/805 [00:42<00:00, 18.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.14it/s]
all 3226 39706 0.867 0.634 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
165/200 19.9G 1.094 0.5041 0.8905 152 640: 100%|██████████| 805/805 [00:42<00:00, 18.80it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.13it/s]
all 3226 39706 0.867 0.634 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
166/200 16.2G 1.098 0.5058 0.8889 459 640: 100%|██████████| 805/805 [00:42<00:00, 18.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.03it/s]
all 3226 39706 0.867 0.634 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
167/200 13.6G 1.091 0.5004 0.8868 893 640: 100%|██████████| 805/805 [00:43<00:00, 18.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.19it/s]
all 3226 39706 0.867 0.633 0.722 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
168/200 24.3G 1.095 0.5036 0.8867 452 640: 100%|██████████| 805/805 [00:42<00:00, 18.73it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.14it/s]
all 3226 39706 0.868 0.633 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
169/200 18.8G 1.082 0.4976 0.887 370 640: 100%|██████████| 805/805 [00:42<00:00, 18.73it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.21it/s]
all 3226 39706 0.868 0.632 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
170/200 16.2G 1.082 0.4976 0.8875 334 640: 100%|██████████| 805/805 [00:42<00:00, 18.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.01it/s]
all 3226 39706 0.869 0.632 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
171/200 14.4G 1.083 0.4994 0.8864 1317 640: 100%|██████████| 805/805 [00:42<00:00, 18.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.11it/s]
all 3226 39706 0.869 0.632 0.722 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
172/200 17.4G 1.071 0.4913 0.8845 244 640: 100%|██████████| 805/805 [00:42<00:00, 18.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.13it/s]
all 3226 39706 0.87 0.632 0.722 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
173/200 20.1G 1.073 0.4928 0.8845 141 640: 100%|██████████| 805/805 [00:42<00:00, 18.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.22it/s]
all 3226 39706 0.87 0.632 0.721 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
174/200 17.2G 1.068 0.4907 0.8841 216 640: 100%|██████████| 805/805 [00:42<00:00, 18.80it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.10it/s]
all 3226 39706 0.869 0.632 0.722 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
175/200 21G 1.076 0.4942 0.8842 181 640: 100%|██████████| 805/805 [00:42<00:00, 18.74it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.01it/s]
all 3226 39706 0.87 0.632 0.722 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
176/200 14.2G 1.066 0.4891 0.883 191 640: 100%|██████████| 805/805 [00:42<00:00, 18.93it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.14it/s]
all 3226 39706 0.869 0.632 0.722 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
177/200 12.6G 1.059 0.4869 0.8815 126 640: 100%|██████████| 805/805 [00:42<00:00, 18.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.17it/s]
all 3226 39706 0.869 0.633 0.722 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
178/200 11.5G 1.07 0.4903 0.881 165 640: 100%|██████████| 805/805 [00:43<00:00, 18.50it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.21it/s]
all 3226 39706 0.868 0.633 0.722 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
179/200 13.1G 1.063 0.4883 0.8814 438 640: 100%|██████████| 805/805 [00:42<00:00, 18.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.04it/s]
all 3226 39706 0.869 0.633 0.722 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
180/200 18.1G 1.06 0.4859 0.8806 310 640: 100%|██████████| 805/805 [00:42<00:00, 18.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.21it/s]
all 3226 39706 0.869 0.633 0.722 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
181/200 13.7G 1.057 0.4851 0.8791 544 640: 100%|██████████| 805/805 [00:42<00:00, 18.81it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.15it/s]
all 3226 39706 0.868 0.633 0.722 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
182/200 18G 1.057 0.4836 0.878 417 640: 100%|██████████| 805/805 [00:43<00:00, 18.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.02it/s]
all 3226 39706 0.867 0.634 0.722 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
183/200 21.2G 1.054 0.4837 0.8775 450 640: 100%|██████████| 805/805 [00:43<00:00, 18.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.13it/s]
all 3226 39706 0.868 0.633 0.722 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
184/200 18.5G 1.053 0.4825 0.8786 348 640: 100%|██████████| 805/805 [00:42<00:00, 18.81it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.19it/s]
all 3226 39706 0.868 0.633 0.722 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
185/200 20.6G 1.05 0.4815 0.879 446 640: 100%|██████████| 805/805 [00:42<00:00, 18.73it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.16it/s]
all 3226 39706 0.867 0.633 0.722 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
186/200 11.9G 1.041 0.4777 0.8789 220 640: 100%|██████████| 805/805 [00:42<00:00, 18.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.22it/s]
all 3226 39706 0.868 0.634 0.722 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
187/200 15.8G 1.052 0.4804 0.8771 223 640: 100%|██████████| 805/805 [00:43<00:00, 18.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.21it/s]
all 3226 39706 0.867 0.634 0.722 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
188/200 15.6G 1.046 0.4789 0.8764 1563 640: 100%|██████████| 805/805 [00:42<00:00, 18.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.21it/s]
all 3226 39706 0.867 0.634 0.723 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
189/200 21.4G 1.042 0.4777 0.8763 239 640: 100%|██████████| 805/805 [00:42<00:00, 18.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.21it/s]
all 3226 39706 0.866 0.634 0.723 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
190/200 19G 1.042 0.4762 0.8753 355 640: 100%|██████████| 805/805 [00:42<00:00, 18.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:06<00:00, 16.22it/s]
all 3226 39706 0.865 0.635 0.723 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
191/200 20G 1.024 0.4552 0.871 321 640: 100%|██████████| 805/805 [00:42<00:00, 19.12it/s]