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Ultralytics YOLOv8.0.220 🚀 Python-3.11.6 torch-2.1.1+cu121 CUDA:0 (NVIDIA GeForce RTX 4090, 24209MiB)
engine/trainer: task=detect, mode=train, model=yolov8x.pt, data=train/data/widerface.yaml, epochs=240, 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=SGD, 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, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=1e-05, momentum=0.937, weight_decay=0.005, 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 2320 ultralytics.nn.modules.conv.Conv [3, 80, 3, 2]
1 -1 1 115520 ultralytics.nn.modules.conv.Conv [80, 160, 3, 2]
2 -1 3 436800 ultralytics.nn.modules.block.C2f [160, 160, 3, True]
3 -1 1 461440 ultralytics.nn.modules.conv.Conv [160, 320, 3, 2]
4 -1 6 3281920 ultralytics.nn.modules.block.C2f [320, 320, 6, True]
5 -1 1 1844480 ultralytics.nn.modules.conv.Conv [320, 640, 3, 2]
6 -1 6 13117440 ultralytics.nn.modules.block.C2f [640, 640, 6, True]
7 -1 1 3687680 ultralytics.nn.modules.conv.Conv [640, 640, 3, 2]
8 -1 3 6969600 ultralytics.nn.modules.block.C2f [640, 640, 3, True]
9 -1 1 1025920 ultralytics.nn.modules.block.SPPF [640, 640, 5]
10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
11 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1]
12 -1 3 7379200 ultralytics.nn.modules.block.C2f [1280, 640, 3]
13 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
14 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1]
15 -1 3 1948800 ultralytics.nn.modules.block.C2f [960, 320, 3]
16 -1 1 922240 ultralytics.nn.modules.conv.Conv [320, 320, 3, 2]
17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1]
18 -1 3 7174400 ultralytics.nn.modules.block.C2f [960, 640, 3]
19 -1 1 3687680 ultralytics.nn.modules.conv.Conv [640, 640, 3, 2]
20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1]
21 -1 3 7379200 ultralytics.nn.modules.block.C2f [1280, 640, 3]
22 [15, 18, 21] 1 8718931 ultralytics.nn.modules.head.Detect [1, [320, 640, 640]]
Model summary: 365 layers, 68153571 parameters, 68153555 gradients, 258.1 GFLOPs
Transferred 589/595 items from pretrained weights
Freezing layer 'model.22.dfl.conv.weight'
AMP: running Automatic Mixed Precision (AMP) checks with YOLOv8n...
AMP: checks passed ✅
train: Scanning /home/lindevs/dev/workspace/python/dataset-utils/datasets/widerface/train.cache... 12880 images, 0 backgrounds, 0 corrupt: 100%|██████████| 12880/12880 [00:00<?, ?it/s]
train: Scanning /home/lindevs/dev/workspace/python/dataset-utils/datasets/widerface/train.cache... 12880 images, 0 backgrounds, 0 corrupt: 100%|██████████| 12880/12880 [00:00<?, ?it/s]
val: Scanning /home/lindevs/dev/workspace/python/dataset-utils/datasets/widerface/val.cache... 3226 images, 0 backgrounds, 0 corrupt: 100%|██████████| 3226/3226 [00:00<?, ?it/s]
val: Scanning /home/lindevs/dev/workspace/python/dataset-utils/datasets/widerface/val.cache... 3226 images, 0 backgrounds, 0 corrupt: 100%|██████████| 3226/3226 [00:00<?, ?it/s]
Plotting labels to /home/lindevs/dev/workspace/python/ultralytics/runs/detect/train/labels.jpg...
optimizer: SGD(lr=0.01, momentum=0.937) with parameter groups 97 weight(decay=0.0), 104 weight(decay=0.005), 103 bias(decay=0.0)
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to /home/lindevs/dev/workspace/python/ultralytics/runs/detect/train
Starting training for 240 epochs...
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/240 17G 1.626 0.9655 1.154 268 640: 100%|██████████| 805/805 [03:13<00:00, 4.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.95it/s]
all 3226 39706 0.825 0.583 0.659 0.349
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/240 18.9G 1.472 0.7495 1.051 488 640: 100%|██████████| 805/805 [03:12<00:00, 4.19it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.835 0.567 0.646 0.342
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/240 21.7G 1.526 0.8227 1.06 143 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.00it/s]
all 3226 39706 0.793 0.536 0.599 0.312
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/240 23.2G 1.548 0.8601 1.085 226 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.98it/s]
all 3226 39706 0.807 0.525 0.597 0.31
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/240 24.8G 1.53 0.8384 1.078 248 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.824 0.541 0.618 0.323
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/240 24.2G 1.5 0.8095 1.074 343 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.00it/s]
all 3226 39706 0.826 0.562 0.638 0.342
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/240 22.1G 1.489 0.7963 1.064 321 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.00it/s]
all 3226 39706 0.821 0.557 0.633 0.343
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/240 24.6G 1.47 0.777 1.067 246 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.838 0.579 0.654 0.351
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/240 19.8G 1.467 0.771 1.06 239 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.843 0.58 0.658 0.356
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/240 24.5G 1.447 0.7584 1.063 204 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.844 0.572 0.651 0.354
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/240 20.5G 1.451 0.7582 1.055 340 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.843 0.579 0.659 0.359
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/240 22.9G 1.444 0.7535 1.057 242 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.91it/s]
all 3226 39706 0.848 0.585 0.668 0.363
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/240 20.5G 1.436 0.7487 1.054 163 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.84 0.579 0.654 0.358
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/240 19.7G 1.435 0.7443 1.057 167 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.852 0.59 0.671 0.367
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/240 22.1G 1.434 0.7423 1.048 238 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.846 0.592 0.672 0.37
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/240 18.4G 1.423 0.7308 1.048 471 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.98it/s]
all 3226 39706 0.856 0.595 0.675 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/240 19.8G 1.424 0.7289 1.049 292 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.851 0.595 0.678 0.373
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/240 18.8G 1.419 0.7283 1.052 199 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.849 0.597 0.678 0.371
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/240 21.6G 1.415 0.7216 1.051 407 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.852 0.601 0.682 0.374
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/240 20.6G 1.406 0.7171 1.05 154 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.853 0.601 0.682 0.374
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
21/240 21.6G 1.407 0.7205 1.051 181 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.854 0.607 0.687 0.379
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
22/240 19.2G 1.405 0.717 1.05 172 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.855 0.605 0.688 0.381
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
23/240 22.5G 1.402 0.7147 1.05 154 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.855 0.611 0.693 0.382
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
24/240 24G 1.4 0.7095 1.045 339 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.862 0.614 0.697 0.386
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
25/240 22.9G 1.407 0.7113 1.047 259 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.864 0.61 0.697 0.385
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
26/240 19.1G 1.406 0.7116 1.045 320 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.853 0.62 0.697 0.385
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
27/240 18.8G 1.39 0.7032 1.044 690 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.864 0.618 0.702 0.39
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
28/240 19.4G 1.396 0.706 1.042 319 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.862 0.621 0.702 0.389
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
29/240 19.7G 1.385 0.698 1.044 426 640: 100%|██████████| 805/805 [03:10<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.863 0.624 0.707 0.39
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
30/240 21.3G 1.393 0.7051 1.046 133 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.864 0.621 0.704 0.392
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
31/240 19.2G 1.393 0.7027 1.042 121 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.859 0.626 0.706 0.392
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
32/240 20.3G 1.376 0.6925 1.039 189 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.859 0.627 0.707 0.393
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
33/240 18.7G 1.388 0.6966 1.041 413 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.865 0.625 0.707 0.393
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
34/240 20G 1.391 0.6988 1.042 239 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.866 0.629 0.711 0.394
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
35/240 20.2G 1.379 0.6927 1.045 209 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.864 0.632 0.712 0.396
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
36/240 19.6G 1.383 0.6882 1.039 800 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.866 0.634 0.717 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
37/240 19.5G 1.385 0.6905 1.038 147 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.864 0.635 0.716 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
38/240 20.5G 1.373 0.6835 1.036 181 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.858 0.635 0.715 0.399
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
39/240 20.1G 1.37 0.6815 1.037 697 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.868 0.634 0.718 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
40/240 21.6G 1.37 0.6781 1.037 453 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.861 0.636 0.718 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
41/240 19.9G 1.365 0.6754 1.032 211 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.862 0.639 0.719 0.405
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
42/240 20.2G 1.362 0.6761 1.038 206 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.86 0.64 0.72 0.403
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
43/240 19.5G 1.366 0.6786 1.035 191 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.867 0.643 0.724 0.406
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
44/240 21.5G 1.361 0.6713 1.036 224 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.864 0.645 0.724 0.408
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
45/240 23G 1.365 0.6796 1.037 206 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.865 0.642 0.722 0.406
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
46/240 18.6G 1.362 0.6691 1.03 285 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.865 0.644 0.724 0.408
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
47/240 23G 1.367 0.672 1.03 640 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.06it/s]
all 3226 39706 0.864 0.645 0.726 0.408
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
48/240 19.8G 1.349 0.6652 1.034 220 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.865 0.645 0.726 0.409
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
49/240 19.7G 1.356 0.665 1.029 236 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.862 0.65 0.727 0.41
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
50/240 22.5G 1.345 0.6553 1.029 234 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.94it/s]
all 3226 39706 0.866 0.648 0.729 0.411
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
51/240 24.1G 1.347 0.6576 1.032 251 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.867 0.647 0.729 0.411
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
52/240 18.9G 1.351 0.6614 1.029 1436 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.865 0.649 0.73 0.412
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
53/240 21G 1.353 0.6626 1.03 422 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.863 0.65 0.731 0.411
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
54/240 19.4G 1.344 0.6528 1.028 290 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.866 0.652 0.731 0.413
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
55/240 21.7G 1.334 0.651 1.025 336 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.867 0.651 0.732 0.413
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
56/240 22.5G 1.341 0.6502 1.023 395 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.867 0.651 0.734 0.413
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
57/240 21.1G 1.344 0.6518 1.023 306 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.865 0.652 0.734 0.414
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
58/240 19.2G 1.33 0.6451 1.023 253 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.865 0.656 0.735 0.415
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
59/240 23.9G 1.335 0.6448 1.025 249 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.863 0.657 0.735 0.415
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
60/240 24.1G 1.325 0.6398 1.017 238 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.867 0.655 0.735 0.415
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
61/240 17.1G 1.303 0.6192 1.011 268 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.92it/s]
all 3226 39706 0.87 0.656 0.738 0.416
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
62/240 18.7G 1.317 0.6305 1.021 488 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.873 0.655 0.738 0.417
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
63/240 21.7G 1.32 0.6304 1.016 143 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.872 0.656 0.739 0.418
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
64/240 23.2G 1.315 0.6301 1.021 226 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.871 0.657 0.739 0.418
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
65/240 24.7G 1.319 0.631 1.018 248 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.871 0.658 0.74 0.418
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
66/240 24.1G 1.317 0.6318 1.021 343 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.871 0.659 0.741 0.419
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
67/240 22G 1.314 0.6259 1.014 321 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.873 0.657 0.741 0.419
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
68/240 24.6G 1.306 0.6225 1.017 246 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.869 0.659 0.741 0.419
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
69/240 19.8G 1.312 0.6227 1.009 239 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.87 0.659 0.741 0.42
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
70/240 24.5G 1.295 0.616 1.01 204 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.871 0.66 0.742 0.42
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
71/240 20.5G 1.303 0.6143 1.008 340 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.871 0.66 0.742 0.421
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
72/240 22.9G 1.299 0.6136 1.012 242 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.93it/s]
all 3226 39706 0.871 0.66 0.743 0.421
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
73/240 20.5G 1.294 0.6107 1.01 163 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.99it/s]
all 3226 39706 0.871 0.661 0.743 0.422
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
74/240 19.7G 1.291 0.609 1.007 167 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.869 0.662 0.744 0.422
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
75/240 22.1G 1.29 0.6072 1.004 238 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.867 0.662 0.744 0.422
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
76/240 17.1G 1.228 0.5649 0.9883 268 640: 100%|██████████| 805/805 [03:10<00:00, 4.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.92it/s]
all 3226 39706 0.867 0.663 0.744 0.423
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
77/240 18.7G 1.242 0.5723 0.9924 488 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.87 0.661 0.744 0.423
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
78/240 21.7G 1.247 0.576 0.9895 143 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.87 0.662 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
79/240 23.2G 1.241 0.5726 0.9913 226 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.87 0.662 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
80/240 24.7G 1.243 0.5726 0.9906 248 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.87 0.663 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
81/240 24.1G 1.242 0.5713 0.9918 343 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.872 0.662 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
82/240 22G 1.242 0.5716 0.9876 321 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.872 0.663 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
83/240 24.6G 1.236 0.5653 0.991 246 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.872 0.663 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
84/240 19.8G 1.241 0.5667 0.9853 239 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.869 0.664 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
85/240 24.4G 1.223 0.5588 0.9883 204 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.87 0.664 0.747 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
86/240 17.1G 1.163 0.5243 0.9662 268 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.96it/s]
all 3226 39706 0.869 0.665 0.747 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
87/240 18.7G 1.259 0.5959 0.9988 488 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.87 0.665 0.747 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
88/240 21.7G 1.301 0.627 1.009 143 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.87 0.664 0.747 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
89/240 23.2G 1.306 0.6292 1.017 226 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.00it/s]
all 3226 39706 0.869 0.665 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
90/240 24.7G 1.317 0.6369 1.017 248 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.87 0.664 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
91/240 24.1G 1.318 0.6382 1.021 343 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.869 0.664 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
92/240 22.1G 1.321 0.6374 1.017 321 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.868 0.664 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
93/240 24.6G 1.316 0.6352 1.022 246 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.868 0.664 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
94/240 19.8G 1.325 0.6378 1.016 239 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.867 0.665 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
95/240 24.5G 1.311 0.6312 1.018 204 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.867 0.664 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
96/240 20.5G 1.32 0.6327 1.013 340 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.00it/s]
all 3226 39706 0.867 0.665 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
97/240 22.9G 1.316 0.6327 1.016 242 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.92it/s]
all 3226 39706 0.868 0.664 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
98/240 20.7G 1.316 0.6331 1.016 163 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.868 0.664 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
99/240 19.7G 1.313 0.6303 1.014 167 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.00it/s]
all 3226 39706 0.867 0.664 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
100/240 22.1G 1.316 0.6301 1.012 238 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.866 0.666 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
101/240 18.1G 1.308 0.6233 1.011 471 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.98it/s]
all 3226 39706 0.866 0.666 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
102/240 19.7G 1.306 0.6229 1.01 292 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.99it/s]
all 3226 39706 0.866 0.666 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
103/240 19G 1.303 0.6185 1.014 199 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.866 0.666 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
104/240 21.6G 1.303 0.6159 1.013 407 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.97it/s]
all 3226 39706 0.865 0.666 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
105/240 20.2G 1.291 0.611 1.01 154 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.865 0.666 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
106/240 21.6G 1.294 0.6152 1.009 181 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.99it/s]
all 3226 39706 0.865 0.666 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
107/240 24.7G 1.293 0.6126 1.011 172 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.864 0.667 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
108/240 22.5G 1.286 0.6089 1.008 154 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.864 0.667 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
109/240 24G 1.288 0.6064 1.003 339 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.864 0.667 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
110/240 23G 1.293 0.6064 1.005 259 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.99it/s]
all 3226 39706 0.864 0.666 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
111/240 19.3G 1.292 0.6074 1.003 320 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.863 0.666 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
112/240 18.8G 1.275 0.5987 1.001 690 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.863 0.666 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
113/240 19G 1.279 0.602 0.999 319 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.863 0.667 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
114/240 19.7G 1.269 0.5971 0.9982 426 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.863 0.667 0.745 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
115/240 18.5G 1.274 0.596 1 133 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.862 0.667 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
116/240 19.4G 1.273 0.5952 0.9982 121 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.863 0.668 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
117/240 20.3G 1.26 0.589 0.9951 189 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.863 0.667 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
118/240 18.7G 1.266 0.5883 0.9936 413 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.99it/s]
all 3226 39706 0.863 0.667 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
119/240 20G 1.268 0.5896 0.9933 239 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.864 0.667 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
120/240 20.2G 1.253 0.5822 0.9941 209 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.864 0.667 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
121/240 17.1G 1.185 0.5381 0.9725 268 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.94it/s]
all 3226 39706 0.864 0.667 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
122/240 18.7G 1.2 0.5437 0.9784 488 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.865 0.666 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
123/240 21.7G 1.212 0.5519 0.9742 143 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.864 0.667 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
124/240 23.2G 1.211 0.552 0.9769 226 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.865 0.666 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
125/240 24.8G 1.217 0.5529 0.98 248 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.865 0.666 0.747 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
126/240 24.1G 1.215 0.5541 0.9806 343 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.865 0.667 0.747 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
127/240 17.1G 1.163 0.5237 0.9659 268 640: 100%|██████████| 805/805 [03:10<00:00, 4.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.93it/s]
all 3226 39706 0.865 0.667 0.747 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
128/240 18.7G 1.238 0.5803 0.9907 488 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.866 0.666 0.747 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
129/240 21.7G 1.279 0.6088 0.9972 143 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.866 0.666 0.747 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
130/240 23.2G 1.288 0.6144 1.006 226 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.99it/s]
all 3226 39706 0.866 0.666 0.747 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
131/240 24.7G 1.297 0.6191 1.007 248 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.00it/s]
all 3226 39706 0.866 0.666 0.747 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
132/240 24.1G 1.298 0.621 1.012 343 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.866 0.666 0.747 0.426
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
133/240 22.1G 1.302 0.6234 1.009 321 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.866 0.666 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
134/240 24.6G 1.3 0.6221 1.012 246 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.866 0.666 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
135/240 17.1G 1.206 0.5602 0.9793 268 640: 100%|██████████| 805/805 [03:10<00:00, 4.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.94it/s]
all 3226 39706 0.866 0.666 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
136/240 18.7G 1.245 0.5825 0.9918 488 640: 100%|██████████| 805/805 [03:10<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.867 0.666 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
137/240 21.7G 1.267 0.5989 0.9935 143 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.868 0.665 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
138/240 23.2G 1.273 0.6021 1 226 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.868 0.664 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
139/240 24.8G 1.281 0.6076 1.003 248 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.868 0.665 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
140/240 24.1G 1.284 0.6089 1.002 343 640: 100%|██████████| 805/805 [03:10<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.867 0.666 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
141/240 22G 1.289 0.6108 1.002 321 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.867 0.666 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
142/240 24.6G 1.283 0.6069 1.004 246 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.868 0.666 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
143/240 19.8G 1.293 0.6104 1.001 239 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.866 0.666 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
144/240 17.1G 1.179 0.5433 0.9659 268 640: 100%|██████████| 805/805 [03:10<00:00, 4.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.90it/s]
all 3226 39706 0.867 0.666 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
145/240 18.7G 1.261 0.601 0.9981 488 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.867 0.666 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
146/240 21.7G 1.303 0.6303 1.006 143 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.866 0.666 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
147/240 23.2G 1.309 0.6345 1.015 226 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.867 0.666 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
148/240 24.7G 1.32 0.6395 1.016 248 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.867 0.665 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
149/240 24.1G 1.324 0.643 1.02 343 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.866 0.665 0.747 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
150/240 22G 1.327 0.644 1.017 321 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.865 0.666 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
151/240 24.6G 1.323 0.6397 1.02 246 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.865 0.665 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
152/240 19.8G 1.33 0.642 1.014 239 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.865 0.665 0.746 0.425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
153/240 24.5G 1.316 0.6377 1.017 204 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.865 0.665 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
154/240 20.5G 1.325 0.6386 1.014 340 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.865 0.665 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
155/240 22.9G 1.322 0.638 1.013 242 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.92it/s]
all 3226 39706 0.866 0.664 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
156/240 20.5G 1.321 0.6389 1.013 163 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.867 0.664 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
157/240 19.7G 1.32 0.6391 1.013 167 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.867 0.664 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
158/240 22.1G 1.321 0.639 1.011 238 640: 100%|██████████| 805/805 [03:10<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.866 0.664 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
159/240 18.1G 1.314 0.6306 1.011 471 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.866 0.664 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
160/240 19.7G 1.315 0.6334 1.009 292 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.99it/s]
all 3226 39706 0.866 0.664 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
161/240 19G 1.312 0.6308 1.014 199 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.864 0.665 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
162/240 21.6G 1.314 0.6262 1.012 407 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.863 0.665 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
163/240 20.2G 1.303 0.6234 1.012 154 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.863 0.665 0.745 0.423
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
164/240 21.6G 1.305 0.6286 1.012 181 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.863 0.665 0.745 0.423
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
165/240 24.7G 1.308 0.627 1.013 172 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.863 0.665 0.745 0.423
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
166/240 17.1G 1.201 0.5585 0.9762 268 640: 100%|██████████| 805/805 [03:10<00:00, 4.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.93it/s]
all 3226 39706 0.863 0.665 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
167/240 18.7G 1.247 0.5858 0.9939 488 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.865 0.664 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
168/240 21.7G 1.271 0.6024 0.9969 143 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.864 0.665 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
169/240 23.2G 1.275 0.6035 1.002 226 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.865 0.664 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
170/240 24.7G 1.285 0.6109 1.004 248 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.864 0.664 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
171/240 24.1G 1.288 0.6123 1.006 343 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.865 0.664 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
172/240 22G 1.294 0.6147 0.9992 321 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.865 0.664 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
173/240 24.6G 1.291 0.6125 1.005 246 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.865 0.664 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
174/240 19.6G 1.298 0.6163 1.002 239 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.864 0.665 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
175/240 24.5G 1.284 0.6114 1.005 204 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.863 0.665 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
176/240 20.5G 1.294 0.6137 1.004 340 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.865 0.664 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
177/240 22.9G 1.293 0.6142 1.006 242 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.95it/s]
all 3226 39706 0.862 0.665 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
178/240 20.7G 1.289 0.6127 1.004 163 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.863 0.664 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
179/240 19.7G 1.29 0.615 1.006 167 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.863 0.665 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
180/240 22.1G 1.292 0.6125 1.002 238 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.864 0.664 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
181/240 18.1G 1.286 0.6073 0.9989 471 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.863 0.665 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
182/240 19.4G 1.285 0.6069 0.9976 292 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.862 0.665 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
183/240 19G 1.283 0.6047 1 199 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.863 0.665 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
184/240 21.6G 1.283 0.6006 0.999 407 640: 100%|██████████| 805/805 [03:11<00:00, 4.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.01it/s]
all 3226 39706 0.862 0.665 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
185/240 20.2G 1.274 0.5997 0.9967 154 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.862 0.666 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
186/240 21.6G 1.274 0.6003 1 181 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.04it/s]
all 3226 39706 0.861 0.666 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
187/240 24.7G 1.274 0.5995 0.9981 172 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.03it/s]
all 3226 39706 0.861 0.667 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
188/240 17.1G 1.168 0.5371 0.9661 268 640: 100%|██████████| 805/805 [03:10<00:00, 4.24it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 6.92it/s]
all 3226 39706 0.86 0.667 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
189/240 18.7G 1.202 0.555 0.9768 488 640: 100%|██████████| 805/805 [03:10<00:00, 4.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]
all 3226 39706 0.862 0.667 0.746 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
190/240 21.7G 1.227 0.5672 0.9787 143 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.02it/s]
all 3226 39706 0.862 0.666 0.745 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
191/240 23.2G 1.233 0.571 0.9851 226 640: 100%|██████████| 805/805 [03:11<00:00, 4.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 101/101 [00:14<00:00, 7.05it/s]