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LOG_200epochMultiScale.txt
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LOG_200epochMultiScale.txt
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(alfonso1) c:\PointOutFracture>python TrainFractureYolov10OJumbo1.py
C:\Users\Alfonso Blanco\.conda\envs\alfonso1\lib\site-packages\numpy\_distributor_init.py:30: UserWarning: loaded more than 1 DLL from .libs:
C:\Users\Alfonso Blanco\.conda\envs\alfonso1\lib\site-packages\numpy\.libs\libopenblas.FB5AE2TYXYH2IJRDKGDGQ3XBKLKTF43H.gfortran-win_amd64.dll
C:\Users\Alfonso Blanco\.conda\envs\alfonso1\lib\site-packages\numpy\.libs\libopenblas64__v0.3.21-gcc_10_3_0.dll
warnings.warn("loaded more than 1 DLL from .libs:"
New https://pypi.org/project/ultralytics/8.2.27 available ? Update with 'pip install -U ultralytics'
Ultralytics YOLOv8.1.34 ? Python-3.9.16 torch-1.13.1+cpu CPU (11th Gen Intel Core(TM) i5-1155G7 2.50GHz)
WARNING ?? Upgrade to torch>=2.0.0 for deterministic training.
engine\trainer: task=detect, mode=train, model=weights/yolov10n.pt, data=FractureYolov10OJumbo1.yaml, epochs=200, time=None, patience=100, batch=16, imgsz=640, save=True, save_period=-1, val_period=1, cache=False, device=cpu, workers=8, project=runs/train, name=exp14, 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, multi_scale=True, 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, embed=None, 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=0.1, 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, bgr=0.0, mosaic=1.0, mixup=0.0, copy_paste=0.0, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=runs\train\exp14
Overriding model.yaml nc=80 with nc=1
from n params module arguments
0 -1 1 464 ultralytics.nn.modules.conv.Conv [3, 16, 3, 2]
1 -1 1 4672 ultralytics.nn.modules.conv.Conv [16, 32, 3, 2]
2 -1 1 7360 ultralytics.nn.modules.block.C2f [32, 32, 1, True]
3 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2]
4 -1 2 49664 ultralytics.nn.modules.block.C2f [64, 64, 2, True]
5 -1 1 9856 ultralytics.nn.modules.block.SCDown [64, 128, 3, 2]
6 -1 2 197632 ultralytics.nn.modules.block.C2f [128, 128, 2, True]
7 -1 1 36096 ultralytics.nn.modules.block.SCDown [128, 256, 3, 2]
8 -1 1 460288 ultralytics.nn.modules.block.C2f [256, 256, 1, True]
9 -1 1 164608 ultralytics.nn.modules.block.SPPF [256, 256, 5]
10 -1 1 249728 ultralytics.nn.modules.block.PSA [256, 256]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1]
13 -1 1 148224 ultralytics.nn.modules.block.C2f [384, 128, 1]
14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1]
16 -1 1 37248 ultralytics.nn.modules.block.C2f [192, 64, 1]
17 -1 1 36992 ultralytics.nn.modules.conv.Conv [64, 64, 3, 2]
18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1]
19 -1 1 123648 ultralytics.nn.modules.block.C2f [192, 128, 1]
20 -1 1 18048 ultralytics.nn.modules.block.SCDown [128, 128, 3, 2]
21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1]
22 -1 1 282624 ultralytics.nn.modules.block.C2fCIB [384, 256, 1, True, True]
23 [16, 19, 22] 1 861718 ultralytics.nn.modules.head.v10Detect [1, [64, 128, 256]]
YOLOv10n summary: 385 layers, 2707430 parameters, 2707414 gradients, 8.4 GFLOPs
Transferred 493/595 items from pretrained weights
TensorBoard: Start with 'tensorboard --logdir runs\train\exp14', view at http://localhost:6006/
Freezing layer 'model.23.dfl.conv.weight'
train: Scanning C:\PointOutFracture\trainFractureOJumbo1\labels.cache... 147 images, 0 backgrounds, 0 corrupt: 100%
C:\Users\Alfonso Blanco\.conda\envs\alfonso1\lib\site-packages\paramiko\transport.py:219: CryptographyDeprecationWarning: Blowfish has been deprecated
"class": algorithms.Blowfish,
albumentations: Blur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))
val: Scanning C:\PointOutFracture\validFractureOJumbo1\labels.cache... 14 images, 0 backgrounds, 0 corrupt: 100%|??
Plotting labels to runs\train\exp14\labels.jpg...
optimizer: SGD(lr=0.01, momentum=0.937) with parameter groups 95 weight(decay=0.0), 108 weight(decay=0.0005), 107 bias(decay=0.0)
TensorBoard: WARNING ?? TensorBoard graph visualization failure
Image sizes 640 train, 640 val
Using 0 dataloader workers
Logging results to runs\train\exp14
Starting training for 200 epochs...
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
1/200 0G 2.942 5.669 2.663 2.609 9.921 2.193 6 640: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0 0 0 0
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
2/200 0G 2.895 5.496 2.394 2.531 7.951 1.956 4 416: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0 0 0 0
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
3/200 0G 2.932 4.715 2.222 2.63 5.593 1.796 7 800: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0 0 0 0
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
4/200 0G 2.498 4.521 1.989 2.307 5.637 1.668 5 800: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0 0 0 0
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
5/200 0G 2.343 4.402 1.944 2.164 5.442 1.619 3 544: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0 0 0 0
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
6/200 0G 2.52 4.241 2.039 2.178 5.21 1.69 5 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0 0 0 0
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
7/200 0G 2.664 3.971 1.972 2.212 4.843 1.504 8 320: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0 0 0 0
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
8/200 0G 2.558 3.759 1.879 2.321 4.541 1.587 6 384: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0 0 0 0
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
9/200 0G 2.592 4.411 1.932 2.358 5.124 1.686 2 864: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0 0 0 0
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
10/200 0G 2.399 3.851 1.791 2.177 4.701 1.537 4 384: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.000952 0.267 0.00217 0.00137
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
11/200 0G 2.337 3.59 1.759 2.082 4.334 1.52 7 544: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.000952 0.267 0.00148 0.000398
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
12/200 0G 2.53 3.995 1.921 2.25 4.775 1.629 6 672: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.000952 0.267 0.00148 0.000398
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
13/200 0G 2.419 4.16 1.816 2.198 5.051 1.647 2 960: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.000952 0.267 0.00148 0.000398
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
14/200 0G 2.407 3.712 1.753 2.25 4.486 1.567 6 864: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.00119 0.333 0.000815 0.000244
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
15/200 0G 2.287 3.728 1.697 2.112 4.409 1.479 9 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.000952 0.267 0.001 0.000311
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
16/200 0G 2.264 3.509 1.725 2.115 4.199 1.534 5 608: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.00296 0.133 0.0015 0.000616
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
17/200 0G 2.418 3.567 1.762 2.247 4.151 1.625 1 448: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.00167 0.467 0.00195 0.000443
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
18/200 0G 2.356 3.367 1.772 2.162 4.098 1.604 3 704: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.0364 0.0667 0.00539 0.00266
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
19/200 0G 2.353 3.466 1.755 2.195 4.215 1.59 2 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.000476 0.133 0.000296 0.000181
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
20/200 0G 2.422 3.518 1.768 2.361 4.204 1.645 3 832: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.000476 0.133 0.000296 0.000181
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
21/200 0G 2.237 3.161 1.649 2.174 3.855 1.593 3 928: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.243 0.0667 0.0295 0.0089
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
22/200 0G 2.236 3.084 1.635 2.117 3.632 1.544 6 800: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.0762 0.0667 0.0743 0.0319
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
23/200 0G 2.132 2.895 1.604 2.008 3.587 1.52 4 544: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.197 0.2 0.118 0.0476
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
24/200 0G 2.343 2.715 1.613 2.253 3.398 1.472 5 320: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.0334 0.4 0.024 0.0081
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
25/200 0G 2.077 2.924 1.618 2.147 3.653 1.528 4 448: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.124 0.133 0.033 0.0155
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
26/200 0G 2.352 3.191 1.753 2.146 3.788 1.534 2 544: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.272 0.2 0.188 0.0796
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
27/200 0G 2.071 2.638 1.567 2.088 3.284 1.515 9 832: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.304 0.2 0.121 0.0544
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
28/200 0G 1.991 2.326 1.469 1.969 3.04 1.387 2 480: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.14 0.133 0.104 0.0669
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
29/200 0G 2.083 2.68 1.498 2.029 3.302 1.422 2 640: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.231 0.333 0.184 0.0846
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
30/200 0G 2.208 2.66 1.543 2.312 3.33 1.565 7 416: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.181 0.467 0.226 0.0968
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
31/200 0G 1.91 2.517 1.537 1.895 3.208 1.493 6 928: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.0449 0.0667 0.0178 0.00909
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
32/200 0G 2.077 2.49 1.514 2.136 3.143 1.476 9 704: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.00439 0.133 0.00393 0.00227
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
33/200 0G 2.03 2.322 1.544 2.104 2.958 1.538 2 480: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.476 0.2 0.154 0.0959
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
34/200 0G 1.99 2.586 1.535 1.94 3.256 1.507 2 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.03 0.133 0.00647 0.00118
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
35/200 0G 1.96 2.238 1.503 1.987 2.927 1.461 5 352: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.492 0.267 0.279 0.199
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
36/200 0G 1.991 2.471 1.497 2.067 3.165 1.513 2 768: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.338 0.2 0.196 0.131
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
37/200 0G 2.057 2.312 1.457 2.07 3.119 1.414 4 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.327 0.267 0.199 0.12
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
38/200 0G 1.879 2.418 1.446 1.997 2.983 1.463 2 704: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.507 0.138 0.193 0.0579
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
39/200 0G 2.051 2.576 1.514 2.133 3.086 1.477 2 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.62 0.267 0.358 0.158
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
40/200 0G 1.869 2.105 1.379 2.075 2.828 1.385 7 864: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.977 0.467 0.521 0.219
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
41/200 0G 1.758 2.025 1.395 1.801 2.603 1.365 2 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.265 0.267 0.135 0.0436
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
42/200 0G 1.894 2.183 1.527 1.876 2.892 1.501 3 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.66 0.467 0.492 0.251
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
43/200 0G 1.86 2.216 1.423 1.884 2.825 1.375 6 832: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.483 0.4 0.383 0.247
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
44/200 0G 1.809 1.819 1.337 1.972 2.594 1.333 3 448: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.632 0.458 0.37 0.197
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
45/200 0G 1.85 1.932 1.394 1.897 2.498 1.378 3 640: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.365 0.533 0.44 0.294
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
46/200 0G 1.945 2 1.429 2.047 2.577 1.408 5 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.97 0.267 0.337 0.178
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
47/200 0G 1.807 1.87 1.391 1.962 2.674 1.357 5 640: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.797 0.4 0.455 0.27
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
48/200 0G 1.802 2.06 1.443 1.781 2.835 1.352 6 832: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.762 0.467 0.602 0.287
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
49/200 0G 1.719 1.859 1.401 1.698 2.495 1.364 9 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.852 0.267 0.377 0.226
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
50/200 0G 1.756 1.713 1.377 1.803 2.35 1.4 3 832: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.908 0.2 0.306 0.197
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
51/200 0G 1.856 1.82 1.345 1.828 2.45 1.278 7 704: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.411 0.533 0.411 0.201
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
52/200 0G 1.784 1.931 1.355 1.796 2.537 1.35 6 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.553 0.33 0.394 0.218
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
53/200 0G 1.722 1.758 1.407 1.75 2.38 1.385 3 512: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.652 0.267 0.311 0.148
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
54/200 0G 1.794 1.862 1.388 1.828 2.464 1.361 4 832: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.668 0.467 0.527 0.296
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
55/200 0G 1.824 1.891 1.385 1.986 2.571 1.379 7 416: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.665 0.533 0.548 0.228
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
56/200 0G 1.771 1.804 1.383 1.796 2.508 1.396 5 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.949 0.0667 0.0823 0.0514
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
57/200 0G 1.688 1.681 1.301 1.855 2.341 1.316 5 672: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.287 0.349 0.332 0.147
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
58/200 0G 1.69 1.692 1.282 1.795 2.149 1.316 3 320: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.572 0.6 0.563 0.289
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
59/200 0G 1.603 1.535 1.327 1.757 2.05 1.376 4 928: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.803 0.467 0.607 0.361
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
60/200 0G 1.645 1.54 1.333 1.652 1.974 1.344 2 320: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.851 0.467 0.582 0.331
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
61/200 0G 1.721 1.581 1.317 1.815 2.158 1.299 7 768: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.397 0.557 0.296
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
62/200 0G 1.708 1.501 1.373 1.864 2.015 1.395 4 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.475 0.424 0.339 0.177
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
63/200 0G 1.75 1.638 1.301 1.834 2.114 1.29 6 320: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.684 0.733 0.633 0.325
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
64/200 0G 1.603 1.589 1.34 1.661 2.106 1.361 2 864: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.629 0.4 0.454 0.25
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
65/200 0G 1.565 1.486 1.282 1.633 1.975 1.297 3 544: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.971 0.4 0.527 0.289
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
66/200 0G 1.615 1.441 1.274 1.753 1.906 1.317 4 704: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.966 0.4 0.434 0.268
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
67/200 0G 1.681 1.792 1.323 1.705 2.248 1.308 2 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.798 0.6 0.591 0.288
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
68/200 0G 1.556 1.438 1.259 1.654 1.858 1.282 3 608: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.631 0.6 0.56 0.367
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
69/200 0G 1.641 1.441 1.278 1.757 1.899 1.301 3 768: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.591 0.673 0.443
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
70/200 0G 1.595 1.496 1.219 1.832 1.974 1.275 4 544: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.33 0.453 0.302
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
71/200 0G 1.505 1.367 1.243 1.578 1.782 1.265 3 736: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.284 0.0667 0.122 0.0569
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
72/200 0G 1.549 1.427 1.288 1.607 1.925 1.289 4 672: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.545 0.2 0.221 0.104
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
73/200 0G 1.523 1.5 1.291 1.657 2.038 1.264 3 928: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.736 0.4 0.444 0.256
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
74/200 0G 1.598 1.502 1.258 1.759 2.173 1.264 3 544: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.682 0.533 0.515 0.336
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
75/200 0G 1.601 1.424 1.239 1.703 2.043 1.263 6 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.814 0.586 0.66 0.4
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
76/200 0G 1.709 1.394 1.292 1.83 1.964 1.302 4 384: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.777 0.7 0.725 0.402
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
77/200 0G 1.486 1.266 1.167 1.628 1.767 1.192 5 736: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.833 0.733 0.763 0.425
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
78/200 0G 1.491 1.243 1.247 1.653 1.62 1.294 5 960: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.624 0.467 0.466 0.243
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
79/200 0G 1.757 1.481 1.298 1.813 2.15 1.3 3 736: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.623 0.6 0.597 0.35
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
80/200 0G 1.453 1.304 1.164 1.593 1.862 1.164 2 832: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.776 0.6 0.683 0.404
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
81/200 0G 1.561 1.381 1.285 1.626 1.837 1.315 3 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.741 0.8 0.755 0.503
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
82/200 0G 1.608 1.433 1.218 1.793 1.847 1.226 6 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.958 0.467 0.537 0.37
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
83/200 0G 1.555 1.338 1.242 1.607 1.916 1.272 6 640: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.866 0.533 0.621 0.426
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
84/200 0G 1.49 1.285 1.212 1.616 1.755 1.223 3 608: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.562 0.667 0.665 0.413
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
85/200 0G 1.523 1.309 1.191 1.667 1.817 1.226 5 416: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.767 0.659 0.662 0.414
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
86/200 0G 1.416 1.192 1.212 1.51 1.543 1.241 8 736: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.797 0.6 0.66 0.36
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
87/200 0G 1.559 1.303 1.234 1.656 1.804 1.265 3 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.983 0.533 0.622 0.345
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
88/200 0G 1.542 1.286 1.216 1.663 1.735 1.248 6 608: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.794 0.774 0.803 0.429
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
89/200 0G 1.501 1.233 1.283 1.631 1.708 1.321 3 960: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.89 0.667 0.772 0.45
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
90/200 0G 1.534 1.386 1.286 1.589 1.813 1.275 5 672: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.824 0.6 0.708 0.343
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
91/200 0G 1.573 1.251 1.213 1.641 1.636 1.204 6 768: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.879 0.733 0.808 0.386
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
92/200 0G 1.564 1.197 1.222 1.675 1.619 1.235 7 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.748 0.8 0.742 0.437
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
93/200 0G 1.487 1.179 1.232 1.639 1.637 1.232 7 448: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.781 0.667 0.774 0.463
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
94/200 0G 1.434 1.331 1.251 1.478 1.681 1.269 4 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.914 0.714 0.81 0.458
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
95/200 0G 1.413 1.122 1.142 1.584 1.476 1.167 4 672: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.821 0.467 0.567 0.326
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
96/200 0G 1.424 1.11 1.155 1.597 1.526 1.152 5 416: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.701 0.784 0.819 0.466
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
97/200 0G 1.415 1.151 1.19 1.604 1.498 1.234 5 864: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.754 0.933 0.863 0.447
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
98/200 0G 1.521 1.137 1.183 1.698 1.532 1.231 10 864: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.684 0.8 0.778 0.497
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
99/200 0G 1.243 1.138 1.058 1.415 1.366 1.094 0 672: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.723 0.6 0.703 0.447
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
100/200 0G 1.469 1.177 1.236 1.586 1.626 1.28 5 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.874 0.8 0.846 0.503
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
101/200 0G 1.432 1.272 1.216 1.59 1.833 1.219 5 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.549 0.533 0.522 0.343
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
102/200 0G 1.392 1.144 1.195 1.555 1.56 1.248 2 768: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.885 0.667 0.796 0.449
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
103/200 0G 1.555 1.165 1.239 1.68 1.486 1.25 2 864: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.589 0.733 0.609 0.296
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
104/200 0G 1.442 1.211 1.202 1.62 1.599 1.253 4 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.725 0.733 0.647 0.295
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
105/200 0G 1.565 1.271 1.154 1.747 1.663 1.182 4 384: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.678 0.733 0.672 0.384
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
106/200 0G 1.371 1.089 1.144 1.601 1.449 1.182 6 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.732 0.548 0.601 0.381
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
107/200 0G 1.309 1.086 1.117 1.489 1.472 1.173 6 736: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.743 0.733 0.72 0.344
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
108/200 0G 1.508 1.232 1.208 1.608 1.584 1.229 4 320: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.849 0.8 0.813 0.515
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
109/200 0G 1.392 1.203 1.255 1.473 1.542 1.289 7 544: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.918 0.8 0.843 0.536
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
110/200 0G 1.513 1.087 1.2 1.654 1.412 1.241 4 448: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.81 0.855 0.785 0.53
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
111/200 0G 1.421 1.166 1.195 1.465 1.551 1.197 4 608: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.923 0.796 0.851 0.594
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
112/200 0G 1.339 1.022 1.135 1.491 1.3 1.179 2 704: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.922 0.784 0.851 0.573
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
113/200 0G 1.296 0.9814 1.139 1.41 1.301 1.176 3 512: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.801 0.867 0.806 0.561
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
114/200 0G 1.411 1.139 1.169 1.524 1.545 1.169 6 640: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.915 0.722 0.827 0.575
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
115/200 0G 1.415 1.123 1.195 1.505 1.451 1.245 7 832: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.864 0.851 0.821 0.525
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
116/200 0G 1.49 1.044 1.165 1.561 1.269 1.156 3 640: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.785 0.867 0.858 0.578
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
117/200 0G 1.461 1.11 1.202 1.645 1.507 1.235 4 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.745 0.867 0.842 0.581
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
118/200 0G 1.366 1.027 1.162 1.568 1.234 1.218 3 864: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.784 0.484 0.567 0.339
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
119/200 0G 1.23 0.9634 1.151 1.395 1.181 1.229 2 896: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.894 0.667 0.682 0.451
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
120/200 0G 1.257 1.029 1.123 1.375 1.325 1.162 3 448: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.677 0.421 0.524 0.329
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
121/200 0G 1.361 1.044 1.152 1.456 1.361 1.173 6 832: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.73 0.809 0.529
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
122/200 0G 1.286 1.06 1.139 1.412 1.385 1.208 2 640: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.719 0.829 0.518
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
123/200 0G 1.349 1 1.152 1.466 1.383 1.199 3 448: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.98 0.8 0.855 0.536
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
124/200 0G 1.299 0.9111 1.137 1.428 1.242 1.151 3 480: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.836 0.733 0.789 0.48
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
125/200 0G 1.447 1.151 1.168 1.552 1.504 1.18 8 864: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.813 0.8 0.879 0.533
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
126/200 0G 1.195 0.9371 1.064 1.373 1.217 1.094 4 544: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.813 0.733 0.853 0.514
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
127/200 0G 1.394 1.177 1.208 1.471 1.621 1.224 2 640: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.892 0.8 0.881 0.539
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
128/200 0G 1.345 1.006 1.148 1.524 1.347 1.161 5 640: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.932 0.913 0.922 0.592
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
129/200 0G 1.381 1.044 1.237 1.485 1.355 1.254 3 960: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.933 0.928 0.917 0.577
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
130/200 0G 1.242 0.9356 1.169 1.359 1.183 1.191 3 480: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.582 0.655 0.395
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
131/200 0G 1.393 0.9854 1.204 1.513 1.305 1.23 5 928: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.666 0.725 0.442
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
132/200 0G 1.256 0.8747 1.124 1.401 1.119 1.171 7 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.854 0.867 0.892 0.566
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
133/200 0G 1.299 0.9039 1.12 1.465 1.141 1.176 6 800: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.865 0.853 0.889 0.576
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
134/200 0G 1.274 0.9502 1.089 1.469 1.327 1.139 4 544: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.987 0.8 0.887 0.53
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
135/200 0G 1.279 1.01 1.126 1.464 1.324 1.178 5 320: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.995 0.8 0.898 0.567
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
136/200 0G 1.264 0.8974 1.088 1.368 1.237 1.095 8 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.993 0.8 0.906 0.572
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
137/200 0G 1.278 0.91 1.072 1.435 1.235 1.125 2 384: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.861 0.91 0.579
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
138/200 0G 1.411 1.032 1.128 1.645 1.408 1.174 6 864: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.916 0.867 0.905 0.594
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
139/200 0G 1.296 0.9525 1.08 1.461 1.248 1.126 4 512: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.921 0.867 0.918 0.625
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
140/200 0G 1.32 0.8781 1.069 1.461 1.184 1.082 3 480: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.873 0.915 0.921 0.625
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
141/200 0G 1.178 0.8314 1.105 1.313 1.045 1.161 4 928: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.923 0.8 0.913 0.571
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
142/200 0G 1.302 1.065 1.124 1.489 1.468 1.153 2 640: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.923 0.797 0.856 0.542
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
143/200 0G 1.291 0.908 1.134 1.457 1.285 1.168 7 704: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.859 0.867 0.902 0.56
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
144/200 0G 1.25 0.9148 1.152 1.33 1.204 1.189 5 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.98 0.8 0.854 0.558
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
145/200 0G 1.301 1.034 1.131 1.577 1.517 1.206 3 320: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.894 0.8 0.853 0.551
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
146/200 0G 1.149 0.7955 1.085 1.233 1.017 1.12 7 928: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.984 0.867 0.867 0.574
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
147/200 0G 1.351 0.9062 1.112 1.526 1.157 1.154 3 960: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.895 0.8 0.89 0.571
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
148/200 0G 1.143 0.7883 1.089 1.25 1.037 1.127 3 544: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.818 0.933 0.901 0.54
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
149/200 0G 1.371 0.9819 1.173 1.443 1.267 1.194 6 608: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.963 0.8 0.878 0.555
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
150/200 0G 1.313 0.9068 1.099 1.437 1.187 1.119 6 704: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.86 0.933 0.918 0.558
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
151/200 0G 1.299 0.8473 1.126 1.367 1.015 1.135 1 416: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.938 0.933 0.935 0.602
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
152/200 0G 1.292 0.8667 1.12 1.459 1.08 1.177 5 416: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.902 0.867 0.905 0.603
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
153/200 0G 1.313 0.8856 1.129 1.393 1.145 1.153 6 512: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.823 0.928 0.906 0.56
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
154/200 0G 1.233 0.8488 1.12 1.352 1.042 1.13 3 544: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.807 0.867 0.888 0.574
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
155/200 0G 1.201 0.888 1.074 1.385 1.119 1.118 5 640: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.789 0.881 0.583
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
156/200 0G 1.234 0.8869 1.102 1.396 1.159 1.148 5 640: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.923 0.795 0.898 0.613
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
157/200 0G 1.267 0.9955 1.155 1.333 1.262 1.146 1 640: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.722 0.878 0.603
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
158/200 0G 1.159 0.8158 1.05 1.281 1.053 1.09 3 704: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.726 0.933 0.865 0.586
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
159/200 0G 1.256 0.9563 1.158 1.416 1.25 1.198 3 960: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.777 0.931 0.866 0.583
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
160/200 0G 1.217 0.8874 1.086 1.345 1.248 1.117 5 736: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.805 0.867 0.861 0.55
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
161/200 0G 1.238 0.9604 1.114 1.418 1.25 1.154 3 864: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.792 0.667 0.785 0.508
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
162/200 0G 1.172 0.7923 1.094 1.27 1.051 1.109 4 960: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.808 0.667 0.735 0.403
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
163/200 0G 1.252 0.8489 1.077 1.414 1.129 1.112 3 800: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.91 0.8 0.888 0.561
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
164/200 0G 1.184 0.8118 1.059 1.29 1.028 1.068 6 960: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.928 0.864 0.907 0.567
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
165/200 0G 1.354 0.9765 1.078 1.574 1.327 1.116 7 384: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.991 0.8 0.921 0.582
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
166/200 0G 1.272 0.885 1.113 1.429 1.227 1.15 7 800: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.809 0.6 0.707 0.477
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
167/200 0G 1.235 0.8239 1.084 1.347 1.041 1.112 5 800: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.917 0.867 0.918 0.639
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
168/200 0G 1.093 0.7833 1.054 1.241 1.038 1.098 4 736: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.805 0.867 0.892 0.623
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
169/200 0G 1.185 0.769 1.062 1.314 1.036 1.086 4 448: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.893 0.8 0.888 0.618
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
170/200 0G 1.237 0.8482 1.069 1.392 1.023 1.113 5 320: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.81 0.852 0.877 0.628
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
171/200 0G 1.273 0.8783 1.076 1.443 1.213 1.104 6 768: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.933 0.93 0.922 0.656
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
172/200 0G 1.205 1.042 1.09 1.337 1.326 1.131 2 736: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.978 0.933 0.935 0.683
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
173/200 0G 1.147 0.7651 1.009 1.337 1.005 1.052 4 576: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.993 0.867 0.93 0.681
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
174/200 0G 1.22 0.8008 1.048 1.374 1.057 1.067 7 608: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.933 0.928 0.93 0.664
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
175/200 0G 1.188 0.8197 1.117 1.274 1.149 1.145 3 800: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.912 0.867 0.907 0.664
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
176/200 0G 1.247 1.074 1.068 1.44 1.337 1.105 2 416: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.844 0.912 0.656
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
177/200 0G 1.191 0.7931 1.066 1.324 0.9938 1.1 6 384: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.921 0.933 0.926 0.682
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
178/200 0G 1.186 0.7731 1.037 1.313 1.038 1.068 4 672: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.899 0.933 0.922 0.669
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
179/200 0G 1.16 0.7121 1.04 1.275 0.8646 1.074 2 352: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.913 0.933 0.926 0.628
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
180/200 0G 1.082 0.7214 1.037 1.263 0.9744 1.104 4 384: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.905 0.935 0.633
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
181/200 0G 1.139 0.7428 1.093 1.221 0.9141 1.139 3 928: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.926 0.8 0.915 0.621
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
182/200 0G 1.121 0.7298 0.9856 1.297 0.9281 1.022 3 512: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.985 0.867 0.93 0.642
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
183/200 0G 1.086 0.7507 1.03 1.241 0.9074 1.061 5 832: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.867 0.93 0.626
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
184/200 0G 1.12 0.7753 1.026 1.278 1.039 1.076 5 960: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.923 0.935 0.634
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
185/200 0G 1.294 0.8264 1.089 1.576 1.135 1.139 4 416: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.867 0.933 0.921 0.62
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
186/200 0G 1.037 0.6886 1.012 1.178 0.8284 1.067 4 864: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.999 0.867 0.93 0.595
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
187/200 0G 1.137 0.7516 1.016 1.304 1.083 1.058 5 320: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.879 0.935 0.586
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
188/200 0G 1.209 0.7574 1.017 1.42 1.046 1.063 8 480: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 0.904 0.933 0.926 0.635
Epoch GPU_mem box_om cls_om dfl_om box_oo cls_oo dfl_oo Instances Size
189/200 0G 1.084 0.7104 1.027 1.228 0.9309 1.054 6 864: 100
Class Images Instances Box(P R mAP50 mAP50-95): 100%|??????????| 1/1 [00:
all 14 15 1 0.864 0.926 0.643