| Classificação de imagens | YOLOV5 | PYTHON |
|---|---|---|
| Classificação de Imagens ou Deteção de Objetos |
YOLOv5 |
O modelo treinado possui performance de 97.93%.
Click to expand!
train: weights=yolov5s.pt, cfg=, data=/content/datasets/Projeto-Final---Modelos-Preditivos-Conexionistas-1/data.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=150, batch_size=16, imgsz=416, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=ram, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
github: up to date with https://github.com/ultralytics/yolov5 ✅
YOLOv5 🚀 v6.1-394-gd7bc5d7 Python-3.7.13 torch-1.12.1+cu113 CUDA:0 (Tesla T4, 15110MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, 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
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs in Weights & Biases
ClearML: run 'pip install clearml' to automatically track, visualize and remotely train YOLOv5 🚀 runs in ClearML
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Downloading https://ultralytics.com/assets/Arial.ttf to /root/.config/Ultralytics/Arial.ttf...
100% 755k/755k [00:00<00:00, 20.1MB/s]
Downloading https://github.com/ultralytics/yolov5/releases/download/v6.1/yolov5s.pt to yolov5s.pt...
100% 14.1M/14.1M [00:00<00:00, 39.8MB/s]
Overriding model.yaml nc=80 with nc=3
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 21576 models.yolo.Detect [3, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
Model summary: 270 layers, 7027720 parameters, 7027720 gradients, 16.0 GFLOPs
Transferred 343/349 items from yolov5s.pt
AMP: checks passed ✅
optimizer: SGD(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.0005), 60 bias
albumentations: Blur(always_apply=False, p=0.01, blur_limit=(3, 7)), MedianBlur(always_apply=False, p=0.01, blur_limit=(3, 7)), ToGray(always_apply=False, p=0.01), CLAHE(always_apply=False, p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))
train: Scanning '/content/datasets/Projeto-Final---Modelos-Preditivos-Conexionistas-1/train/labels' images and labels...63 found, 0 missing, 0 empty, 0 corrupt: 100% 63/63 [00:00<00:00, 2140.84it/s]
train: New cache created: /content/datasets/Projeto-Final---Modelos-Preditivos-Conexionistas-1/train/labels.cache
train: Caching images (0.0GB ram): 100% 63/63 [00:00<00:00, 391.20it/s]
val: Scanning '/content/datasets/Projeto-Final---Modelos-Preditivos-Conexionistas-1/valid/labels' images and labels...18 found, 0 missing, 0 empty, 0 corrupt: 100% 18/18 [00:00<00:00, 705.58it/s]
val: New cache created: /content/datasets/Projeto-Final---Modelos-Preditivos-Conexionistas-1/valid/labels.cache
val: Caching images (0.0GB ram): 100% 18/18 [00:00<00:00, 120.93it/s]
Plotting labels to runs/train/exp/labels.jpg...
AutoAnchor: 2.35 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 416 train, 416 val
Using 2 dataloader workers
Logging results to runs/train/exp
Starting training for 150 epochs...
Epoch gpu_mem box obj cls labels img_size
0/149 1.71G 0.107 0.0189 0.03766 28 416: 100% 4/4 [00:04<00:00, 1.16s/it]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:01<00:00, 1.61s/it]
all 18 18 0.00334 1 0.0275 0.0167
Epoch gpu_mem box obj cls labels img_size
1/149 1.71G 0.103 0.01622 0.03581 19 416: 100% 4/4 [00:00<00:00, 6.00it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 3.68it/s]
all 18 18 0.00333 1 0.0288 0.0157
Epoch gpu_mem box obj cls labels img_size
2/149 1.71G 0.08499 0.01812 0.03538 31 416: 100% 4/4 [00:00<00:00, 5.86it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 4.99it/s]
all 18 18 0.00334 1 0.0224 0.0114
Epoch gpu_mem box obj cls labels img_size
3/149 1.71G 0.08833 0.02058 0.03595 34 416: 100% 4/4 [00:00<00:00, 5.80it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 5.70it/s]
all 18 18 0.00334 1 0.0261 0.0118
Epoch gpu_mem box obj cls labels img_size
4/149 1.71G 0.09365 0.0208 0.03692 38 416: 100% 4/4 [00:00<00:00, 6.39it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 5.74it/s]
all 18 18 0.00334 1 0.0437 0.0269
Epoch gpu_mem box obj cls labels img_size
5/149 1.71G 0.0988 0.02059 0.0338 27 416: 100% 4/4 [00:00<00:00, 6.32it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 6.03it/s]
all 18 18 0.00333 1 0.072 0.0314
Epoch gpu_mem box obj cls labels img_size
6/149 1.71G 0.08068 0.02065 0.03539 39 416: 100% 4/4 [00:00<00:00, 6.56it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 6.17it/s]
all 18 18 0.00333 1 0.104 0.0327
Epoch gpu_mem box obj cls labels img_size
7/149 1.71G 0.06953 0.01985 0.03518 40 416: 100% 4/4 [00:00<00:00, 6.63it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 6.63it/s]
all 18 18 0.00334 1 0.142 0.048
Epoch gpu_mem box obj cls labels img_size
8/149 1.71G 0.07111 0.01966 0.03229 32 416: 100% 4/4 [00:00<00:00, 6.64it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 6.89it/s]
all 18 18 0.00334 1 0.14 0.0727
Epoch gpu_mem box obj cls labels img_size
9/149 1.71G 0.07193 0.01891 0.03318 29 416: 100% 4/4 [00:00<00:00, 6.34it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 6.96it/s]
all 18 18 0.00387 1 0.0964 0.0346
Epoch gpu_mem box obj cls labels img_size
10/149 1.71G 0.05719 0.02108 0.02575 29 416: 100% 4/4 [00:00<00:00, 6.44it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 6.86it/s]
all 18 18 0.0298 0.833 0.193 0.0493
Epoch gpu_mem box obj cls labels img_size
11/149 1.71G 0.062 0.02077 0.02689 28 416: 100% 4/4 [00:00<00:00, 6.37it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.55it/s]
all 18 18 0.0768 0.5 0.268 0.144
Epoch gpu_mem box obj cls labels img_size
12/149 1.71G 0.06577 0.01897 0.03407 23 416: 100% 4/4 [00:00<00:00, 6.37it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.80it/s]
all 18 18 0.103 0.611 0.194 0.0722
Epoch gpu_mem box obj cls labels img_size
13/149 1.71G 0.06511 0.02197 0.03187 33 416: 100% 4/4 [00:00<00:00, 6.31it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.78it/s]
all 18 18 0.203 0.667 0.322 0.127
Epoch gpu_mem box obj cls labels img_size
14/149 1.71G 0.05815 0.02131 0.03306 36 416: 100% 4/4 [00:00<00:00, 6.34it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.60it/s]
all 18 18 0.532 0.5 0.316 0.172
Epoch gpu_mem box obj cls labels img_size
15/149 1.71G 0.06745 0.02173 0.03477 37 416: 100% 4/4 [00:00<00:00, 6.63it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.81it/s]
all 18 18 0.554 0.389 0.39 0.197
Epoch gpu_mem box obj cls labels img_size
16/149 1.71G 0.05258 0.01899 0.03318 34 416: 100% 4/4 [00:00<00:00, 7.01it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.41it/s]
all 18 18 0.553 0.389 0.391 0.167
Epoch gpu_mem box obj cls labels img_size
17/149 1.71G 0.05297 0.01913 0.03222 35 416: 100% 4/4 [00:00<00:00, 6.53it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.61it/s]
all 18 18 0.59 0.524 0.395 0.203
Epoch gpu_mem box obj cls labels img_size
18/149 1.71G 0.06854 0.01926 0.03269 36 416: 100% 4/4 [00:00<00:00, 6.55it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.35it/s]
all 18 18 0.582 0.5 0.381 0.247
Epoch gpu_mem box obj cls labels img_size
19/149 1.71G 0.04479 0.01645 0.02617 35 416: 100% 4/4 [00:00<00:00, 6.82it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.13it/s]
all 18 18 0.557 0.556 0.39 0.207
Epoch gpu_mem box obj cls labels img_size
20/149 1.71G 0.05452 0.01845 0.03255 40 416: 100% 4/4 [00:00<00:00, 6.44it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.68it/s]
all 18 18 0.618 0.608 0.444 0.294
Epoch gpu_mem box obj cls labels img_size
21/149 1.71G 0.04974 0.01724 0.03206 28 416: 100% 4/4 [00:00<00:00, 6.34it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.55it/s]
all 18 18 0.559 0.611 0.409 0.242
Epoch gpu_mem box obj cls labels img_size
22/149 1.71G 0.0543 0.01753 0.03121 26 416: 100% 4/4 [00:00<00:00, 6.60it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.34it/s]
all 18 18 0.495 0.5 0.441 0.266
Epoch gpu_mem box obj cls labels img_size
23/149 1.71G 0.04017 0.0187 0.02906 21 416: 100% 4/4 [00:00<00:00, 6.74it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.38it/s]
all 18 18 0.398 0.736 0.323 0.182
Epoch gpu_mem box obj cls labels img_size
24/149 1.71G 0.06078 0.01643 0.03038 34 416: 100% 4/4 [00:00<00:00, 6.68it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.69it/s]
all 18 18 0.5 0.259 0.216 0.115
Epoch gpu_mem box obj cls labels img_size
25/149 1.71G 0.05103 0.01442 0.02528 25 416: 100% 4/4 [00:00<00:00, 6.77it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.65it/s]
all 18 18 0.581 0.222 0.267 0.118
Epoch gpu_mem box obj cls labels img_size
26/149 1.71G 0.04128 0.01659 0.02463 28 416: 100% 4/4 [00:00<00:00, 6.87it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.41it/s]
all 18 18 0.606 0.327 0.346 0.231
Epoch gpu_mem box obj cls labels img_size
27/149 1.71G 0.0547 0.01618 0.02607 31 416: 100% 4/4 [00:00<00:00, 6.46it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.93it/s]
all 18 18 0.58 0.222 0.226 0.121
Epoch gpu_mem box obj cls labels img_size
28/149 1.71G 0.05391 0.01814 0.02378 34 416: 100% 4/4 [00:00<00:00, 6.53it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.06it/s]
all 18 18 0.483 0.333 0.363 0.182
Epoch gpu_mem box obj cls labels img_size
29/149 1.71G 0.05311 0.01591 0.02786 37 416: 100% 4/4 [00:00<00:00, 6.35it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.16it/s]
all 18 18 0.43 0.333 0.305 0.128
Epoch gpu_mem box obj cls labels img_size
30/149 1.71G 0.04071 0.01628 0.02503 24 416: 100% 4/4 [00:00<00:00, 6.75it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.87it/s]
all 18 18 0.582 0.333 0.277 0.105
Epoch gpu_mem box obj cls labels img_size
31/149 1.71G 0.04176 0.01711 0.02264 38 416: 100% 4/4 [00:00<00:00, 6.39it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.25it/s]
all 18 18 0.52 0.395 0.357 0.202
Epoch gpu_mem box obj cls labels img_size
32/149 1.71G 0.04615 0.01843 0.02477 30 416: 100% 4/4 [00:00<00:00, 6.59it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.48it/s]
all 18 18 0.593 0.333 0.434 0.212
Epoch gpu_mem box obj cls labels img_size
33/149 1.71G 0.05256 0.0174 0.03088 31 416: 100% 4/4 [00:00<00:00, 6.41it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.68it/s]
all 18 18 0.469 0.5 0.489 0.187
Epoch gpu_mem box obj cls labels img_size
34/149 1.71G 0.05454 0.01593 0.02757 34 416: 100% 4/4 [00:00<00:00, 6.31it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.04it/s]
all 18 18 0.229 0.5 0.359 0.109
Epoch gpu_mem box obj cls labels img_size
35/149 1.71G 0.04837 0.01572 0.0229 27 416: 100% 4/4 [00:00<00:00, 6.62it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.53it/s]
all 18 18 0.608 0.5 0.576 0.313
Epoch gpu_mem box obj cls labels img_size
36/149 1.71G 0.04776 0.01664 0.02552 36 416: 100% 4/4 [00:00<00:00, 6.76it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.10it/s]
all 18 18 0.467 0.609 0.576 0.312
Epoch gpu_mem box obj cls labels img_size
37/149 1.71G 0.03922 0.01774 0.02976 30 416: 100% 4/4 [00:00<00:00, 6.15it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 6.49it/s]
all 18 18 0.702 0.333 0.577 0.269
Epoch gpu_mem box obj cls labels img_size
38/149 1.71G 0.03791 0.01607 0.02733 30 416: 100% 4/4 [00:00<00:00, 6.30it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.12it/s]
all 18 18 0.246 0.644 0.411 0.285
Epoch gpu_mem box obj cls labels img_size
39/149 1.71G 0.04781 0.01639 0.02803 40 416: 100% 4/4 [00:00<00:00, 6.50it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.97it/s]
all 18 18 0.298 0.632 0.531 0.284
Epoch gpu_mem box obj cls labels img_size
40/149 1.71G 0.04577 0.01816 0.02784 29 416: 100% 4/4 [00:00<00:00, 6.44it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.96it/s]
all 18 18 0.686 0.357 0.45 0.221
Epoch gpu_mem box obj cls labels img_size
41/149 1.71G 0.03763 0.01509 0.0197 29 416: 100% 4/4 [00:00<00:00, 6.61it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.44it/s]
all 18 18 0.314 0.563 0.539 0.363
Epoch gpu_mem box obj cls labels img_size
42/149 1.71G 0.05028 0.01597 0.02807 28 416: 100% 4/4 [00:00<00:00, 6.39it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.60it/s]
all 18 18 0.768 0.5 0.603 0.356
Epoch gpu_mem box obj cls labels img_size
43/149 1.71G 0.05157 0.01597 0.02141 27 416: 100% 4/4 [00:00<00:00, 6.61it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.56it/s]
all 18 18 0.419 0.556 0.653 0.372
Epoch gpu_mem box obj cls labels img_size
44/149 1.71G 0.04404 0.0161 0.02747 31 416: 100% 4/4 [00:00<00:00, 6.77it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.36it/s]
all 18 18 0.74 0.496 0.54 0.341
Epoch gpu_mem box obj cls labels img_size
45/149 1.71G 0.04722 0.01357 0.02222 23 416: 100% 4/4 [00:00<00:00, 6.46it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.43it/s]
all 18 18 0.477 0.551 0.653 0.426
Epoch gpu_mem box obj cls labels img_size
46/149 1.71G 0.04491 0.01628 0.02261 40 416: 100% 4/4 [00:00<00:00, 6.89it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.86it/s]
all 18 18 0.4 0.444 0.552 0.362
Epoch gpu_mem box obj cls labels img_size
47/149 1.71G 0.04004 0.01516 0.02921 25 416: 100% 4/4 [00:00<00:00, 6.58it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.22it/s]
all 18 18 0.458 0.619 0.681 0.437
Epoch gpu_mem box obj cls labels img_size
48/149 1.71G 0.03815 0.01551 0.02593 32 416: 100% 4/4 [00:00<00:00, 6.18it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.53it/s]
all 18 18 0.822 0.527 0.695 0.422
Epoch gpu_mem box obj cls labels img_size
49/149 1.71G 0.03079 0.01567 0.02138 33 416: 100% 4/4 [00:00<00:00, 6.71it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.45it/s]
all 18 18 0.381 0.53 0.605 0.377
Epoch gpu_mem box obj cls labels img_size
50/149 1.71G 0.05439 0.01593 0.02989 39 416: 100% 4/4 [00:00<00:00, 6.66it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.58it/s]
all 18 18 0.377 0.667 0.603 0.345
Epoch gpu_mem box obj cls labels img_size
51/149 1.71G 0.03536 0.01712 0.0229 36 416: 100% 4/4 [00:00<00:00, 6.62it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.90it/s]
all 18 18 0.344 0.611 0.563 0.39
Epoch gpu_mem box obj cls labels img_size
52/149 1.71G 0.02649 0.01537 0.02017 28 416: 100% 4/4 [00:00<00:00, 6.93it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.62it/s]
all 18 18 0.337 0.674 0.495 0.288
Epoch gpu_mem box obj cls labels img_size
53/149 1.71G 0.02716 0.0142 0.01879 34 416: 100% 4/4 [00:00<00:00, 6.38it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.39it/s]
all 18 18 0.481 0.722 0.659 0.412
Epoch gpu_mem box obj cls labels img_size
54/149 1.71G 0.04271 0.01628 0.0259 35 416: 100% 4/4 [00:00<00:00, 6.74it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.19it/s]
all 18 18 0.81 0.5 0.614 0.436
Epoch gpu_mem box obj cls labels img_size
55/149 1.71G 0.03832 0.01423 0.02453 37 416: 100% 4/4 [00:00<00:00, 6.48it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.76it/s]
all 18 18 0.498 0.685 0.692 0.464
Epoch gpu_mem box obj cls labels img_size
56/149 1.71G 0.031 0.01548 0.02264 29 416: 100% 4/4 [00:00<00:00, 6.60it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.58it/s]
all 18 18 0.472 0.667 0.696 0.509
Epoch gpu_mem box obj cls labels img_size
57/149 1.71G 0.03438 0.01537 0.01997 21 416: 100% 4/4 [00:00<00:00, 6.59it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.85it/s]
all 18 18 0.526 0.722 0.682 0.491
Epoch gpu_mem box obj cls labels img_size
58/149 1.71G 0.0474 0.0171 0.02396 47 416: 100% 4/4 [00:00<00:00, 5.92it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.81it/s]
all 18 18 0.412 0.722 0.671 0.533
Epoch gpu_mem box obj cls labels img_size
59/149 1.71G 0.03934 0.01654 0.02368 36 416: 100% 4/4 [00:00<00:00, 6.65it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.79it/s]
all 18 18 0.454 0.778 0.723 0.557
Epoch gpu_mem box obj cls labels img_size
60/149 1.71G 0.04338 0.0172 0.02332 33 416: 100% 4/4 [00:00<00:00, 6.41it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.62it/s]
all 18 18 0.94 0.556 0.737 0.508
Epoch gpu_mem box obj cls labels img_size
61/149 1.71G 0.03379 0.01486 0.01793 30 416: 100% 4/4 [00:00<00:00, 6.67it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.18it/s]
all 18 18 0.794 0.563 0.694 0.488
Epoch gpu_mem box obj cls labels img_size
62/149 1.71G 0.03604 0.01309 0.02016 29 416: 100% 4/4 [00:00<00:00, 6.10it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.70it/s]
all 18 18 0.846 0.556 0.725 0.493
Epoch gpu_mem box obj cls labels img_size
63/149 1.71G 0.03682 0.01758 0.02426 33 416: 100% 4/4 [00:00<00:00, 6.59it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.43it/s]
all 18 18 0.533 0.611 0.742 0.441
Epoch gpu_mem box obj cls labels img_size
64/149 1.71G 0.03018 0.01353 0.02442 30 416: 100% 4/4 [00:00<00:00, 6.42it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.97it/s]
all 18 18 0.898 0.523 0.688 0.462
Epoch gpu_mem box obj cls labels img_size
65/149 1.71G 0.03487 0.01534 0.03021 39 416: 100% 4/4 [00:00<00:00, 6.54it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.36it/s]
all 18 18 0.89 0.5 0.69 0.454
Epoch gpu_mem box obj cls labels img_size
66/149 1.71G 0.02096 0.01408 0.01647 32 416: 100% 4/4 [00:00<00:00, 6.75it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.90it/s]
all 18 18 0.882 0.534 0.765 0.518
Epoch gpu_mem box obj cls labels img_size
67/149 1.71G 0.03456 0.01493 0.01813 35 416: 100% 4/4 [00:00<00:00, 6.11it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.59it/s]
all 18 18 0.494 0.764 0.774 0.511
Epoch gpu_mem box obj cls labels img_size
68/149 1.71G 0.02842 0.01416 0.02775 25 416: 100% 4/4 [00:00<00:00, 6.57it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.59it/s]
all 18 18 0.508 0.795 0.771 0.491
Epoch gpu_mem box obj cls labels img_size
69/149 1.71G 0.03607 0.0152 0.02855 36 416: 100% 4/4 [00:00<00:00, 6.66it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.78it/s]
all 18 18 0.494 0.796 0.768 0.511
Epoch gpu_mem box obj cls labels img_size
70/149 1.71G 0.02575 0.01423 0.0182 28 416: 100% 4/4 [00:00<00:00, 6.63it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.47it/s]
all 18 18 0.418 0.823 0.658 0.455
Epoch gpu_mem box obj cls labels img_size
71/149 1.71G 0.03317 0.01598 0.02613 25 416: 100% 4/4 [00:00<00:00, 6.65it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.21it/s]
all 18 18 0.507 0.881 0.777 0.487
Epoch gpu_mem box obj cls labels img_size
72/149 1.71G 0.02465 0.01501 0.01977 34 416: 100% 4/4 [00:00<00:00, 6.28it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.82it/s]
all 18 18 0.442 0.889 0.734 0.457
Epoch gpu_mem box obj cls labels img_size
73/149 1.71G 0.03637 0.01329 0.04081 37 416: 100% 4/4 [00:00<00:00, 6.82it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.02it/s]
all 18 18 0.526 0.882 0.825 0.506
Epoch gpu_mem box obj cls labels img_size
74/149 1.71G 0.0307 0.01277 0.01967 29 416: 100% 4/4 [00:00<00:00, 7.06it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.03it/s]
all 18 18 0.354 0.833 0.624 0.43
Epoch gpu_mem box obj cls labels img_size
75/149 1.71G 0.03523 0.0144 0.01913 35 416: 100% 4/4 [00:00<00:00, 6.50it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.09it/s]
all 18 18 0.382 0.889 0.656 0.488
Epoch gpu_mem box obj cls labels img_size
76/149 1.71G 0.04191 0.01393 0.02434 35 416: 100% 4/4 [00:00<00:00, 6.85it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.59it/s]
all 18 18 0.448 0.794 0.747 0.568
Epoch gpu_mem box obj cls labels img_size
77/149 1.71G 0.02355 0.01217 0.01789 34 416: 100% 4/4 [00:00<00:00, 6.94it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.13it/s]
all 18 18 0.457 0.889 0.766 0.536
Epoch gpu_mem box obj cls labels img_size
78/149 1.71G 0.03164 0.01325 0.02914 36 416: 100% 4/4 [00:00<00:00, 6.57it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.63it/s]
all 18 18 0.473 0.778 0.793 0.581
Epoch gpu_mem box obj cls labels img_size
79/149 1.71G 0.02531 0.01486 0.02337 37 416: 100% 4/4 [00:00<00:00, 6.47it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.45it/s]
all 18 18 0.421 0.779 0.776 0.537
Epoch gpu_mem box obj cls labels img_size
80/149 1.71G 0.03933 0.0146 0.02077 31 416: 100% 4/4 [00:00<00:00, 6.29it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.28it/s]
all 18 18 0.464 0.82 0.795 0.62
Epoch gpu_mem box obj cls labels img_size
81/149 1.71G 0.02831 0.01454 0.01912 27 416: 100% 4/4 [00:00<00:00, 6.31it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.46it/s]
all 18 18 0.496 0.841 0.832 0.612
Epoch gpu_mem box obj cls labels img_size
82/149 1.71G 0.03001 0.01444 0.02112 32 416: 100% 4/4 [00:00<00:00, 6.63it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.86it/s]
all 18 18 0.501 0.832 0.832 0.597
Epoch gpu_mem box obj cls labels img_size
83/149 1.71G 0.02706 0.01322 0.02445 27 416: 100% 4/4 [00:00<00:00, 6.78it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.28it/s]
all 18 18 0.52 0.923 0.793 0.574
Epoch gpu_mem box obj cls labels img_size
84/149 1.71G 0.03602 0.01477 0.0272 33 416: 100% 4/4 [00:00<00:00, 6.69it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.64it/s]
all 18 18 0.495 0.835 0.805 0.536
Epoch gpu_mem box obj cls labels img_size
85/149 1.71G 0.02224 0.01265 0.02168 24 416: 100% 4/4 [00:00<00:00, 6.59it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.10it/s]
all 18 18 0.515 0.913 0.813 0.568
Epoch gpu_mem box obj cls labels img_size
86/149 1.71G 0.03182 0.01452 0.02306 26 416: 100% 4/4 [00:00<00:00, 6.56it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.87it/s]
all 18 18 0.528 0.885 0.801 0.574
Epoch gpu_mem box obj cls labels img_size
87/149 1.71G 0.01914 0.01278 0.0142 27 416: 100% 4/4 [00:00<00:00, 6.48it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.17it/s]
all 18 18 0.588 0.864 0.87 0.547
Epoch gpu_mem box obj cls labels img_size
88/149 1.71G 0.02864 0.01269 0.0175 26 416: 100% 4/4 [00:00<00:00, 6.67it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.40it/s]
all 18 18 0.569 0.829 0.864 0.61
Epoch gpu_mem box obj cls labels img_size
89/149 1.71G 0.02922 0.014 0.02165 34 416: 100% 4/4 [00:00<00:00, 6.63it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.38it/s]
all 18 18 0.563 0.807 0.871 0.62
Epoch gpu_mem box obj cls labels img_size
90/149 1.71G 0.0307 0.01493 0.02039 38 416: 100% 4/4 [00:00<00:00, 6.63it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.82it/s]
all 18 18 0.567 0.822 0.874 0.601
Epoch gpu_mem box obj cls labels img_size
91/149 1.71G 0.03316 0.01277 0.02621 36 416: 100% 4/4 [00:00<00:00, 6.15it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.75it/s]
all 18 18 0.675 0.831 0.916 0.588
Epoch gpu_mem box obj cls labels img_size
92/149 1.71G 0.02832 0.01248 0.02573 33 416: 100% 4/4 [00:00<00:00, 6.55it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.46it/s]
all 18 18 0.616 0.911 0.923 0.598
Epoch gpu_mem box obj cls labels img_size
93/149 1.71G 0.02417 0.01436 0.02002 36 416: 100% 4/4 [00:00<00:00, 6.20it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.88it/s]
all 18 18 0.618 0.852 0.871 0.524
Epoch gpu_mem box obj cls labels img_size
94/149 1.71G 0.02887 0.01336 0.0206 28 416: 100% 4/4 [00:00<00:00, 6.48it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.75it/s]
all 18 18 0.659 0.897 0.944 0.63
Epoch gpu_mem box obj cls labels img_size
95/149 1.71G 0.02222 0.01327 0.0162 35 416: 100% 4/4 [00:00<00:00, 6.23it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.06it/s]
all 18 18 0.698 0.854 0.944 0.608
Epoch gpu_mem box obj cls labels img_size
96/149 1.71G 0.02965 0.01616 0.01982 27 416: 100% 4/4 [00:00<00:00, 6.46it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.78it/s]
all 18 18 0.719 0.802 0.918 0.662
Epoch gpu_mem box obj cls labels img_size
97/149 1.71G 0.03166 0.01479 0.02835 31 416: 100% 4/4 [00:00<00:00, 6.53it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.98it/s]
all 18 18 0.733 0.824 0.934 0.626
Epoch gpu_mem box obj cls labels img_size
98/149 1.71G 0.02879 0.01328 0.01993 26 416: 100% 4/4 [00:00<00:00, 6.19it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.95it/s]
all 18 18 0.71 0.882 0.923 0.633
Epoch gpu_mem box obj cls labels img_size
99/149 1.71G 0.02484 0.01433 0.01641 35 416: 100% 4/4 [00:00<00:00, 6.40it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.39it/s]
all 18 18 0.692 0.86 0.869 0.59
Epoch gpu_mem box obj cls labels img_size
100/149 1.71G 0.03424 0.01375 0.01645 34 416: 100% 4/4 [00:00<00:00, 6.23it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.53it/s]
all 18 18 0.708 0.909 0.914 0.578
Epoch gpu_mem box obj cls labels img_size
101/149 1.71G 0.03046 0.01535 0.01894 32 416: 100% 4/4 [00:00<00:00, 6.27it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.24it/s]
all 18 18 0.59 0.832 0.827 0.563
Epoch gpu_mem box obj cls labels img_size
102/149 1.71G 0.02362 0.01541 0.01985 34 416: 100% 4/4 [00:00<00:00, 6.66it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.64it/s]
all 18 18 0.577 0.829 0.787 0.484
Epoch gpu_mem box obj cls labels img_size
103/149 1.71G 0.02928 0.01268 0.02285 31 416: 100% 4/4 [00:00<00:00, 6.65it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.97it/s]
all 18 18 0.606 0.86 0.826 0.494
Epoch gpu_mem box obj cls labels img_size
104/149 1.71G 0.02364 0.01209 0.01917 32 416: 100% 4/4 [00:00<00:00, 6.46it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.44it/s]
all 18 18 0.624 0.839 0.819 0.502
Epoch gpu_mem box obj cls labels img_size
105/149 1.71G 0.02973 0.01424 0.02349 28 416: 100% 4/4 [00:00<00:00, 6.51it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.08it/s]
all 18 18 0.795 0.918 0.901 0.51
Epoch gpu_mem box obj cls labels img_size
106/149 1.71G 0.03711 0.01274 0.02202 26 416: 100% 4/4 [00:00<00:00, 6.06it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.03it/s]
all 18 18 0.853 0.885 0.902 0.594
Epoch gpu_mem box obj cls labels img_size
107/149 1.71G 0.03327 0.01326 0.02338 34 416: 100% 4/4 [00:00<00:00, 4.32it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 6.01it/s]
all 18 18 0.757 0.854 0.929 0.656
Epoch gpu_mem box obj cls labels img_size
108/149 1.71G 0.02265 0.01451 0.01421 40 416: 100% 4/4 [00:00<00:00, 4.06it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 7.64it/s]
all 18 18 0.767 0.889 0.928 0.65
Epoch gpu_mem box obj cls labels img_size
109/149 1.71G 0.02917 0.01498 0.01942 28 416: 100% 4/4 [00:00<00:00, 6.45it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.04it/s]
all 18 18 0.862 0.833 0.922 0.599
Epoch gpu_mem box obj cls labels img_size
110/149 1.71G 0.02123 0.01485 0.01756 24 416: 100% 4/4 [00:00<00:00, 5.98it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.77it/s]
all 18 18 0.868 1 0.987 0.588
Epoch gpu_mem box obj cls labels img_size
111/149 1.71G 0.03132 0.01364 0.0191 40 416: 100% 4/4 [00:00<00:00, 6.25it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.23it/s]
all 18 18 0.782 0.778 0.841 0.467
Epoch gpu_mem box obj cls labels img_size
112/149 1.71G 0.02474 0.01363 0.02289 33 416: 100% 4/4 [00:00<00:00, 6.73it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.53it/s]
all 18 18 0.784 0.733 0.832 0.485
Epoch gpu_mem box obj cls labels img_size
113/149 1.71G 0.02673 0.01356 0.01465 31 416: 100% 4/4 [00:00<00:00, 6.23it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.49it/s]
all 18 18 0.817 0.833 0.84 0.54
Epoch gpu_mem box obj cls labels img_size
114/149 1.71G 0.02764 0.01341 0.01722 40 416: 100% 4/4 [00:00<00:00, 6.37it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.85it/s]
all 18 18 0.834 0.833 0.854 0.504
Epoch gpu_mem box obj cls labels img_size
115/149 1.71G 0.027 0.01398 0.02003 26 416: 100% 4/4 [00:00<00:00, 6.10it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.50it/s]
all 18 18 0.861 0.857 0.882 0.561
Epoch gpu_mem box obj cls labels img_size
116/149 1.71G 0.02256 0.01219 0.01738 27 416: 100% 4/4 [00:00<00:00, 6.37it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.15it/s]
all 18 18 0.849 0.85 0.88 0.554
Epoch gpu_mem box obj cls labels img_size
117/149 1.71G 0.02063 0.01248 0.01637 26 416: 100% 4/4 [00:00<00:00, 6.42it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.52it/s]
all 18 18 0.9 0.827 0.852 0.539
Epoch gpu_mem box obj cls labels img_size
118/149 1.71G 0.02259 0.01378 0.01613 29 416: 100% 4/4 [00:00<00:00, 6.39it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.02it/s]
all 18 18 0.891 0.889 0.881 0.541
Epoch gpu_mem box obj cls labels img_size
119/149 1.71G 0.02984 0.01312 0.02917 24 416: 100% 4/4 [00:00<00:00, 6.59it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.14it/s]
all 18 18 0.777 0.833 0.847 0.533
Epoch gpu_mem box obj cls labels img_size
120/149 1.71G 0.02479 0.01434 0.01678 28 416: 100% 4/4 [00:00<00:00, 5.94it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.03it/s]
all 18 18 0.833 0.833 0.86 0.539
Epoch gpu_mem box obj cls labels img_size
121/149 1.71G 0.02761 0.01329 0.01799 29 416: 100% 4/4 [00:00<00:00, 6.76it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.86it/s]
all 18 18 0.857 0.833 0.873 0.517
Epoch gpu_mem box obj cls labels img_size
122/149 1.71G 0.02589 0.01344 0.02041 32 416: 100% 4/4 [00:00<00:00, 6.61it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.16it/s]
all 18 18 0.849 0.825 0.867 0.567
Epoch gpu_mem box obj cls labels img_size
123/149 1.71G 0.02429 0.01222 0.01743 33 416: 100% 4/4 [00:00<00:00, 6.16it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.92it/s]
all 18 18 0.85 0.833 0.883 0.556
Epoch gpu_mem box obj cls labels img_size
124/149 1.71G 0.01825 0.01365 0.01534 34 416: 100% 4/4 [00:00<00:00, 6.57it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.94it/s]
all 18 18 0.862 0.847 0.901 0.587
Epoch gpu_mem box obj cls labels img_size
125/149 1.71G 0.01773 0.01304 0.01043 35 416: 100% 4/4 [00:00<00:00, 6.49it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.92it/s]
all 18 18 0.917 0.896 0.98 0.607
Epoch gpu_mem box obj cls labels img_size
126/149 1.71G 0.02195 0.01304 0.01523 26 416: 100% 4/4 [00:00<00:00, 6.60it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.58it/s]
all 18 18 0.949 0.944 0.987 0.624
Epoch gpu_mem box obj cls labels img_size
127/149 1.71G 0.01903 0.01259 0.01325 21 416: 100% 4/4 [00:00<00:00, 6.55it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.91it/s]
all 18 18 0.927 0.889 0.98 0.596
Epoch gpu_mem box obj cls labels img_size
128/149 1.71G 0.02324 0.01262 0.0201 26 416: 100% 4/4 [00:00<00:00, 6.19it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.02it/s]
all 18 18 0.949 0.931 0.987 0.619
Epoch gpu_mem box obj cls labels img_size
129/149 1.71G 0.02409 0.01249 0.0153 33 416: 100% 4/4 [00:00<00:00, 6.50it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.09it/s]
all 18 18 0.905 0.889 0.98 0.641
Epoch gpu_mem box obj cls labels img_size
130/149 1.71G 0.0272 0.0144 0.02077 41 416: 100% 4/4 [00:00<00:00, 6.40it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.06it/s]
all 18 18 0.931 0.932 0.987 0.666
Epoch gpu_mem box obj cls labels img_size
131/149 1.71G 0.02825 0.01296 0.02682 32 416: 100% 4/4 [00:00<00:00, 6.45it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.05it/s]
all 18 18 0.915 0.948 0.987 0.655
Epoch gpu_mem box obj cls labels img_size
132/149 1.71G 0.02089 0.01315 0.01927 35 416: 100% 4/4 [00:00<00:00, 6.51it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.45it/s]
all 18 18 0.903 0.948 0.987 0.656
Epoch gpu_mem box obj cls labels img_size
133/149 1.71G 0.02453 0.01353 0.01714 34 416: 100% 4/4 [00:00<00:00, 6.86it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.33it/s]
all 18 18 0.945 0.944 0.987 0.638
Epoch gpu_mem box obj cls labels img_size
134/149 1.71G 0.02213 0.01274 0.0182 33 416: 100% 4/4 [00:00<00:00, 6.87it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.92it/s]
all 18 18 0.953 0.937 0.987 0.652
Epoch gpu_mem box obj cls labels img_size
135/149 1.71G 0.0155 0.011 0.01429 24 416: 100% 4/4 [00:00<00:00, 6.69it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.13it/s]
all 18 18 0.965 0.928 0.987 0.638
Epoch gpu_mem box obj cls labels img_size
136/149 1.71G 0.02751 0.01304 0.01953 31 416: 100% 4/4 [00:00<00:00, 6.56it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.15it/s]
all 18 18 0.969 0.923 0.987 0.636
Epoch gpu_mem box obj cls labels img_size
137/149 1.71G 0.02223 0.01278 0.01611 29 416: 100% 4/4 [00:00<00:00, 6.66it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.70it/s]
all 18 18 0.867 0.971 0.979 0.606
Epoch gpu_mem box obj cls labels img_size
138/149 1.71G 0.01687 0.01243 0.01784 26 416: 100% 4/4 [00:00<00:00, 6.74it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.52it/s]
all 18 18 0.977 0.932 0.987 0.617
Epoch gpu_mem box obj cls labels img_size
139/149 1.71G 0.0239 0.01319 0.01698 32 416: 100% 4/4 [00:00<00:00, 6.85it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.05it/s]
all 18 18 0.978 0.933 0.987 0.622
Epoch gpu_mem box obj cls labels img_size
140/149 1.71G 0.01946 0.01319 0.01707 24 416: 100% 4/4 [00:00<00:00, 6.13it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.57it/s]
all 18 18 0.971 0.937 0.987 0.625
Epoch gpu_mem box obj cls labels img_size
141/149 1.71G 0.0199 0.01228 0.0151 26 416: 100% 4/4 [00:00<00:00, 6.67it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.06it/s]
all 18 18 0.968 0.944 0.987 0.621
Epoch gpu_mem box obj cls labels img_size
142/149 1.71G 0.01784 0.01073 0.01375 24 416: 100% 4/4 [00:00<00:00, 6.37it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.99it/s]
all 18 18 0.953 0.944 0.987 0.636
Epoch gpu_mem box obj cls labels img_size
143/149 1.71G 0.01925 0.01379 0.0134 29 416: 100% 4/4 [00:00<00:00, 6.49it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.72it/s]
all 18 18 0.874 0.965 0.979 0.595
Epoch gpu_mem box obj cls labels img_size
144/149 1.71G 0.01959 0.01274 0.01802 24 416: 100% 4/4 [00:00<00:00, 6.41it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.99it/s]
all 18 18 0.88 0.963 0.979 0.614
Epoch gpu_mem box obj cls labels img_size
145/149 1.71G 0.0279 0.01481 0.01819 35 416: 100% 4/4 [00:00<00:00, 5.95it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.94it/s]
all 18 18 0.886 0.963 0.979 0.621
Epoch gpu_mem box obj cls labels img_size
146/149 1.71G 0.01795 0.01238 0.0159 31 416: 100% 4/4 [00:00<00:00, 6.38it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 9.38it/s]
all 18 18 0.89 0.963 0.979 0.625
Epoch gpu_mem box obj cls labels img_size
147/149 1.71G 0.02616 0.01249 0.01851 35 416: 100% 4/4 [00:00<00:00, 6.25it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.77it/s]
all 18 18 0.889 0.964 0.979 0.625
Epoch gpu_mem box obj cls labels img_size
148/149 1.71G 0.02275 0.01198 0.01715 36 416: 100% 4/4 [00:00<00:00, 6.79it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.66it/s]
all 18 18 0.891 0.964 0.979 0.624
Epoch gpu_mem box obj cls labels img_size
149/149 1.71G 0.01744 0.01175 0.01528 30 416: 100% 4/4 [00:00<00:00, 6.45it/s]
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 8.93it/s]
all 18 18 0.891 0.965 0.979 0.632
150 epochs completed in 0.049 hours.
Optimizer stripped from runs/train/exp/weights/last.pt, 14.3MB
Optimizer stripped from runs/train/exp/weights/best.pt, 14.3MB
Validating runs/train/exp/weights/best.pt...
Fusing layers...
Model summary: 213 layers, 7018216 parameters, 0 gradients, 15.8 GFLOPs
Class Images Labels P R [email protected] [email protected]:.95: 100% 1/1 [00:00<00:00, 6.38it/s]
all 18 18 0.931 0.932 0.987 0.666
DESKTOP 18 6 0.958 1 0.995 0.556
NOTEBOOK 18 6 0.835 0.842 0.972 0.51
SMARTPHONE 18 6 1 0.954 0.995 0.933
Results saved to runs/train/exp
**
**
https://app.roboflow.com/ia-iqcs5/projeto-final---modelos-preditivos-conexionistas/browse
https://huggingface.co/robertosa13/images_modelos_conexionistas/tree/main
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