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diff --git a/models/Yolo/args.yaml b/models/Yolo/args.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..16f9c2162df6a9dc84381d656c39ef2edc8f1603
--- /dev/null
+++ b/models/Yolo/args.yaml
@@ -0,0 +1,105 @@
+task: detect
+mode: train
+model: yolov8m.pt
+data: /home/users/d/divia/YOLOv8_Data/data.yaml
+epochs: 50
+time: null
+patience: 100
+batch: 8
+imgsz: 512
+save: true
+save_period: -1
+cache: false
+device: 0
+workers: 2
+project: pokemon-yolo-hpc
+name: yolov8m-pokemon3
+exist_ok: false
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 0
+deterministic: true
+single_cls: false
+rect: false
+cos_lr: false
+close_mosaic: 10
+resume: false
+amp: true
+fraction: 1.0
+profile: false
+freeze: null
+multi_scale: false
+overlap_mask: true
+mask_ratio: 4
+dropout: 0.0
+val: true
+split: val
+save_json: false
+conf: null
+iou: 0.7
+max_det: 300
+half: false
+dnn: false
+plots: true
+source: null
+vid_stride: 1
+stream_buffer: false
+visualize: false
+augment: false
+agnostic_nms: false
+classes: null
+retina_masks: false
+embed: null
+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: null
+format: torchscript
+keras: false
+optimize: false
+int8: false
+dynamic: false
+simplify: true
+opset: null
+workspace: null
+nms: false
+lr0: 0.01
+lrf: 0.01
+momentum: 0.937
+weight_decay: 0.0005
+warmup_epochs: 3.0
+warmup_momentum: 0.8
+warmup_bias_lr: 0.1
+box: 7.5
+cls: 0.5
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+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
+copy_paste_mode: flip
+auto_augment: randaugment
+erasing: 0.4
+crop_fraction: 1.0
+cfg: null
+tracker: botsort.yaml
+save_dir: pokemon-yolo-hpc/yolov8m-pokemon3
diff --git a/models/Yolo/confusion_matrix.png b/models/Yolo/confusion_matrix.png
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diff --git a/models/Yolo/confusion_matrix_normalized.png b/models/Yolo/confusion_matrix_normalized.png
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diff --git a/models/Yolo/labels.jpg b/models/Yolo/labels.jpg
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diff --git a/models/Yolo/labels_correlogram.jpg b/models/Yolo/labels_correlogram.jpg
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diff --git a/models/Yolo/results.csv b/models/Yolo/results.csv
new file mode 100644
index 0000000000000000000000000000000000000000..abc9fc4e4f2d0358a2c78f7e6a6c68f273dbb902
--- /dev/null
+++ b/models/Yolo/results.csv
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diff --git a/models/Yolo/weights/best.pt b/models/Yolo/weights/best.pt
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diff --git a/models/Yolo/weights/last.pt b/models/Yolo/weights/last.pt
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diff --git a/slurm/train_Yolo.sh b/slurm/train_Yolo.sh
new file mode 100644
index 0000000000000000000000000000000000000000..36b8bb5a8ee3b170f698f02a565f126b9cbac590
--- /dev/null
+++ b/slurm/train_Yolo.sh
@@ -0,0 +1,34 @@
+#!/bin/sh
+#SBATCH --job-name=Yolo
+#SBATCH --output=yolo_%j.out
+#SBATCH --partition=shared-gpu
+#SBATCH --gres=gpu:1,VramPerGpu:80G
+#SBATCH --cpus-per-task=2
+#SBATCH --mem=16G
+#SBATCH --time=05:00:00
+#SBATCH --mail-type=FAIL
+
+module purge
+module load Anaconda3
+
+# Load conda or modules as required
+eval "$(conda shell.bash hook)"
+conda activate yolov8
+
+# Optional env var for PyTorch fragmentation issues
+export PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True
+
+cd /home/users/d/divia/
+
+# Run training
+yolo detect train \
+ model=yolov8m.pt \
+ data=/home/users/d/divia/YOLOv8_Data/data.yaml \
+ epochs=50 \
+ imgsz=512 \
+ batch=8 \
+ project=pokemon-yolo-hpc \
+ name=yolov8m-pokemon \
+ device=0 \
+ workers=2 \
+ cache=False
diff --git a/slurm/yolo_16557136.out b/slurm/yolo_16557136.out
new file mode 100644
index 0000000000000000000000000000000000000000..0f9beea2e8844fb4dc5aa9fa5e64d3077ae3a2a5
--- /dev/null
+++ b/slurm/yolo_16557136.out
@@ -0,0 +1,315 @@
+Ultralytics 8.3.107 🚀 Python-3.10.16 torch-2.6.0+cu124 CUDA:0 (NVIDIA A100 80GB PCIe, 81342MiB)
+[34m[1mengine/trainer: [0mtask=detect, mode=train, model=yolov8m.pt, data=/home/users/d/divia/YOLOv8_Data/data.yaml, epochs=50, time=None, patience=100, batch=8, imgsz=512, save=True, save_period=-1, cache=False, device=0, workers=2, project=pokemon-yolo-hpc, name=yolov8m-pokemon3, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=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=True, opset=None, workspace=None, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, 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, copy_paste_mode=flip, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=pokemon-yolo-hpc/yolov8m-pokemon3
+Downloading https://ultralytics.com/assets/Arial.ttf to '/home/users/d/divia/.config/Ultralytics/Arial.ttf'...
+
0%| | 0.00/755k [00:00<?, ?B/s]
100%|██████████| 755k/755k [00:00<00:00, 15.0MB/s]
+Overriding model.yaml nc=80 with nc=1
+
+ from n params module arguments
+ 0 -1 1 1392 ultralytics.nn.modules.conv.Conv [3, 48, 3, 2]
+ 1 -1 1 41664 ultralytics.nn.modules.conv.Conv [48, 96, 3, 2]
+ 2 -1 2 111360 ultralytics.nn.modules.block.C2f [96, 96, 2, True]
+ 3 -1 1 166272 ultralytics.nn.modules.conv.Conv [96, 192, 3, 2]
+ 4 -1 4 813312 ultralytics.nn.modules.block.C2f [192, 192, 4, True]
+ 5 -1 1 664320 ultralytics.nn.modules.conv.Conv [192, 384, 3, 2]
+ 6 -1 4 3248640 ultralytics.nn.modules.block.C2f [384, 384, 4, True]
+ 7 -1 1 1991808 ultralytics.nn.modules.conv.Conv [384, 576, 3, 2]
+ 8 -1 2 3985920 ultralytics.nn.modules.block.C2f [576, 576, 2, True]
+ 9 -1 1 831168 ultralytics.nn.modules.block.SPPF [576, 576, 5]
+ 10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
+ 11 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1]
+ 12 -1 2 1993728 ultralytics.nn.modules.block.C2f [960, 384, 2]
+ 13 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
+ 14 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1]
+ 15 -1 2 517632 ultralytics.nn.modules.block.C2f [576, 192, 2]
+ 16 -1 1 332160 ultralytics.nn.modules.conv.Conv [192, 192, 3, 2]
+ 17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1]
+ 18 -1 2 1846272 ultralytics.nn.modules.block.C2f [576, 384, 2]
+ 19 -1 1 1327872 ultralytics.nn.modules.conv.Conv [384, 384, 3, 2]
+ 20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1]
+ 21 -1 2 4207104 ultralytics.nn.modules.block.C2f [960, 576, 2]
+ 22 [15, 18, 21] 1 3776275 ultralytics.nn.modules.head.Detect [1, [192, 384, 576]]
+Model summary: 169 layers, 25,856,899 parameters, 25,856,883 gradients, 79.1 GFLOPs
+
+Transferred 469/475 items from pretrained weights
+Freezing layer 'model.22.dfl.conv.weight'
+[34m[1mAMP: [0mrunning Automatic Mixed Precision (AMP) checks...
+Downloading https://github.com/ultralytics/assets/releases/download/v8.3.0/yolo11n.pt to 'yolo11n.pt'...
+
0%| | 0.00/5.35M [00:00<?, ?B/s]
100%|██████████| 5.35M/5.35M [00:00<00:00, 58.4MB/s]
+[34m[1mAMP: [0mchecks passed ✅
+
[34m[1mtrain: [0mScanning /home/users/d/divia/YOLOv8_Data/labels/train...: 0%| | 0/459 [00:00<?, ?it/s]
[34m[1mtrain: [0mScanning /home/users/d/divia/YOLOv8_Data/labels/train... 65 images, 0 backgrounds, 0 corrupt: 14%|█▍ | 65/459 [00:00<00:00, 626.47it/s]
[34m[1mtrain: [0mScanning /home/users/d/divia/YOLOv8_Data/labels/train... 273 images, 0 backgrounds, 0 corrupt: 59%|█████▉ | 273/459 [00:00<00:00, 1457.93it/s]
[34m[1mtrain: [0mScanning /home/users/d/divia/YOLOv8_Data/labels/train... 458 images, 1 backgrounds, 0 corrupt: 100%|██████████| 459/459 [00:00<00:00, 1549.06it/s]
+[34m[1mtrain: [0mNew cache created: /home/users/d/divia/YOLOv8_Data/labels/train.cache
+
[34m[1mval: [0mScanning /home/users/d/divia/YOLOv8_Data/labels/val...: 0%| | 0/253 [00:00<?, ?it/s]
[34m[1mval: [0mScanning /home/users/d/divia/YOLOv8_Data/labels/val... 120 images, 0 backgrounds, 0 corrupt: 47%|████▋ | 120/253 [00:00<00:00, 1196.38it/s]
[34m[1mval: [0mScanning /home/users/d/divia/YOLOv8_Data/labels/val... 253 images, 0 backgrounds, 0 corrupt: 100%|██████████| 253/253 [00:00<00:00, 1416.17it/s]
+[34m[1mval: [0mNew cache created: /home/users/d/divia/YOLOv8_Data/labels/val.cache
+/home/users/d/divia/.conda/envs/yolov8/lib/python3.10/site-packages/torch/utils/data/dataloader.py:624: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.
+ warnings.warn(
+Plotting labels to pokemon-yolo-hpc/yolov8m-pokemon3/labels.jpg...
+[34m[1moptimizer:[0m 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically...
+[34m[1moptimizer:[0m AdamW(lr=0.002, momentum=0.9) with parameter groups 77 weight(decay=0.0), 84 weight(decay=0.0005), 83 bias(decay=0.0)
+Image sizes 512 train, 512 val
+Using 2 dataloader workers
+Logging results to [1mpokemon-yolo-hpc/yolov8m-pokemon3[0m
+Starting training for 50 epochs...
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
1/50 1.93G 1.205 2.413 1.657 32 512: 0%| | 0/58 [00:03<?, ?it/s]
1/50 1.93G 1.205 2.413 1.657 32 512: 2%|▏ | 1/58 [00:03<03:22, 3.55s/it]
1/50 1.95G 1.123 2.373 1.541 29 512: 2%|▏ | 1/58 [00:03<03:22, 3.55s/it]
1/50 1.95G 1.123 2.373 1.541 29 512: 3%|▎ | 2/58 [00:03<01:27, 1.56s/it]
1/50 1.95G 1.093 2.439 1.522 25 512: 3%|▎ | 2/58 [00:03<01:27, 1.56s/it]
1/50 1.95G 1.093 2.439 1.522 25 512: 5%|▌ | 3/58 [00:03<00:49, 1.11it/s]
1/50 1.96G 1.075 2.448 1.5 27 512: 5%|▌ | 3/58 [00:03<00:49, 1.11it/s]
1/50 1.96G 1.075 2.448 1.5 27 512: 7%|▋ | 4/58 [00:03<00:31, 1.71it/s]
1/50 1.96G 1.164 2.448 1.537 40 512: 7%|▋ | 4/58 [00:04<00:31, 1.71it/s]
1/50 1.96G 1.164 2.448 1.537 40 512: 9%|▊ | 5/58 [00:04<00:25, 2.07it/s]
1/50 2.15G 1.162 2.357 1.537 38 512: 9%|▊ | 5/58 [00:04<00:25, 2.07it/s]
1/50 2.15G 1.175 2.217 1.532 36 512: 9%|▊ | 5/58 [00:04<00:25, 2.07it/s]
1/50 2.15G 1.175 2.217 1.532 36 512: 12%|█▏ | 7/58 [00:04<00:14, 3.52it/s]
1/50 2.15G 1.146 2.174 1.506 23 512: 12%|█▏ | 7/58 [00:04<00:14, 3.52it/s]
1/50 2.15G 1.198 2.14 1.545 31 512: 12%|█▏ | 7/58 [00:04<00:14, 3.52it/s]
1/50 2.15G 1.198 2.14 1.545 31 512: 16%|█▌ | 9/58 [00:04<00:09, 5.00it/s]
1/50 2.15G 1.195 2.065 1.547 25 512: 16%|█▌ | 9/58 [00:04<00:09, 5.00it/s]
1/50 2.15G 1.161 2.012 1.527 23 512: 16%|█▌ | 9/58 [00:04<00:09, 5.00it/s]
1/50 2.15G 1.161 2.012 1.527 23 512: 19%|█▉ | 11/58 [00:04<00:07, 6.40it/s]
1/50 2.15G 1.142 1.967 1.509 30 512: 19%|█▉ | 11/58 [00:04<00:07, 6.40it/s]
1/50 2.15G 1.147 1.944 1.501 30 512: 19%|█▉ | 11/58 [00:04<00:07, 6.40it/s]
1/50 2.15G 1.147 1.944 1.501 30 512: 22%|██▏ | 13/58 [00:04<00:06, 7.45it/s]
1/50 2.15G 1.136 1.892 1.486 30 512: 22%|██▏ | 13/58 [00:04<00:06, 7.45it/s]
1/50 2.22G 1.12 1.857 1.475 21 512: 22%|██▏ | 13/58 [00:05<00:06, 7.45it/s]
1/50 2.22G 1.12 1.857 1.475 21 512: 26%|██▌ | 15/58 [00:05<00:04, 8.78it/s]
1/50 2.22G 1.128 1.836 1.471 46 512: 26%|██▌ | 15/58 [00:05<00:04, 8.78it/s]
1/50 2.22G 1.12 1.796 1.469 23 512: 26%|██▌ | 15/58 [00:05<00:04, 8.78it/s]
1/50 2.22G 1.12 1.796 1.469 23 512: 29%|██▉ | 17/58 [00:05<00:04, 9.76it/s]
1/50 2.22G 1.119 1.772 1.46 56 512: 29%|██▉ | 17/58 [00:05<00:04, 9.76it/s]
1/50 2.22G 1.113 1.759 1.454 34 512: 29%|██▉ | 17/58 [00:05<00:04, 9.76it/s]
1/50 2.22G 1.113 1.759 1.454 34 512: 33%|███▎ | 19/58 [00:05<00:03, 10.69it/s]
1/50 2.22G 1.112 1.733 1.454 34 512: 33%|███▎ | 19/58 [00:05<00:03, 10.69it/s]
1/50 2.22G 1.113 1.718 1.46 20 512: 33%|███▎ | 19/58 [00:05<00:03, 10.69it/s]
1/50 2.22G 1.113 1.718 1.46 20 512: 36%|███▌ | 21/58 [00:05<00:03, 11.32it/s]
1/50 2.22G 1.104 1.688 1.454 20 512: 36%|███▌ | 21/58 [00:05<00:03, 11.32it/s]
1/50 2.22G 1.094 1.665 1.448 25 512: 36%|███▌ | 21/58 [00:05<00:03, 11.32it/s]
1/50 2.22G 1.094 1.665 1.448 25 512: 40%|███▉ | 23/58 [00:05<00:02, 11.76it/s]
1/50 2.22G 1.103 1.659 1.455 29 512: 40%|███▉ | 23/58 [00:05<00:02, 11.76it/s]
1/50 2.22G 1.108 1.638 1.457 21 512: 40%|███▉ | 23/58 [00:05<00:02, 11.76it/s]
1/50 2.22G 1.108 1.638 1.457 21 512: 43%|████▎ | 25/58 [00:05<00:02, 12.04it/s]
1/50 2.22G 1.107 1.643 1.45 38 512: 43%|████▎ | 25/58 [00:05<00:02, 12.04it/s]
1/50 2.22G 1.119 1.652 1.458 38 512: 43%|████▎ | 25/58 [00:06<00:02, 12.04it/s]
1/50 2.22G 1.119 1.652 1.458 38 512: 47%|████▋ | 27/58 [00:06<00:02, 12.33it/s]
1/50 2.22G 1.128 1.645 1.462 24 512: 47%|████▋ | 27/58 [00:06<00:02, 12.33it/s]
1/50 2.22G 1.124 1.627 1.456 28 512: 47%|████▋ | 27/58 [00:06<00:02, 12.33it/s]
1/50 2.22G 1.124 1.627 1.456 28 512: 50%|█████ | 29/58 [00:06<00:02, 12.58it/s]
1/50 2.22G 1.125 1.616 1.456 34 512: 50%|█████ | 29/58 [00:06<00:02, 12.58it/s]
1/50 2.22G 1.126 1.613 1.46 25 512: 50%|█████ | 29/58 [00:06<00:02, 12.58it/s]
1/50 2.22G 1.126 1.613 1.46 25 512: 53%|█████▎ | 31/58 [00:06<00:02, 12.73it/s]
1/50 2.22G 1.131 1.604 1.463 33 512: 53%|█████▎ | 31/58 [00:06<00:02, 12.73it/s]
1/50 2.22G 1.132 1.595 1.463 32 512: 53%|█████▎ | 31/58 [00:06<00:02, 12.73it/s]
1/50 2.22G 1.132 1.595 1.463 32 512: 57%|█████▋ | 33/58 [00:06<00:01, 12.96it/s]
1/50 2.22G 1.134 1.591 1.462 24 512: 57%|█████▋ | 33/58 [00:06<00:01, 12.96it/s]
1/50 2.22G 1.131 1.582 1.456 29 512: 57%|█████▋ | 33/58 [00:06<00:01, 12.96it/s]
1/50 2.22G 1.131 1.582 1.456 29 512: 60%|██████ | 35/58 [00:06<00:01, 12.82it/s]
1/50 2.22G 1.13 1.571 1.456 32 512: 60%|██████ | 35/58 [00:06<00:01, 12.82it/s]
1/50 2.22G 1.123 1.555 1.452 35 512: 60%|██████ | 35/58 [00:06<00:01, 12.82it/s]
1/50 2.22G 1.123 1.555 1.452 35 512: 64%|██████▍ | 37/58 [00:06<00:01, 13.01it/s]
1/50 2.22G 1.126 1.55 1.457 32 512: 64%|██████▍ | 37/58 [00:06<00:01, 13.01it/s]
1/50 2.22G 1.131 1.549 1.462 31 512: 64%|██████▍ | 37/58 [00:06<00:01, 13.01it/s]
1/50 2.22G 1.131 1.549 1.462 31 512: 67%|██████▋ | 39/58 [00:06<00:01, 13.65it/s]
1/50 2.24G 1.137 1.541 1.465 41 512: 67%|██████▋ | 39/58 [00:06<00:01, 13.65it/s]
1/50 2.24G 1.136 1.531 1.468 29 512: 67%|██████▋ | 39/58 [00:07<00:01, 13.65it/s]
1/50 2.24G 1.136 1.531 1.468 29 512: 71%|███████ | 41/58 [00:07<00:01, 13.42it/s]
1/50 2.24G 1.139 1.526 1.471 26 512: 71%|███████ | 41/58 [00:07<00:01, 13.42it/s]
1/50 2.24G 1.14 1.516 1.47 32 512: 71%|███████ | 41/58 [00:07<00:01, 13.42it/s]
1/50 2.24G 1.14 1.516 1.47 32 512: 74%|███████▍ | 43/58 [00:07<00:01, 13.24it/s]
1/50 2.24G 1.148 1.511 1.473 31 512: 74%|███████▍ | 43/58 [00:07<00:01, 13.24it/s]
1/50 2.24G 1.152 1.504 1.478 22 512: 74%|███████▍ | 43/58 [00:07<00:01, 13.24it/s]
1/50 2.24G 1.152 1.504 1.478 22 512: 78%|███████▊ | 45/58 [00:07<00:00, 13.83it/s]
1/50 2.24G 1.158 1.502 1.481 34 512: 78%|███████▊ | 45/58 [00:07<00:00, 13.83it/s]
1/50 2.24G 1.162 1.501 1.483 40 512: 78%|███████▊ | 45/58 [00:07<00:00, 13.83it/s]
1/50 2.24G 1.162 1.501 1.483 40 512: 81%|████████ | 47/58 [00:07<00:00, 13.51it/s]
1/50 2.24G 1.167 1.495 1.488 26 512: 81%|████████ | 47/58 [00:07<00:00, 13.51it/s]
1/50 2.24G 1.173 1.492 1.492 31 512: 81%|████████ | 47/58 [00:07<00:00, 13.51it/s]
1/50 2.24G 1.173 1.492 1.492 31 512: 84%|████████▍ | 49/58 [00:07<00:00, 13.30it/s]
1/50 2.24G 1.174 1.482 1.492 37 512: 84%|████████▍ | 49/58 [00:07<00:00, 13.30it/s]
1/50 2.24G 1.18 1.477 1.497 29 512: 84%|████████▍ | 49/58 [00:07<00:00, 13.30it/s]
1/50 2.24G 1.18 1.477 1.497 29 512: 88%|████████▊ | 51/58 [00:07<00:00, 14.02it/s]
1/50 2.24G 1.185 1.475 1.5 31 512: 88%|████████▊ | 51/58 [00:07<00:00, 14.02it/s]
1/50 2.24G 1.185 1.47 1.499 38 512: 88%|████████▊ | 51/58 [00:07<00:00, 14.02it/s]
1/50 2.24G 1.185 1.47 1.499 38 512: 91%|█████████▏| 53/58 [00:07<00:00, 13.87it/s]
1/50 2.24G 1.189 1.467 1.498 36 512: 91%|█████████▏| 53/58 [00:07<00:00, 13.87it/s]
1/50 2.24G 1.189 1.461 1.5 35 512: 91%|█████████▏| 53/58 [00:08<00:00, 13.87it/s]
1/50 2.24G 1.189 1.461 1.5 35 512: 95%|█████████▍| 55/58 [00:08<00:00, 13.72it/s]
1/50 2.24G 1.192 1.459 1.502 26 512: 95%|█████████▍| 55/58 [00:08<00:00, 13.72it/s]
1/50 2.24G 1.199 1.456 1.51 27 512: 95%|█████████▍| 55/58 [00:08<00:00, 13.72it/s]
1/50 2.24G 1.199 1.456 1.51 27 512: 98%|█████████▊| 57/58 [00:08<00:00, 13.99it/s]
1/50 2.26G 1.207 1.457 1.513 30 512: 98%|█████████▊| 57/58 [00:08<00:00, 13.99it/s]
1/50 2.26G 1.207 1.457 1.513 30 512: 100%|██████████| 58/58 [00:08<00:00, 6.90it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 6%|▋ | 1/16 [00:02<00:31, 2.12s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 19%|█▉ | 3/16 [00:02<00:07, 1.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 31%|███▏ | 5/16 [00:02<00:03, 2.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 44%|████▍ | 7/16 [00:02<00:02, 4.29it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 56%|█████▋ | 9/16 [00:02<00:01, 5.25it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:02<00:01, 5.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:03<00:00, 7.64it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:03<00:00, 8.07it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:03<00:00, 8.45it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:03<00:00, 4.55it/s]
+ all 253 461 0.641 0.62 0.634 0.31
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
2/50 2.29G 1.366 1.268 1.567 33 512: 0%| | 0/58 [00:00<?, ?it/s]
2/50 2.38G 1.445 1.363 1.644 32 512: 0%| | 0/58 [00:00<?, ?it/s]
2/50 2.38G 1.445 1.363 1.644 32 512: 3%|▎ | 2/58 [00:00<00:03, 15.08it/s]
2/50 2.39G 1.39 1.32 1.632 27 512: 3%|▎ | 2/58 [00:00<00:03, 15.08it/s]
2/50 2.39G 1.373 1.28 1.632 30 512: 3%|▎ | 2/58 [00:00<00:03, 15.08it/s]
2/50 2.39G 1.373 1.28 1.632 30 512: 7%|▋ | 4/58 [00:00<00:03, 14.17it/s]
2/50 2.39G 1.379 1.324 1.662 22 512: 7%|▋ | 4/58 [00:00<00:03, 14.17it/s]
2/50 2.39G 1.414 1.343 1.679 47 512: 7%|▋ | 4/58 [00:00<00:03, 14.17it/s]
2/50 2.39G 1.414 1.343 1.679 47 512: 10%|█ | 6/58 [00:00<00:03, 14.56it/s]
2/50 2.39G 1.373 1.351 1.664 24 512: 10%|█ | 6/58 [00:00<00:03, 14.56it/s]
2/50 2.39G 1.352 1.347 1.627 35 512: 10%|█ | 6/58 [00:00<00:03, 14.56it/s]
2/50 2.39G 1.352 1.347 1.627 35 512: 14%|█▍ | 8/58 [00:00<00:03, 13.82it/s]
2/50 2.39G 1.363 1.337 1.626 34 512: 14%|█▍ | 8/58 [00:00<00:03, 13.82it/s]
2/50 2.41G 1.377 1.383 1.623 56 512: 14%|█▍ | 8/58 [00:00<00:03, 13.82it/s]
2/50 2.41G 1.377 1.383 1.623 56 512: 17%|█▋ | 10/58 [00:00<00:03, 14.35it/s]
2/50 2.41G 1.374 1.379 1.613 37 512: 17%|█▋ | 10/58 [00:00<00:03, 14.35it/s]
2/50 2.41G 1.377 1.37 1.616 32 512: 17%|█▋ | 10/58 [00:00<00:03, 14.35it/s]
2/50 2.41G 1.377 1.37 1.616 32 512: 21%|██ | 12/58 [00:00<00:03, 13.83it/s]
2/50 2.41G 1.388 1.366 1.624 52 512: 21%|██ | 12/58 [00:00<00:03, 13.83it/s]
2/50 2.41G 1.397 1.357 1.628 34 512: 21%|██ | 12/58 [00:00<00:03, 13.83it/s]
2/50 2.41G 1.397 1.357 1.628 34 512: 24%|██▍ | 14/58 [00:00<00:03, 14.25it/s]
2/50 2.41G 1.39 1.33 1.626 28 512: 24%|██▍ | 14/58 [00:01<00:03, 14.25it/s]
2/50 2.41G 1.401 1.353 1.64 24 512: 24%|██▍ | 14/58 [00:01<00:03, 14.25it/s]
2/50 2.41G 1.401 1.353 1.64 24 512: 28%|██▊ | 16/58 [00:01<00:03, 13.82it/s]
2/50 2.41G 1.406 1.347 1.642 42 512: 28%|██▊ | 16/58 [00:01<00:03, 13.82it/s]
2/50 2.41G 1.405 1.369 1.645 28 512: 28%|██▊ | 16/58 [00:01<00:03, 13.82it/s]
2/50 2.41G 1.405 1.369 1.645 28 512: 31%|███ | 18/58 [00:01<00:02, 14.33it/s]
2/50 2.41G 1.403 1.372 1.637 38 512: 31%|███ | 18/58 [00:01<00:02, 14.33it/s]
2/50 2.41G 1.408 1.366 1.641 28 512: 31%|███ | 18/58 [00:01<00:02, 14.33it/s]
2/50 2.41G 1.408 1.366 1.641 28 512: 34%|███▍ | 20/58 [00:01<00:02, 13.93it/s]
2/50 2.41G 1.413 1.379 1.648 18 512: 34%|███▍ | 20/58 [00:01<00:02, 13.93it/s]
2/50 2.41G 1.414 1.37 1.649 27 512: 34%|███▍ | 20/58 [00:01<00:02, 13.93it/s]
2/50 2.41G 1.414 1.37 1.649 27 512: 38%|███▊ | 22/58 [00:01<00:02, 14.18it/s]
2/50 2.41G 1.411 1.366 1.644 33 512: 38%|███▊ | 22/58 [00:01<00:02, 14.18it/s]
2/50 2.41G 1.407 1.366 1.644 25 512: 38%|███▊ | 22/58 [00:01<00:02, 14.18it/s]
2/50 2.41G 1.407 1.366 1.644 25 512: 41%|████▏ | 24/58 [00:01<00:02, 13.70it/s]
2/50 2.41G 1.404 1.37 1.639 33 512: 41%|████▏ | 24/58 [00:01<00:02, 13.70it/s]
2/50 2.41G 1.407 1.38 1.642 25 512: 41%|████▏ | 24/58 [00:01<00:02, 13.70it/s]
2/50 2.41G 1.407 1.38 1.642 25 512: 45%|████▍ | 26/58 [00:01<00:02, 14.09it/s]
2/50 2.41G 1.408 1.383 1.641 33 512: 45%|████▍ | 26/58 [00:01<00:02, 14.09it/s]
2/50 2.41G 1.41 1.384 1.646 32 512: 45%|████▍ | 26/58 [00:02<00:02, 14.09it/s]
2/50 2.41G 1.41 1.384 1.646 32 512: 48%|████▊ | 28/58 [00:02<00:02, 13.27it/s]
2/50 2.41G 1.41 1.384 1.647 24 512: 48%|████▊ | 28/58 [00:02<00:02, 13.27it/s]
2/50 2.41G 1.408 1.392 1.643 43 512: 48%|████▊ | 28/58 [00:02<00:02, 13.27it/s]
2/50 2.41G 1.408 1.392 1.643 43 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.67it/s]
2/50 2.41G 1.415 1.414 1.652 22 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.67it/s]
2/50 2.41G 1.413 1.413 1.652 26 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.67it/s]
2/50 2.41G 1.413 1.413 1.652 26 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.97it/s]
2/50 2.41G 1.415 1.409 1.659 22 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.97it/s]
2/50 2.41G 1.417 1.413 1.659 29 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.97it/s]
2/50 2.41G 1.417 1.413 1.659 29 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.62it/s]
2/50 2.41G 1.423 1.42 1.662 37 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.62it/s]
2/50 2.41G 1.421 1.416 1.659 40 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.62it/s]
2/50 2.41G 1.421 1.416 1.659 40 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.47it/s]
2/50 2.41G 1.423 1.421 1.66 39 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.47it/s]
2/50 2.41G 1.425 1.422 1.662 36 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.47it/s]
2/50 2.41G 1.425 1.422 1.662 36 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.43it/s]
2/50 2.41G 1.427 1.421 1.663 37 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.43it/s]
2/50 2.41G 1.427 1.423 1.658 49 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.43it/s]
2/50 2.41G 1.427 1.423 1.658 49 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.66it/s]
2/50 2.41G 1.426 1.421 1.661 23 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.66it/s]
2/50 2.41G 1.422 1.416 1.657 26 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.66it/s]
2/50 2.41G 1.422 1.416 1.657 26 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.75it/s]
2/50 2.41G 1.419 1.41 1.657 38 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.75it/s]
2/50 2.41G 1.42 1.408 1.659 35 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.75it/s]
2/50 2.41G 1.42 1.408 1.659 35 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.37it/s]
2/50 2.41G 1.425 1.408 1.665 25 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.37it/s]
2/50 2.41G 1.42 1.404 1.66 27 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.37it/s]
2/50 2.41G 1.42 1.404 1.66 27 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.80it/s]
2/50 2.41G 1.425 1.407 1.663 30 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.80it/s]
2/50 2.41G 1.428 1.405 1.666 27 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.80it/s]
2/50 2.41G 1.428 1.405 1.666 27 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.62it/s]
2/50 2.41G 1.431 1.41 1.668 43 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.62it/s]
2/50 2.41G 1.426 1.406 1.665 33 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.62it/s]
2/50 2.41G 1.426 1.406 1.665 33 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.30it/s]
2/50 2.41G 1.422 1.404 1.663 41 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.30it/s]
2/50 2.41G 1.421 1.404 1.663 21 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.30it/s]
2/50 2.41G 1.421 1.404 1.663 21 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.54it/s]
2/50 2.41G 1.428 1.407 1.669 37 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.54it/s]
2/50 2.41G 1.427 1.412 1.668 31 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.54it/s]
2/50 2.41G 1.427 1.412 1.668 31 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.91it/s]
2/50 2.41G 1.427 1.417 1.67 24 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.91it/s]
2/50 2.41G 1.426 1.416 1.67 31 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.91it/s]
2/50 2.41G 1.426 1.416 1.67 31 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.07it/s]
2/50 2.41G 1.426 1.413 1.669 45 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.07it/s]
2/50 2.42G 1.429 1.415 1.672 10 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.07it/s]
2/50 2.42G 1.429 1.415 1.672 10 512: 100%|██████████| 58/58 [00:04<00:00, 12.35it/s]
2/50 2.42G 1.429 1.415 1.672 10 512: 100%|██████████| 58/58 [00:04<00:00, 13.56it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 14.09it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.26it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.29it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.37it/s]
+ all 253 461 0.223 0.295 0.159 0.0492
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
3/50 2.42G 1.499 1.347 1.683 39 512: 0%| | 0/58 [00:00<?, ?it/s]
3/50 2.42G 1.441 1.411 1.731 24 512: 0%| | 0/58 [00:00<?, ?it/s]
3/50 2.42G 1.441 1.411 1.731 24 512: 3%|▎ | 2/58 [00:00<00:03, 16.00it/s]
3/50 2.42G 1.514 1.472 1.761 40 512: 3%|▎ | 2/58 [00:00<00:03, 16.00it/s]
3/50 2.42G 1.462 1.466 1.712 23 512: 3%|▎ | 2/58 [00:00<00:03, 16.00it/s]
3/50 2.42G 1.462 1.466 1.712 23 512: 7%|▋ | 4/58 [00:00<00:03, 15.68it/s]
3/50 2.42G 1.526 1.489 1.758 55 512: 7%|▋ | 4/58 [00:00<00:03, 15.68it/s]
3/50 2.42G 1.525 1.479 1.755 31 512: 7%|▋ | 4/58 [00:00<00:03, 15.68it/s]
3/50 2.42G 1.525 1.479 1.755 31 512: 10%|█ | 6/58 [00:00<00:03, 14.17it/s]
3/50 2.42G 1.504 1.464 1.742 33 512: 10%|█ | 6/58 [00:00<00:03, 14.17it/s]
3/50 2.42G 1.492 1.463 1.739 41 512: 10%|█ | 6/58 [00:00<00:03, 14.17it/s]
3/50 2.42G 1.492 1.463 1.739 41 512: 14%|█▍ | 8/58 [00:00<00:03, 14.90it/s]
3/50 2.42G 1.477 1.451 1.721 41 512: 14%|█▍ | 8/58 [00:00<00:03, 14.90it/s]
3/50 2.42G 1.473 1.441 1.711 35 512: 14%|█▍ | 8/58 [00:00<00:03, 14.90it/s]
3/50 2.42G 1.473 1.441 1.711 35 512: 17%|█▋ | 10/58 [00:00<00:03, 14.69it/s]
3/50 2.42G 1.479 1.441 1.702 63 512: 17%|█▋ | 10/58 [00:00<00:03, 14.69it/s]
3/50 2.42G 1.48 1.429 1.704 42 512: 17%|█▋ | 10/58 [00:00<00:03, 14.69it/s]
3/50 2.42G 1.48 1.429 1.704 42 512: 21%|██ | 12/58 [00:00<00:03, 14.02it/s]
3/50 2.42G 1.482 1.44 1.707 31 512: 21%|██ | 12/58 [00:00<00:03, 14.02it/s]
3/50 2.42G 1.479 1.456 1.709 36 512: 21%|██ | 12/58 [00:00<00:03, 14.02it/s]
3/50 2.42G 1.479 1.456 1.709 36 512: 24%|██▍ | 14/58 [00:00<00:03, 14.31it/s]
3/50 2.42G 1.471 1.449 1.71 40 512: 24%|██▍ | 14/58 [00:01<00:03, 14.31it/s]
3/50 2.42G 1.468 1.471 1.709 31 512: 24%|██▍ | 14/58 [00:01<00:03, 14.31it/s]
3/50 2.42G 1.468 1.471 1.709 31 512: 28%|██▊ | 16/58 [00:01<00:02, 14.68it/s]
3/50 2.42G 1.457 1.463 1.694 38 512: 28%|██▊ | 16/58 [00:01<00:02, 14.68it/s]
3/50 2.42G 1.454 1.479 1.697 37 512: 28%|██▊ | 16/58 [00:01<00:02, 14.68it/s]
3/50 2.42G 1.454 1.479 1.697 37 512: 31%|███ | 18/58 [00:01<00:02, 14.22it/s]
3/50 2.42G 1.468 1.494 1.716 23 512: 31%|███ | 18/58 [00:01<00:02, 14.22it/s]
3/50 2.42G 1.47 1.49 1.723 25 512: 31%|███ | 18/58 [00:01<00:02, 14.22it/s]
3/50 2.42G 1.47 1.49 1.723 25 512: 34%|███▍ | 20/58 [00:01<00:02, 14.74it/s]
3/50 2.42G 1.465 1.477 1.718 32 512: 34%|███▍ | 20/58 [00:01<00:02, 14.74it/s]
3/50 2.42G 1.463 1.473 1.717 31 512: 34%|███▍ | 20/58 [00:01<00:02, 14.74it/s]
3/50 2.42G 1.463 1.473 1.717 31 512: 38%|███▊ | 22/58 [00:01<00:02, 14.16it/s]
3/50 2.42G 1.469 1.472 1.724 42 512: 38%|███▊ | 22/58 [00:01<00:02, 14.16it/s]
3/50 2.42G 1.466 1.462 1.722 39 512: 38%|███▊ | 22/58 [00:01<00:02, 14.16it/s]
3/50 2.42G 1.466 1.462 1.722 39 512: 41%|████▏ | 24/58 [00:01<00:02, 14.19it/s]
3/50 2.42G 1.465 1.461 1.72 50 512: 41%|████▏ | 24/58 [00:01<00:02, 14.19it/s]
3/50 2.42G 1.461 1.457 1.72 32 512: 41%|████▏ | 24/58 [00:01<00:02, 14.19it/s]
3/50 2.42G 1.461 1.457 1.72 32 512: 45%|████▍ | 26/58 [00:01<00:02, 13.76it/s]
3/50 2.42G 1.455 1.454 1.719 30 512: 45%|████▍ | 26/58 [00:01<00:02, 13.76it/s]
3/50 2.42G 1.454 1.452 1.718 22 512: 45%|████▍ | 26/58 [00:01<00:02, 13.76it/s]
3/50 2.42G 1.454 1.452 1.718 22 512: 48%|████▊ | 28/58 [00:01<00:02, 13.77it/s]
3/50 2.42G 1.46 1.46 1.718 44 512: 48%|████▊ | 28/58 [00:02<00:02, 13.77it/s]
3/50 2.42G 1.461 1.461 1.719 29 512: 48%|████▊ | 28/58 [00:02<00:02, 13.77it/s]
3/50 2.42G 1.461 1.461 1.719 29 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.81it/s]
3/50 2.42G 1.458 1.451 1.719 32 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.81it/s]
3/50 2.42G 1.451 1.449 1.718 21 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.81it/s]
3/50 2.42G 1.451 1.449 1.718 21 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.09it/s]
3/50 2.42G 1.452 1.446 1.718 36 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.09it/s]
3/50 2.42G 1.456 1.453 1.72 32 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.09it/s]
3/50 2.42G 1.456 1.453 1.72 32 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.59it/s]
3/50 2.42G 1.457 1.451 1.717 38 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.59it/s]
3/50 2.42G 1.455 1.45 1.718 20 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.59it/s]
3/50 2.42G 1.455 1.45 1.718 20 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.37it/s]
3/50 2.42G 1.459 1.457 1.721 35 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.37it/s]
3/50 2.42G 1.45 1.455 1.714 24 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.37it/s]
3/50 2.42G 1.45 1.455 1.714 24 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.82it/s]
3/50 2.42G 1.446 1.446 1.709 25 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.82it/s]
3/50 2.42G 1.45 1.445 1.712 37 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.82it/s]
3/50 2.42G 1.45 1.445 1.712 37 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.47it/s]
3/50 2.42G 1.458 1.449 1.719 31 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.47it/s]
3/50 2.42G 1.463 1.449 1.724 36 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.47it/s]
3/50 2.42G 1.463 1.449 1.724 36 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.69it/s]
3/50 2.42G 1.473 1.456 1.731 32 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.69it/s]
3/50 2.42G 1.476 1.462 1.735 18 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.69it/s]
3/50 2.42G 1.476 1.462 1.735 18 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.91it/s]
3/50 2.42G 1.48 1.464 1.736 37 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.91it/s]
3/50 2.42G 1.482 1.458 1.74 28 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.91it/s]
3/50 2.42G 1.482 1.458 1.74 28 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.98it/s]
3/50 2.42G 1.478 1.458 1.737 39 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.98it/s]
3/50 2.42G 1.478 1.458 1.737 26 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.98it/s]
3/50 2.42G 1.478 1.458 1.737 26 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.76it/s]
3/50 2.42G 1.475 1.456 1.733 25 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.76it/s]
3/50 2.42G 1.477 1.46 1.735 23 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.76it/s]
3/50 2.42G 1.477 1.46 1.735 23 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.89it/s]
3/50 2.42G 1.479 1.462 1.736 39 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.89it/s]
3/50 2.42G 1.479 1.463 1.736 34 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.89it/s]
3/50 2.42G 1.479 1.463 1.736 34 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.77it/s]
3/50 2.42G 1.48 1.466 1.738 23 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.77it/s]
3/50 2.42G 1.486 1.469 1.741 33 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.77it/s]
3/50 2.42G 1.486 1.469 1.741 33 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.19it/s]
3/50 2.42G 1.486 1.473 1.742 19 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.19it/s]
3/50 2.42G 1.488 1.475 1.743 31 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.19it/s]
3/50 2.42G 1.488 1.475 1.743 31 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.74it/s]
3/50 2.42G 1.485 1.471 1.74 31 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.74it/s]
3/50 2.42G 1.484 1.468 1.739 10 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.74it/s]
3/50 2.42G 1.484 1.468 1.739 10 512: 100%|██████████| 58/58 [00:04<00:00, 14.17it/s]
3/50 2.42G 1.484 1.468 1.739 10 512: 100%|██████████| 58/58 [00:04<00:00, 13.95it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 17.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 13.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 13.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.56it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.06it/s]
+ all 253 461 0.485 0.414 0.333 0.127
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
4/50 2.51G 1.591 1.32 1.836 27 512: 0%| | 0/58 [00:00<?, ?it/s]
4/50 2.53G 1.638 1.496 1.772 37 512: 0%| | 0/58 [00:00<?, ?it/s]
4/50 2.53G 1.638 1.496 1.772 37 512: 3%|▎ | 2/58 [00:00<00:03, 15.41it/s]
4/50 2.53G 1.63 1.556 1.753 38 512: 3%|▎ | 2/58 [00:00<00:03, 15.41it/s]
4/50 2.53G 1.574 1.533 1.732 24 512: 3%|▎ | 2/58 [00:00<00:03, 15.41it/s]
4/50 2.53G 1.574 1.533 1.732 24 512: 7%|▋ | 4/58 [00:00<00:03, 13.93it/s]
4/50 2.53G 1.538 1.476 1.729 29 512: 7%|▋ | 4/58 [00:00<00:03, 13.93it/s]
4/50 2.55G 1.559 1.474 1.729 38 512: 7%|▋ | 4/58 [00:00<00:03, 13.93it/s]
4/50 2.55G 1.559 1.474 1.729 38 512: 10%|█ | 6/58 [00:00<00:03, 14.48it/s]
4/50 2.55G 1.54 1.441 1.721 32 512: 10%|█ | 6/58 [00:00<00:03, 14.48it/s]
4/50 2.55G 1.537 1.426 1.74 17 512: 10%|█ | 6/58 [00:00<00:03, 14.48it/s]
4/50 2.55G 1.537 1.426 1.74 17 512: 14%|█▍ | 8/58 [00:00<00:03, 14.86it/s]
4/50 2.55G 1.503 1.383 1.718 26 512: 14%|█▍ | 8/58 [00:00<00:03, 14.86it/s]
4/50 2.55G 1.542 1.409 1.747 45 512: 14%|█▍ | 8/58 [00:00<00:03, 14.86it/s]
4/50 2.55G 1.542 1.409 1.747 45 512: 17%|█▋ | 10/58 [00:00<00:03, 15.17it/s]
4/50 2.55G 1.537 1.401 1.737 37 512: 17%|█▋ | 10/58 [00:00<00:03, 15.17it/s]
4/50 2.55G 1.514 1.392 1.727 23 512: 17%|█▋ | 10/58 [00:00<00:03, 15.17it/s]
4/50 2.55G 1.514 1.392 1.727 23 512: 21%|██ | 12/58 [00:00<00:03, 14.11it/s]
4/50 2.55G 1.484 1.371 1.705 29 512: 21%|██ | 12/58 [00:00<00:03, 14.11it/s]
4/50 2.55G 1.508 1.395 1.716 52 512: 21%|██ | 12/58 [00:00<00:03, 14.11it/s]
4/50 2.55G 1.508 1.395 1.716 52 512: 24%|██▍ | 14/58 [00:00<00:02, 14.67it/s]
4/50 2.55G 1.493 1.383 1.704 28 512: 24%|██▍ | 14/58 [00:01<00:02, 14.67it/s]
4/50 2.55G 1.494 1.409 1.713 23 512: 24%|██▍ | 14/58 [00:01<00:02, 14.67it/s]
4/50 2.55G 1.494 1.409 1.713 23 512: 28%|██▊ | 16/58 [00:01<00:02, 14.63it/s]
4/50 2.55G 1.498 1.411 1.718 25 512: 28%|██▊ | 16/58 [00:01<00:02, 14.63it/s]
4/50 2.55G 1.517 1.415 1.722 42 512: 28%|██▊ | 16/58 [00:01<00:02, 14.63it/s]
4/50 2.55G 1.517 1.415 1.722 42 512: 31%|███ | 18/58 [00:01<00:02, 14.71it/s]
4/50 2.55G 1.526 1.437 1.728 30 512: 31%|███ | 18/58 [00:01<00:02, 14.71it/s]
4/50 2.55G 1.512 1.427 1.719 40 512: 31%|███ | 18/58 [00:01<00:02, 14.71it/s]
4/50 2.55G 1.512 1.427 1.719 40 512: 34%|███▍ | 20/58 [00:01<00:02, 14.22it/s]
4/50 2.55G 1.498 1.434 1.71 14 512: 34%|███▍ | 20/58 [00:01<00:02, 14.22it/s]
4/50 2.55G 1.5 1.432 1.711 28 512: 34%|███▍ | 20/58 [00:01<00:02, 14.22it/s]
4/50 2.55G 1.5 1.432 1.711 28 512: 38%|███▊ | 22/58 [00:01<00:02, 14.75it/s]
4/50 2.55G 1.502 1.438 1.722 26 512: 38%|███▊ | 22/58 [00:01<00:02, 14.75it/s]
4/50 2.55G 1.504 1.431 1.724 27 512: 38%|███▊ | 22/58 [00:01<00:02, 14.75it/s]
4/50 2.55G 1.504 1.431 1.724 27 512: 41%|████▏ | 24/58 [00:01<00:02, 14.90it/s]
4/50 2.55G 1.501 1.425 1.719 34 512: 41%|████▏ | 24/58 [00:01<00:02, 14.90it/s]
4/50 2.55G 1.493 1.419 1.712 35 512: 41%|████▏ | 24/58 [00:01<00:02, 14.90it/s]
4/50 2.55G 1.493 1.419 1.712 35 512: 45%|████▍ | 26/58 [00:01<00:02, 15.23it/s]
4/50 2.55G 1.495 1.413 1.712 40 512: 45%|████▍ | 26/58 [00:01<00:02, 15.23it/s]
4/50 2.55G 1.489 1.406 1.706 32 512: 45%|████▍ | 26/58 [00:01<00:02, 15.23it/s]
4/50 2.55G 1.489 1.406 1.706 32 512: 48%|████▊ | 28/58 [00:01<00:02, 13.93it/s]
4/50 2.55G 1.492 1.408 1.703 41 512: 48%|████▊ | 28/58 [00:02<00:02, 13.93it/s]
4/50 2.55G 1.49 1.401 1.7 31 512: 48%|████▊ | 28/58 [00:02<00:02, 13.93it/s]
4/50 2.55G 1.49 1.401 1.7 31 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.75it/s]
4/50 2.55G 1.491 1.396 1.699 30 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.75it/s]
4/50 2.55G 1.495 1.4 1.702 30 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.75it/s]
4/50 2.55G 1.495 1.4 1.702 30 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.89it/s]
4/50 2.55G 1.493 1.396 1.699 35 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.89it/s]
4/50 2.55G 1.492 1.395 1.695 42 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.89it/s]
4/50 2.55G 1.492 1.395 1.695 42 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.09it/s]
4/50 2.55G 1.492 1.391 1.694 32 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.09it/s]
4/50 2.55G 1.492 1.39 1.693 39 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.09it/s]
4/50 2.55G 1.492 1.39 1.693 39 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.31it/s]
4/50 2.55G 1.495 1.389 1.694 43 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.31it/s]
4/50 2.55G 1.5 1.391 1.698 23 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.31it/s]
4/50 2.55G 1.5 1.391 1.698 23 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.10it/s]
4/50 2.55G 1.501 1.389 1.696 34 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.10it/s]
4/50 2.55G 1.499 1.386 1.694 34 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.10it/s]
4/50 2.55G 1.499 1.386 1.694 34 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.92it/s]
4/50 2.55G 1.498 1.393 1.693 22 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.92it/s]
4/50 2.55G 1.501 1.39 1.693 43 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.92it/s]
4/50 2.55G 1.501 1.39 1.693 43 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.80it/s]
4/50 2.55G 1.502 1.39 1.693 22 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.80it/s]
4/50 2.55G 1.504 1.394 1.697 22 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.80it/s]
4/50 2.55G 1.504 1.394 1.697 22 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.90it/s]
4/50 2.55G 1.502 1.393 1.696 21 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.90it/s]
4/50 2.55G 1.498 1.386 1.69 33 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.90it/s]
4/50 2.55G 1.498 1.386 1.69 33 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.64it/s]
4/50 2.55G 1.492 1.38 1.685 32 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.64it/s]
4/50 2.55G 1.493 1.377 1.685 26 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.64it/s]
4/50 2.55G 1.493 1.377 1.685 26 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.14it/s]
4/50 2.55G 1.498 1.385 1.686 36 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.14it/s]
4/50 2.55G 1.496 1.38 1.687 26 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.14it/s]
4/50 2.55G 1.496 1.38 1.687 26 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.91it/s]
4/50 2.55G 1.499 1.385 1.687 33 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.91it/s]
4/50 2.55G 1.497 1.379 1.684 30 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.91it/s]
4/50 2.55G 1.497 1.379 1.684 30 512: 90%|████████▉ | 52/58 [00:03<00:00, 11.49it/s]
4/50 2.55G 1.498 1.38 1.684 36 512: 90%|████████▉ | 52/58 [00:03<00:00, 11.49it/s]
4/50 2.55G 1.503 1.385 1.689 25 512: 90%|████████▉ | 52/58 [00:03<00:00, 11.49it/s]
4/50 2.55G 1.503 1.385 1.689 25 512: 93%|█████████▎| 54/58 [00:03<00:00, 12.38it/s]
4/50 2.55G 1.504 1.384 1.689 38 512: 93%|█████████▎| 54/58 [00:03<00:00, 12.38it/s]
4/50 2.55G 1.503 1.389 1.689 34 512: 93%|█████████▎| 54/58 [00:04<00:00, 12.38it/s]
4/50 2.55G 1.503 1.389 1.689 34 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.12it/s]
4/50 2.55G 1.506 1.392 1.69 34 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.12it/s]
4/50 2.57G 1.507 1.396 1.692 18 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.12it/s]
4/50 2.57G 1.507 1.396 1.692 18 512: 100%|██████████| 58/58 [00:04<00:00, 13.83it/s]
4/50 2.57G 1.507 1.396 1.692 18 512: 100%|██████████| 58/58 [00:04<00:00, 13.88it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 14.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.56it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.24it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 16.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.36it/s]
+ all 253 461 0.385 0.521 0.407 0.171
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
5/50 2.68G 1.602 1.574 1.819 27 512: 0%| | 0/58 [00:00<?, ?it/s]
5/50 2.7G 1.462 1.383 1.607 35 512: 0%| | 0/58 [00:00<?, ?it/s]
5/50 2.7G 1.462 1.383 1.607 35 512: 3%|▎ | 2/58 [00:00<00:04, 13.14it/s]
5/50 2.7G 1.574 1.51 1.744 26 512: 3%|▎ | 2/58 [00:00<00:04, 13.14it/s]
5/50 2.7G 1.603 1.481 1.765 36 512: 3%|▎ | 2/58 [00:00<00:04, 13.14it/s]
5/50 2.7G 1.603 1.481 1.765 36 512: 7%|▋ | 4/58 [00:00<00:03, 14.23it/s]
5/50 2.7G 1.528 1.434 1.699 38 512: 7%|▋ | 4/58 [00:00<00:03, 14.23it/s]
5/50 2.7G 1.502 1.423 1.683 32 512: 7%|▋ | 4/58 [00:00<00:03, 14.23it/s]
5/50 2.7G 1.502 1.423 1.683 32 512: 10%|█ | 6/58 [00:00<00:03, 15.02it/s]
5/50 2.7G 1.47 1.388 1.659 32 512: 10%|█ | 6/58 [00:00<00:03, 15.02it/s]
5/50 2.7G 1.431 1.361 1.639 25 512: 10%|█ | 6/58 [00:00<00:03, 15.02it/s]
5/50 2.7G 1.431 1.361 1.639 25 512: 14%|█▍ | 8/58 [00:00<00:03, 15.27it/s]
5/50 2.7G 1.445 1.367 1.63 52 512: 14%|█▍ | 8/58 [00:00<00:03, 15.27it/s]
5/50 2.7G 1.441 1.378 1.634 30 512: 14%|█▍ | 8/58 [00:00<00:03, 15.27it/s]
5/50 2.7G 1.441 1.378 1.634 30 512: 17%|█▋ | 10/58 [00:00<00:03, 14.43it/s]
5/50 2.7G 1.45 1.379 1.636 42 512: 17%|█▋ | 10/58 [00:00<00:03, 14.43it/s]
5/50 2.7G 1.443 1.387 1.643 28 512: 17%|█▋ | 10/58 [00:00<00:03, 14.43it/s]
5/50 2.7G 1.443 1.387 1.643 28 512: 21%|██ | 12/58 [00:00<00:03, 14.87it/s]
5/50 2.7G 1.448 1.392 1.637 45 512: 21%|██ | 12/58 [00:00<00:03, 14.87it/s]
5/50 2.7G 1.453 1.401 1.642 50 512: 21%|██ | 12/58 [00:00<00:03, 14.87it/s]
5/50 2.7G 1.453 1.401 1.642 50 512: 24%|██▍ | 14/58 [00:00<00:02, 14.96it/s]
5/50 2.7G 1.46 1.388 1.65 26 512: 24%|██▍ | 14/58 [00:01<00:02, 14.96it/s]
5/50 2.7G 1.463 1.403 1.656 30 512: 24%|██▍ | 14/58 [00:01<00:02, 14.96it/s]
5/50 2.7G 1.463 1.403 1.656 30 512: 28%|██▊ | 16/58 [00:01<00:03, 13.87it/s]
5/50 2.7G 1.451 1.391 1.651 27 512: 28%|██▊ | 16/58 [00:01<00:03, 13.87it/s]
5/50 2.7G 1.433 1.372 1.642 33 512: 28%|██▊ | 16/58 [00:01<00:03, 13.87it/s]
5/50 2.7G 1.433 1.372 1.642 33 512: 31%|███ | 18/58 [00:01<00:03, 13.15it/s]
5/50 2.7G 1.426 1.371 1.637 37 512: 31%|███ | 18/58 [00:01<00:03, 13.15it/s]
5/50 2.7G 1.404 1.358 1.623 29 512: 31%|███ | 18/58 [00:01<00:03, 13.15it/s]
5/50 2.7G 1.404 1.358 1.623 29 512: 34%|███▍ | 20/58 [00:01<00:02, 13.65it/s]
5/50 2.7G 1.406 1.359 1.621 46 512: 34%|███▍ | 20/58 [00:01<00:02, 13.65it/s]
5/50 2.7G 1.404 1.354 1.624 23 512: 34%|███▍ | 20/58 [00:01<00:02, 13.65it/s]
5/50 2.7G 1.404 1.354 1.624 23 512: 38%|███▊ | 22/58 [00:01<00:02, 13.79it/s]
5/50 2.7G 1.399 1.356 1.621 35 512: 38%|███▊ | 22/58 [00:01<00:02, 13.79it/s]
5/50 2.7G 1.4 1.345 1.623 36 512: 38%|███▊ | 22/58 [00:01<00:02, 13.79it/s]
5/50 2.7G 1.4 1.345 1.623 36 512: 41%|████▏ | 24/58 [00:01<00:02, 13.53it/s]
5/50 2.7G 1.402 1.348 1.625 37 512: 41%|████▏ | 24/58 [00:01<00:02, 13.53it/s]
5/50 2.7G 1.404 1.341 1.629 29 512: 41%|████▏ | 24/58 [00:01<00:02, 13.53it/s]
5/50 2.7G 1.404 1.341 1.629 29 512: 45%|████▍ | 26/58 [00:01<00:02, 12.71it/s]
5/50 2.7G 1.419 1.343 1.635 42 512: 45%|████▍ | 26/58 [00:01<00:02, 12.71it/s]
5/50 2.7G 1.418 1.342 1.636 28 512: 45%|████▍ | 26/58 [00:02<00:02, 12.71it/s]
5/50 2.7G 1.418 1.342 1.636 28 512: 48%|████▊ | 28/58 [00:02<00:02, 13.33it/s]
5/50 2.7G 1.417 1.34 1.637 30 512: 48%|████▊ | 28/58 [00:02<00:02, 13.33it/s]
5/50 2.7G 1.416 1.337 1.639 39 512: 48%|████▊ | 28/58 [00:02<00:02, 13.33it/s]
5/50 2.7G 1.416 1.337 1.639 39 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.62it/s]
5/50 2.7G 1.415 1.339 1.638 40 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.62it/s]
5/50 2.7G 1.41 1.34 1.636 35 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.62it/s]
5/50 2.7G 1.41 1.34 1.636 35 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.25it/s]
5/50 2.7G 1.408 1.336 1.633 45 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.25it/s]
5/50 2.7G 1.407 1.338 1.631 24 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.25it/s]
5/50 2.7G 1.407 1.338 1.631 24 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.32it/s]
5/50 2.7G 1.411 1.339 1.635 26 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.32it/s]
5/50 2.7G 1.415 1.339 1.642 33 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.32it/s]
5/50 2.7G 1.415 1.339 1.642 33 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.98it/s]
5/50 2.7G 1.418 1.333 1.642 37 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.98it/s]
5/50 2.7G 1.412 1.333 1.639 26 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.98it/s]
5/50 2.7G 1.412 1.333 1.639 26 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.74it/s]
5/50 2.7G 1.413 1.331 1.639 36 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.74it/s]
5/50 2.7G 1.41 1.328 1.635 36 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.74it/s]
5/50 2.7G 1.41 1.328 1.635 36 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.15it/s]
5/50 2.7G 1.407 1.327 1.631 38 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.15it/s]
5/50 2.7G 1.4 1.32 1.627 30 512: 69%|██████▉ | 40/58 [00:03<00:01, 14.15it/s]
5/50 2.7G 1.4 1.32 1.627 30 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.69it/s]
5/50 2.7G 1.402 1.323 1.626 31 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.69it/s]
5/50 2.7G 1.405 1.328 1.629 28 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.69it/s]
5/50 2.7G 1.405 1.328 1.629 28 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.10it/s]
5/50 2.7G 1.408 1.331 1.633 33 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.10it/s]
5/50 2.7G 1.407 1.329 1.631 50 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.10it/s]
5/50 2.7G 1.407 1.329 1.631 50 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.14it/s]
5/50 2.7G 1.407 1.328 1.633 34 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.14it/s]
5/50 2.7G 1.407 1.324 1.634 26 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.14it/s]
5/50 2.7G 1.407 1.324 1.634 26 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.01it/s]
5/50 2.7G 1.407 1.323 1.634 37 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.01it/s]
5/50 2.7G 1.407 1.322 1.633 31 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.01it/s]
5/50 2.7G 1.407 1.322 1.633 31 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.49it/s]
5/50 2.7G 1.408 1.326 1.637 31 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.49it/s]
5/50 2.7G 1.405 1.324 1.636 26 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.49it/s]
5/50 2.7G 1.405 1.324 1.636 26 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.15it/s]
5/50 2.7G 1.404 1.324 1.635 29 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.15it/s]
5/50 2.7G 1.402 1.318 1.633 34 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.15it/s]
5/50 2.7G 1.402 1.318 1.633 34 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.35it/s]
5/50 2.7G 1.404 1.319 1.636 27 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.35it/s]
5/50 2.7G 1.403 1.317 1.634 39 512: 93%|█████████▎| 54/58 [00:04<00:00, 14.35it/s]
5/50 2.7G 1.403 1.317 1.634 39 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.13it/s]
5/50 2.7G 1.407 1.322 1.638 37 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.13it/s]
5/50 2.71G 1.41 1.324 1.64 8 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.13it/s]
5/50 2.71G 1.41 1.324 1.64 8 512: 100%|██████████| 58/58 [00:04<00:00, 13.73it/s]
5/50 2.71G 1.41 1.324 1.64 8 512: 100%|██████████| 58/58 [00:04<00:00, 13.83it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 15.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 16.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.32it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.46it/s]
+ all 253 461 0.454 0.408 0.366 0.15
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
6/50 2.75G 1.273 1.375 1.558 24 512: 0%| | 0/58 [00:00<?, ?it/s]
6/50 2.83G 1.274 1.225 1.53 32 512: 0%| | 0/58 [00:00<?, ?it/s]
6/50 2.83G 1.274 1.225 1.53 32 512: 3%|▎ | 2/58 [00:00<00:03, 15.64it/s]
6/50 2.83G 1.199 1.173 1.458 36 512: 3%|▎ | 2/58 [00:00<00:03, 15.64it/s]
6/50 2.84G 1.2 1.192 1.471 22 512: 3%|▎ | 2/58 [00:00<00:03, 15.64it/s]
6/50 2.84G 1.2 1.192 1.471 22 512: 7%|▋ | 4/58 [00:00<00:03, 15.36it/s]
6/50 2.84G 1.306 1.349 1.548 23 512: 7%|▋ | 4/58 [00:00<00:03, 15.36it/s]
6/50 2.84G 1.301 1.332 1.533 34 512: 7%|▋ | 4/58 [00:00<00:03, 15.36it/s]
6/50 2.84G 1.301 1.332 1.533 34 512: 10%|█ | 6/58 [00:00<00:03, 15.55it/s]
6/50 2.84G 1.284 1.319 1.515 22 512: 10%|█ | 6/58 [00:00<00:03, 15.55it/s]
6/50 2.84G 1.286 1.304 1.532 27 512: 10%|█ | 6/58 [00:00<00:03, 15.55it/s]
6/50 2.84G 1.286 1.304 1.532 27 512: 14%|█▍ | 8/58 [00:00<00:03, 14.11it/s]
6/50 2.84G 1.281 1.304 1.529 30 512: 14%|█▍ | 8/58 [00:00<00:03, 14.11it/s]
6/50 2.84G 1.288 1.291 1.542 25 512: 14%|█▍ | 8/58 [00:00<00:03, 14.11it/s]
6/50 2.84G 1.288 1.291 1.542 25 512: 17%|█▋ | 10/58 [00:00<00:03, 14.78it/s]
6/50 2.84G 1.287 1.274 1.548 25 512: 17%|█▋ | 10/58 [00:00<00:03, 14.78it/s]
6/50 2.84G 1.292 1.258 1.547 25 512: 17%|█▋ | 10/58 [00:00<00:03, 14.78it/s]
6/50 2.84G 1.292 1.258 1.547 25 512: 21%|██ | 12/58 [00:00<00:03, 15.07it/s]
6/50 2.84G 1.298 1.265 1.55 30 512: 21%|██ | 12/58 [00:00<00:03, 15.07it/s]
6/50 2.84G 1.3 1.257 1.548 33 512: 21%|██ | 12/58 [00:00<00:03, 15.07it/s]
6/50 2.84G 1.3 1.257 1.548 33 512: 24%|██▍ | 14/58 [00:00<00:02, 14.77it/s]
6/50 2.84G 1.28 1.24 1.536 27 512: 24%|██▍ | 14/58 [00:01<00:02, 14.77it/s]
6/50 2.84G 1.292 1.248 1.533 63 512: 24%|██▍ | 14/58 [00:01<00:02, 14.77it/s]
6/50 2.84G 1.292 1.248 1.533 63 512: 28%|██▊ | 16/58 [00:01<00:02, 14.02it/s]
6/50 2.84G 1.286 1.252 1.538 18 512: 28%|██▊ | 16/58 [00:01<00:02, 14.02it/s]
6/50 2.84G 1.29 1.258 1.538 39 512: 28%|██▊ | 16/58 [00:01<00:02, 14.02it/s]
6/50 2.84G 1.29 1.258 1.538 39 512: 31%|███ | 18/58 [00:01<00:02, 14.24it/s]
6/50 2.84G 1.292 1.248 1.537 27 512: 31%|███ | 18/58 [00:01<00:02, 14.24it/s]
6/50 2.84G 1.288 1.249 1.536 32 512: 31%|███ | 18/58 [00:01<00:02, 14.24it/s]
6/50 2.84G 1.288 1.249 1.536 32 512: 34%|███▍ | 20/58 [00:01<00:02, 14.63it/s]
6/50 2.84G 1.296 1.244 1.54 40 512: 34%|███▍ | 20/58 [00:01<00:02, 14.63it/s]
6/50 2.84G 1.301 1.245 1.541 40 512: 34%|███▍ | 20/58 [00:01<00:02, 14.63it/s]
6/50 2.84G 1.301 1.245 1.541 40 512: 38%|███▊ | 22/58 [00:01<00:02, 14.48it/s]
6/50 2.84G 1.304 1.248 1.542 33 512: 38%|███▊ | 22/58 [00:01<00:02, 14.48it/s]
6/50 2.84G 1.318 1.275 1.55 41 512: 38%|███▊ | 22/58 [00:01<00:02, 14.48it/s]
6/50 2.84G 1.318 1.275 1.55 41 512: 41%|████▏ | 24/58 [00:01<00:02, 13.43it/s]
6/50 2.84G 1.33 1.278 1.558 29 512: 41%|████▏ | 24/58 [00:01<00:02, 13.43it/s]
6/50 2.84G 1.327 1.281 1.554 36 512: 41%|████▏ | 24/58 [00:01<00:02, 13.43it/s]
6/50 2.84G 1.327 1.281 1.554 36 512: 45%|████▍ | 26/58 [00:01<00:02, 13.97it/s]
6/50 2.84G 1.334 1.279 1.559 33 512: 45%|████▍ | 26/58 [00:01<00:02, 13.97it/s]
6/50 2.84G 1.336 1.281 1.566 29 512: 45%|████▍ | 26/58 [00:01<00:02, 13.97it/s]
6/50 2.84G 1.336 1.281 1.566 29 512: 48%|████▊ | 28/58 [00:01<00:02, 13.97it/s]
6/50 2.84G 1.333 1.285 1.567 18 512: 48%|████▊ | 28/58 [00:02<00:02, 13.97it/s]
6/50 2.84G 1.323 1.287 1.563 16 512: 48%|████▊ | 28/58 [00:02<00:02, 13.97it/s]
6/50 2.84G 1.323 1.287 1.563 16 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.95it/s]
6/50 2.84G 1.33 1.293 1.565 46 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.95it/s]
6/50 2.84G 1.335 1.298 1.567 30 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.95it/s]
6/50 2.84G 1.335 1.298 1.567 30 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.02it/s]
6/50 2.84G 1.333 1.295 1.566 34 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.02it/s]
6/50 2.84G 1.329 1.288 1.564 22 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.02it/s]
6/50 2.84G 1.329 1.288 1.564 22 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.75it/s]
6/50 2.84G 1.34 1.299 1.571 48 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.75it/s]
6/50 2.84G 1.351 1.304 1.583 28 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.75it/s]
6/50 2.84G 1.351 1.304 1.583 28 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.40it/s]
6/50 2.84G 1.351 1.306 1.583 23 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.40it/s]
6/50 2.84G 1.351 1.301 1.583 32 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.40it/s]
6/50 2.84G 1.351 1.301 1.583 32 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.01it/s]
6/50 2.84G 1.349 1.3 1.581 31 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.01it/s]
6/50 2.84G 1.357 1.304 1.586 30 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.01it/s]
6/50 2.84G 1.357 1.304 1.586 30 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.22it/s]
6/50 2.84G 1.356 1.305 1.586 32 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.22it/s]
6/50 2.84G 1.356 1.307 1.584 33 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.22it/s]
6/50 2.84G 1.356 1.307 1.584 33 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.57it/s]
6/50 2.84G 1.36 1.308 1.587 34 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.57it/s]
6/50 2.84G 1.36 1.308 1.588 29 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.57it/s]
6/50 2.84G 1.36 1.308 1.588 29 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.50it/s]
6/50 2.84G 1.362 1.308 1.59 36 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.50it/s]
6/50 2.84G 1.364 1.311 1.592 29 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.50it/s]
6/50 2.84G 1.364 1.311 1.592 29 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.37it/s]
6/50 2.84G 1.366 1.311 1.593 40 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.37it/s]
6/50 2.84G 1.371 1.316 1.598 25 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.37it/s]
6/50 2.84G 1.371 1.316 1.598 25 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.75it/s]
6/50 2.84G 1.368 1.313 1.599 25 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.75it/s]
6/50 2.84G 1.369 1.316 1.601 20 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.75it/s]
6/50 2.84G 1.369 1.316 1.601 20 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.59it/s]
6/50 2.84G 1.37 1.314 1.601 42 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.59it/s]
6/50 2.84G 1.37 1.311 1.599 36 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.59it/s]
6/50 2.84G 1.37 1.311 1.599 36 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.51it/s]
6/50 2.84G 1.373 1.311 1.601 39 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.51it/s]
6/50 2.84G 1.374 1.309 1.602 34 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.51it/s]
6/50 2.84G 1.374 1.309 1.602 34 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.69it/s]
6/50 2.84G 1.37 1.31 1.601 22 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.69it/s]
6/50 2.84G 1.374 1.31 1.606 27 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.69it/s]
6/50 2.84G 1.374 1.31 1.606 27 512: 97%|█████████▋| 56/58 [00:04<00:00, 12.85it/s]
6/50 2.84G 1.374 1.311 1.608 30 512: 97%|█████████▋| 56/58 [00:04<00:00, 12.85it/s]
6/50 2.85G 1.365 1.304 1.603 9 512: 97%|█████████▋| 56/58 [00:04<00:00, 12.85it/s]
6/50 2.85G 1.365 1.304 1.603 9 512: 100%|██████████| 58/58 [00:04<00:00, 13.65it/s]
6/50 2.85G 1.365 1.304 1.603 9 512: 100%|██████████| 58/58 [00:04<00:00, 13.84it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 12.73it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.43it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.24it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.18it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.48it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.18it/s]
+ all 253 461 0.689 0.657 0.689 0.365
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
7/50 2.96G 1.225 1.243 1.466 46 512: 0%| | 0/58 [00:00<?, ?it/s]
7/50 2.98G 1.276 1.2 1.55 29 512: 0%| | 0/58 [00:00<?, ?it/s]
7/50 2.98G 1.276 1.2 1.55 29 512: 3%|▎ | 2/58 [00:00<00:03, 15.25it/s]
7/50 2.98G 1.271 1.232 1.557 23 512: 3%|▎ | 2/58 [00:00<00:03, 15.25it/s]
7/50 2.98G 1.267 1.198 1.529 34 512: 3%|▎ | 2/58 [00:00<00:03, 15.25it/s]
7/50 2.98G 1.267 1.198 1.529 34 512: 7%|▋ | 4/58 [00:00<00:03, 15.14it/s]
7/50 2.98G 1.247 1.152 1.508 31 512: 7%|▋ | 4/58 [00:00<00:03, 15.14it/s]
7/50 2.98G 1.239 1.161 1.513 26 512: 7%|▋ | 4/58 [00:00<00:03, 15.14it/s]
7/50 2.98G 1.239 1.161 1.513 26 512: 10%|█ | 6/58 [00:00<00:03, 13.62it/s]
7/50 2.98G 1.286 1.203 1.541 27 512: 10%|█ | 6/58 [00:00<00:03, 13.62it/s]
7/50 2.98G 1.308 1.235 1.544 53 512: 10%|█ | 6/58 [00:00<00:03, 13.62it/s]
7/50 2.98G 1.308 1.235 1.544 53 512: 14%|█▍ | 8/58 [00:00<00:03, 14.07it/s]
7/50 2.98G 1.307 1.217 1.551 20 512: 14%|█▍ | 8/58 [00:00<00:03, 14.07it/s]
7/50 2.98G 1.351 1.27 1.574 53 512: 14%|█▍ | 8/58 [00:00<00:03, 14.07it/s]
7/50 2.98G 1.351 1.27 1.574 53 512: 17%|█▋ | 10/58 [00:00<00:03, 14.67it/s]
7/50 2.98G 1.35 1.255 1.573 29 512: 17%|█▋ | 10/58 [00:00<00:03, 14.67it/s]
7/50 2.98G 1.358 1.261 1.574 36 512: 17%|█▋ | 10/58 [00:00<00:03, 14.67it/s]
7/50 2.98G 1.358 1.261 1.574 36 512: 21%|██ | 12/58 [00:00<00:03, 14.97it/s]
7/50 2.98G 1.377 1.262 1.59 34 512: 21%|██ | 12/58 [00:00<00:03, 14.97it/s]
7/50 2.98G 1.4 1.295 1.608 40 512: 21%|██ | 12/58 [00:00<00:03, 14.97it/s]
7/50 2.98G 1.4 1.295 1.608 40 512: 24%|██▍ | 14/58 [00:00<00:03, 14.25it/s]
7/50 2.98G 1.403 1.292 1.606 41 512: 24%|██▍ | 14/58 [00:01<00:03, 14.25it/s]
7/50 2.98G 1.409 1.296 1.612 35 512: 24%|██▍ | 14/58 [00:01<00:03, 14.25it/s]
7/50 2.98G 1.409 1.296 1.612 35 512: 28%|██▊ | 16/58 [00:01<00:02, 14.55it/s]
7/50 2.98G 1.407 1.29 1.608 38 512: 28%|██▊ | 16/58 [00:01<00:02, 14.55it/s]
7/50 2.98G 1.402 1.303 1.61 24 512: 28%|██▊ | 16/58 [00:01<00:02, 14.55it/s]
7/50 2.98G 1.402 1.303 1.61 24 512: 31%|███ | 18/58 [00:01<00:02, 14.60it/s]
7/50 2.98G 1.393 1.302 1.601 27 512: 31%|███ | 18/58 [00:01<00:02, 14.60it/s]
7/50 2.98G 1.401 1.315 1.61 25 512: 31%|███ | 18/58 [00:01<00:02, 14.60it/s]
7/50 2.98G 1.401 1.315 1.61 25 512: 34%|███▍ | 20/58 [00:01<00:02, 14.76it/s]
7/50 2.98G 1.412 1.312 1.617 36 512: 34%|███▍ | 20/58 [00:01<00:02, 14.76it/s]
7/50 2.98G 1.435 1.35 1.638 17 512: 34%|███▍ | 20/58 [00:01<00:02, 14.76it/s]
7/50 2.98G 1.435 1.35 1.638 17 512: 38%|███▊ | 22/58 [00:01<00:02, 13.55it/s]
7/50 2.98G 1.432 1.352 1.64 24 512: 38%|███▊ | 22/58 [00:01<00:02, 13.55it/s]
7/50 2.98G 1.429 1.348 1.637 33 512: 38%|███▊ | 22/58 [00:01<00:02, 13.55it/s]
7/50 2.98G 1.429 1.348 1.637 33 512: 41%|████▏ | 24/58 [00:01<00:02, 13.71it/s]
7/50 2.98G 1.426 1.345 1.634 36 512: 41%|████▏ | 24/58 [00:01<00:02, 13.71it/s]
7/50 2.98G 1.438 1.348 1.649 31 512: 41%|████▏ | 24/58 [00:01<00:02, 13.71it/s]
7/50 2.98G 1.438 1.348 1.649 31 512: 45%|████▍ | 26/58 [00:01<00:02, 13.89it/s]
7/50 2.98G 1.442 1.353 1.651 41 512: 45%|████▍ | 26/58 [00:01<00:02, 13.89it/s]
7/50 2.98G 1.442 1.354 1.656 23 512: 45%|████▍ | 26/58 [00:01<00:02, 13.89it/s]
7/50 2.98G 1.442 1.354 1.656 23 512: 48%|████▊ | 28/58 [00:01<00:02, 14.15it/s]
7/50 2.98G 1.434 1.349 1.648 33 512: 48%|████▊ | 28/58 [00:02<00:02, 14.15it/s]
7/50 2.98G 1.437 1.348 1.648 37 512: 48%|████▊ | 28/58 [00:02<00:02, 14.15it/s]
7/50 2.98G 1.437 1.348 1.648 37 512: 52%|█████▏ | 30/58 [00:02<00:02, 12.69it/s]
7/50 2.98G 1.438 1.349 1.652 25 512: 52%|█████▏ | 30/58 [00:02<00:02, 12.69it/s]
7/50 2.98G 1.438 1.35 1.651 32 512: 52%|█████▏ | 30/58 [00:02<00:02, 12.69it/s]
7/50 2.98G 1.438 1.35 1.651 32 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.44it/s]
7/50 2.98G 1.43 1.343 1.646 31 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.44it/s]
7/50 2.98G 1.421 1.34 1.639 25 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.44it/s]
7/50 2.98G 1.421 1.34 1.639 25 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.00it/s]
7/50 2.98G 1.407 1.331 1.632 22 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.00it/s]
7/50 2.98G 1.413 1.333 1.636 32 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.00it/s]
7/50 2.98G 1.413 1.333 1.636 32 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.65it/s]
7/50 2.98G 1.405 1.326 1.63 27 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.65it/s]
7/50 2.98G 1.405 1.327 1.628 48 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.65it/s]
7/50 2.98G 1.405 1.327 1.628 48 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.68it/s]
7/50 2.98G 1.408 1.331 1.627 48 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.68it/s]
7/50 2.98G 1.412 1.334 1.628 52 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.68it/s]
7/50 2.98G 1.412 1.334 1.628 52 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.44it/s]
7/50 2.98G 1.4 1.324 1.619 35 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.44it/s]
7/50 2.98G 1.398 1.323 1.617 43 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.44it/s]
7/50 2.98G 1.398 1.323 1.617 43 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.51it/s]
7/50 2.98G 1.398 1.326 1.62 30 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.51it/s]
7/50 2.98G 1.4 1.327 1.621 28 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.51it/s]
7/50 2.98G 1.4 1.327 1.621 28 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.35it/s]
7/50 2.98G 1.4 1.332 1.621 32 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.35it/s]
7/50 2.98G 1.401 1.334 1.621 24 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.35it/s]
7/50 2.98G 1.401 1.334 1.621 24 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.01it/s]
7/50 2.98G 1.396 1.332 1.619 26 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.01it/s]
7/50 2.98G 1.397 1.335 1.618 39 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.01it/s]
7/50 2.98G 1.397 1.335 1.618 39 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.46it/s]
7/50 2.98G 1.396 1.333 1.617 34 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.46it/s]
7/50 2.98G 1.395 1.33 1.618 28 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.46it/s]
7/50 2.98G 1.395 1.33 1.618 28 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.31it/s]
7/50 2.98G 1.392 1.325 1.615 34 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.31it/s]
7/50 2.98G 1.392 1.324 1.613 35 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.31it/s]
7/50 2.98G 1.392 1.324 1.613 35 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.61it/s]
7/50 2.98G 1.394 1.325 1.614 30 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.61it/s]
7/50 2.98G 1.391 1.321 1.611 30 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.61it/s]
7/50 2.98G 1.391 1.321 1.611 30 512: 93%|█████████▎| 54/58 [00:03<00:00, 12.60it/s]
7/50 2.98G 1.389 1.319 1.61 33 512: 93%|█████████▎| 54/58 [00:04<00:00, 12.60it/s]
7/50 2.98G 1.387 1.316 1.609 27 512: 93%|█████████▎| 54/58 [00:04<00:00, 12.60it/s]
7/50 2.98G 1.387 1.316 1.609 27 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.11it/s]
7/50 2.98G 1.385 1.315 1.608 26 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.11it/s]
7/50 3G 1.38 1.312 1.604 11 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.11it/s]
7/50 3G 1.38 1.312 1.604 11 512: 100%|██████████| 58/58 [00:04<00:00, 13.40it/s]
7/50 3G 1.38 1.312 1.604 11 512: 100%|██████████| 58/58 [00:04<00:00, 13.67it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 15.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.64it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.26it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.04it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.34it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.27it/s]
+ all 253 461 0.667 0.698 0.708 0.378
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
8/50 3.11G 1.251 1.178 1.614 24 512: 0%| | 0/58 [00:00<?, ?it/s]
8/50 3.13G 1.356 1.176 1.624 38 512: 0%| | 0/58 [00:00<?, ?it/s]
8/50 3.13G 1.356 1.176 1.624 38 512: 3%|▎ | 2/58 [00:00<00:03, 15.67it/s]
8/50 3.13G 1.382 1.178 1.613 46 512: 3%|▎ | 2/58 [00:00<00:03, 15.67it/s]
8/50 3.13G 1.384 1.23 1.644 21 512: 3%|▎ | 2/58 [00:00<00:03, 15.67it/s]
8/50 3.13G 1.384 1.23 1.644 21 512: 7%|▋ | 4/58 [00:00<00:03, 13.76it/s]
8/50 3.13G 1.417 1.303 1.661 37 512: 7%|▋ | 4/58 [00:00<00:03, 13.76it/s]
8/50 3.13G 1.379 1.289 1.628 31 512: 7%|▋ | 4/58 [00:00<00:03, 13.76it/s]
8/50 3.13G 1.379 1.289 1.628 31 512: 10%|█ | 6/58 [00:00<00:03, 14.59it/s]
8/50 3.13G 1.38 1.28 1.622 50 512: 10%|█ | 6/58 [00:00<00:03, 14.59it/s]
8/50 3.13G 1.416 1.282 1.654 29 512: 10%|█ | 6/58 [00:00<00:03, 14.59it/s]
8/50 3.13G 1.416 1.282 1.654 29 512: 14%|█▍ | 8/58 [00:00<00:03, 14.86it/s]
8/50 3.13G 1.423 1.302 1.646 40 512: 14%|█▍ | 8/58 [00:00<00:03, 14.86it/s]
8/50 3.13G 1.398 1.29 1.623 34 512: 14%|█▍ | 8/58 [00:00<00:03, 14.86it/s]
8/50 3.13G 1.398 1.29 1.623 34 512: 17%|█▋ | 10/58 [00:00<00:03, 15.12it/s]
8/50 3.13G 1.393 1.282 1.621 36 512: 17%|█▋ | 10/58 [00:00<00:03, 15.12it/s]
8/50 3.13G 1.397 1.268 1.612 39 512: 17%|█▋ | 10/58 [00:00<00:03, 15.12it/s]
8/50 3.13G 1.397 1.268 1.612 39 512: 21%|██ | 12/58 [00:00<00:03, 14.27it/s]
8/50 3.13G 1.383 1.254 1.6 31 512: 21%|██ | 12/58 [00:00<00:03, 14.27it/s]
8/50 3.13G 1.362 1.248 1.59 23 512: 21%|██ | 12/58 [00:00<00:03, 14.27it/s]
8/50 3.13G 1.362 1.248 1.59 23 512: 24%|██▍ | 14/58 [00:00<00:02, 14.71it/s]
8/50 3.13G 1.36 1.243 1.584 33 512: 24%|██▍ | 14/58 [00:01<00:02, 14.71it/s]
8/50 3.13G 1.356 1.24 1.582 30 512: 24%|██▍ | 14/58 [00:01<00:02, 14.71it/s]
8/50 3.13G 1.356 1.24 1.582 30 512: 28%|██▊ | 16/58 [00:01<00:02, 14.96it/s]
8/50 3.13G 1.354 1.233 1.583 23 512: 28%|██▊ | 16/58 [00:01<00:02, 14.96it/s]
8/50 3.13G 1.331 1.217 1.566 31 512: 28%|██▊ | 16/58 [00:01<00:02, 14.96it/s]
8/50 3.13G 1.331 1.217 1.566 31 512: 31%|███ | 18/58 [00:01<00:02, 15.24it/s]
8/50 3.13G 1.332 1.214 1.56 41 512: 31%|███ | 18/58 [00:01<00:02, 15.24it/s]
8/50 3.13G 1.32 1.21 1.55 29 512: 31%|███ | 18/58 [00:01<00:02, 15.24it/s]
8/50 3.13G 1.32 1.21 1.55 29 512: 34%|███▍ | 20/58 [00:01<00:02, 13.79it/s]
8/50 3.13G 1.316 1.202 1.55 27 512: 34%|███▍ | 20/58 [00:01<00:02, 13.79it/s]
8/50 3.13G 1.309 1.198 1.545 30 512: 34%|███▍ | 20/58 [00:01<00:02, 13.79it/s]
8/50 3.13G 1.309 1.198 1.545 30 512: 38%|███▊ | 22/58 [00:01<00:02, 14.42it/s]
8/50 3.13G 1.302 1.195 1.54 32 512: 38%|███▊ | 22/58 [00:01<00:02, 14.42it/s]
8/50 3.13G 1.303 1.204 1.546 18 512: 38%|███▊ | 22/58 [00:01<00:02, 14.42it/s]
8/50 3.13G 1.303 1.204 1.546 18 512: 41%|████▏ | 24/58 [00:01<00:02, 14.68it/s]
8/50 3.13G 1.309 1.199 1.551 28 512: 41%|████▏ | 24/58 [00:01<00:02, 14.68it/s]
8/50 3.13G 1.318 1.212 1.56 33 512: 41%|████▏ | 24/58 [00:01<00:02, 14.68it/s]
8/50 3.13G 1.318 1.212 1.56 33 512: 45%|████▍ | 26/58 [00:01<00:02, 14.16it/s]
8/50 3.13G 1.32 1.22 1.559 25 512: 45%|████▍ | 26/58 [00:01<00:02, 14.16it/s]
8/50 3.13G 1.322 1.224 1.56 22 512: 45%|████▍ | 26/58 [00:01<00:02, 14.16it/s]
8/50 3.13G 1.322 1.224 1.56 22 512: 48%|████▊ | 28/58 [00:01<00:02, 13.27it/s]
8/50 3.13G 1.324 1.22 1.558 28 512: 48%|████▊ | 28/58 [00:02<00:02, 13.27it/s]
8/50 3.13G 1.321 1.223 1.558 21 512: 48%|████▊ | 28/58 [00:02<00:02, 13.27it/s]
8/50 3.13G 1.321 1.223 1.558 21 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.59it/s]
8/50 3.13G 1.326 1.227 1.564 27 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.59it/s]
8/50 3.13G 1.32 1.222 1.56 25 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.59it/s]
8/50 3.13G 1.32 1.222 1.56 25 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.78it/s]
8/50 3.13G 1.315 1.215 1.555 36 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.78it/s]
8/50 3.13G 1.318 1.221 1.558 40 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.78it/s]
8/50 3.13G 1.318 1.221 1.558 40 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.69it/s]
8/50 3.13G 1.318 1.22 1.556 30 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.69it/s]
8/50 3.13G 1.324 1.222 1.556 40 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.69it/s]
8/50 3.13G 1.324 1.222 1.556 40 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.15it/s]
8/50 3.13G 1.328 1.22 1.558 23 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.15it/s]
8/50 3.13G 1.33 1.221 1.56 28 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.15it/s]
8/50 3.13G 1.33 1.221 1.56 28 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.64it/s]
8/50 3.13G 1.336 1.218 1.566 29 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.64it/s]
8/50 3.13G 1.336 1.222 1.565 32 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.64it/s]
8/50 3.13G 1.336 1.222 1.565 32 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.06it/s]
8/50 3.13G 1.335 1.222 1.567 22 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.06it/s]
8/50 3.13G 1.33 1.218 1.566 20 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.06it/s]
8/50 3.13G 1.33 1.218 1.566 20 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.77it/s]
8/50 3.13G 1.328 1.218 1.565 26 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.77it/s]
8/50 3.13G 1.33 1.222 1.568 24 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.77it/s]
8/50 3.13G 1.33 1.222 1.568 24 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.49it/s]
8/50 3.13G 1.331 1.224 1.571 31 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.49it/s]
8/50 3.13G 1.324 1.219 1.566 31 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.49it/s]
8/50 3.13G 1.324 1.219 1.566 31 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.07it/s]
8/50 3.13G 1.323 1.219 1.565 37 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.07it/s]
8/50 3.13G 1.321 1.215 1.563 27 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.07it/s]
8/50 3.13G 1.321 1.215 1.563 27 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.11it/s]
8/50 3.13G 1.32 1.212 1.562 30 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.11it/s]
8/50 3.13G 1.32 1.213 1.56 36 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.11it/s]
8/50 3.13G 1.32 1.213 1.56 36 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.86it/s]
8/50 3.13G 1.317 1.208 1.557 28 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.86it/s]
8/50 3.13G 1.313 1.205 1.554 37 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.86it/s]
8/50 3.13G 1.313 1.205 1.554 37 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.17it/s]
8/50 3.13G 1.315 1.206 1.555 28 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.17it/s]
8/50 3.13G 1.318 1.207 1.557 38 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.17it/s]
8/50 3.13G 1.318 1.207 1.557 38 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.75it/s]
8/50 3.13G 1.316 1.206 1.554 27 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.75it/s]
8/50 3.13G 1.308 1.201 1.549 18 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.75it/s]
8/50 3.13G 1.308 1.201 1.549 18 512: 97%|█████████▋| 56/58 [00:03<00:00, 13.73it/s]
8/50 3.13G 1.312 1.204 1.552 47 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.73it/s]
8/50 3.14G 1.312 1.2 1.555 9 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.73it/s]
8/50 3.14G 1.312 1.2 1.555 9 512: 100%|██████████| 58/58 [00:04<00:00, 14.20it/s]
8/50 3.14G 1.312 1.2 1.555 9 512: 100%|██████████| 58/58 [00:04<00:00, 14.05it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 15.49it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 13.60it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 13.89it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.52it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.61it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 14.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.18it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 14.74it/s]
+ all 253 461 0.745 0.636 0.714 0.371
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
9/50 3.3G 1.359 1.25 1.619 30 512: 0%| | 0/58 [00:00<?, ?it/s]
9/50 3.31G 1.4 1.309 1.665 20 512: 0%| | 0/58 [00:00<?, ?it/s]
9/50 3.31G 1.4 1.309 1.665 20 512: 3%|▎ | 2/58 [00:00<00:04, 13.23it/s]
9/50 3.31G 1.444 1.39 1.658 42 512: 3%|▎ | 2/58 [00:00<00:04, 13.23it/s]
9/50 3.31G 1.326 1.264 1.583 29 512: 3%|▎ | 2/58 [00:00<00:04, 13.23it/s]
9/50 3.31G 1.326 1.264 1.583 29 512: 7%|▋ | 4/58 [00:00<00:03, 14.65it/s]
9/50 3.31G 1.314 1.228 1.558 30 512: 7%|▋ | 4/58 [00:00<00:03, 14.65it/s]
9/50 3.31G 1.332 1.253 1.567 41 512: 7%|▋ | 4/58 [00:00<00:03, 14.65it/s]
9/50 3.31G 1.332 1.253 1.567 41 512: 10%|█ | 6/58 [00:00<00:03, 14.75it/s]
9/50 3.31G 1.288 1.226 1.537 24 512: 10%|█ | 6/58 [00:00<00:03, 14.75it/s]
9/50 3.31G 1.344 1.288 1.568 55 512: 10%|█ | 6/58 [00:00<00:03, 14.75it/s]
9/50 3.31G 1.344 1.288 1.568 55 512: 14%|█▍ | 8/58 [00:00<00:03, 15.03it/s]
9/50 3.31G 1.317 1.269 1.555 24 512: 14%|█▍ | 8/58 [00:00<00:03, 15.03it/s]
9/50 3.31G 1.288 1.242 1.538 27 512: 14%|█▍ | 8/58 [00:00<00:03, 15.03it/s]
9/50 3.31G 1.288 1.242 1.538 27 512: 17%|█▋ | 10/58 [00:00<00:03, 14.38it/s]
9/50 3.31G 1.278 1.222 1.534 28 512: 17%|█▋ | 10/58 [00:00<00:03, 14.38it/s]
9/50 3.31G 1.298 1.221 1.555 23 512: 17%|█▋ | 10/58 [00:00<00:03, 14.38it/s]
9/50 3.31G 1.298 1.221 1.555 23 512: 21%|██ | 12/58 [00:00<00:03, 14.82it/s]
9/50 3.31G 1.311 1.235 1.564 25 512: 21%|██ | 12/58 [00:00<00:03, 14.82it/s]
9/50 3.31G 1.303 1.214 1.556 31 512: 21%|██ | 12/58 [00:00<00:03, 14.82it/s]
9/50 3.31G 1.303 1.214 1.556 31 512: 24%|██▍ | 14/58 [00:00<00:02, 14.97it/s]
9/50 3.31G 1.31 1.226 1.564 26 512: 24%|██▍ | 14/58 [00:01<00:02, 14.97it/s]
9/50 3.31G 1.303 1.212 1.56 36 512: 24%|██▍ | 14/58 [00:01<00:02, 14.97it/s]
9/50 3.31G 1.303 1.212 1.56 36 512: 28%|██▊ | 16/58 [00:01<00:02, 15.09it/s]
9/50 3.31G 1.292 1.209 1.555 21 512: 28%|██▊ | 16/58 [00:01<00:02, 15.09it/s]
9/50 3.31G 1.284 1.208 1.554 23 512: 28%|██▊ | 16/58 [00:01<00:02, 15.09it/s]
9/50 3.31G 1.284 1.208 1.554 23 512: 31%|███ | 18/58 [00:01<00:02, 14.30it/s]
9/50 3.31G 1.285 1.204 1.556 26 512: 31%|███ | 18/58 [00:01<00:02, 14.30it/s]
9/50 3.31G 1.303 1.217 1.575 22 512: 31%|███ | 18/58 [00:01<00:02, 14.30it/s]
9/50 3.31G 1.303 1.217 1.575 22 512: 34%|███▍ | 20/58 [00:01<00:02, 14.55it/s]
9/50 3.31G 1.299 1.21 1.566 32 512: 34%|███▍ | 20/58 [00:01<00:02, 14.55it/s]
9/50 3.31G 1.308 1.22 1.571 59 512: 34%|███▍ | 20/58 [00:01<00:02, 14.55it/s]
9/50 3.31G 1.308 1.22 1.571 59 512: 38%|███▊ | 22/58 [00:01<00:02, 14.62it/s]
9/50 3.31G 1.297 1.205 1.56 40 512: 38%|███▊ | 22/58 [00:01<00:02, 14.62it/s]
9/50 3.31G 1.295 1.205 1.557 31 512: 38%|███▊ | 22/58 [00:01<00:02, 14.62it/s]
9/50 3.31G 1.295 1.205 1.557 31 512: 41%|████▏ | 24/58 [00:01<00:02, 14.62it/s]
9/50 3.31G 1.285 1.199 1.551 24 512: 41%|████▏ | 24/58 [00:01<00:02, 14.62it/s]
9/50 3.31G 1.285 1.195 1.554 30 512: 41%|████▏ | 24/58 [00:01<00:02, 14.62it/s]
9/50 3.31G 1.285 1.195 1.554 30 512: 45%|████▍ | 26/58 [00:01<00:02, 13.24it/s]
9/50 3.31G 1.273 1.185 1.543 34 512: 45%|████▍ | 26/58 [00:01<00:02, 13.24it/s]
9/50 3.31G 1.285 1.197 1.555 32 512: 45%|████▍ | 26/58 [00:01<00:02, 13.24it/s]
9/50 3.31G 1.285 1.197 1.555 32 512: 48%|████▊ | 28/58 [00:01<00:02, 14.02it/s]
9/50 3.31G 1.279 1.19 1.55 25 512: 48%|████▊ | 28/58 [00:02<00:02, 14.02it/s]
9/50 3.31G 1.272 1.183 1.548 19 512: 48%|████▊ | 28/58 [00:02<00:02, 14.02it/s]
9/50 3.31G 1.272 1.183 1.548 19 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.55it/s]
9/50 3.31G 1.267 1.183 1.547 25 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.55it/s]
9/50 3.31G 1.267 1.183 1.548 25 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.55it/s]
9/50 3.31G 1.267 1.183 1.548 25 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.29it/s]
9/50 3.31G 1.267 1.177 1.548 26 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.29it/s]
9/50 3.31G 1.273 1.183 1.552 27 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.29it/s]
9/50 3.31G 1.273 1.183 1.552 27 512: 59%|█████▊ | 34/58 [00:02<00:01, 12.68it/s]
9/50 3.31G 1.279 1.185 1.554 38 512: 59%|█████▊ | 34/58 [00:02<00:01, 12.68it/s]
9/50 3.31G 1.272 1.182 1.548 30 512: 59%|█████▊ | 34/58 [00:02<00:01, 12.68it/s]
9/50 3.31G 1.272 1.182 1.548 30 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.89it/s]
9/50 3.31G 1.277 1.181 1.549 40 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.89it/s]
9/50 3.31G 1.276 1.179 1.548 31 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.89it/s]
9/50 3.31G 1.276 1.179 1.548 31 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.03it/s]
9/50 3.31G 1.274 1.179 1.547 25 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.03it/s]
9/50 3.31G 1.272 1.175 1.547 22 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.03it/s]
9/50 3.31G 1.272 1.175 1.547 22 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.13it/s]
9/50 3.31G 1.268 1.172 1.542 39 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.13it/s]
9/50 3.31G 1.269 1.175 1.543 27 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.13it/s]
9/50 3.31G 1.269 1.175 1.543 27 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.69it/s]
9/50 3.31G 1.269 1.18 1.543 23 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.69it/s]
9/50 3.31G 1.273 1.183 1.545 36 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.69it/s]
9/50 3.31G 1.273 1.183 1.545 36 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.32it/s]
9/50 3.31G 1.274 1.179 1.545 29 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.32it/s]
9/50 3.31G 1.279 1.182 1.547 38 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.32it/s]
9/50 3.31G 1.279 1.182 1.547 38 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.30it/s]
9/50 3.31G 1.28 1.188 1.549 38 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.30it/s]
9/50 3.31G 1.282 1.191 1.55 40 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.30it/s]
9/50 3.31G 1.282 1.191 1.55 40 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.80it/s]
9/50 3.31G 1.282 1.195 1.553 28 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.80it/s]
9/50 3.31G 1.275 1.19 1.549 25 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.80it/s]
9/50 3.31G 1.275 1.19 1.549 25 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.43it/s]
9/50 3.31G 1.277 1.192 1.549 38 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.43it/s]
9/50 3.31G 1.277 1.193 1.547 36 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.43it/s]
9/50 3.31G 1.277 1.193 1.547 36 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.56it/s]
9/50 3.31G 1.281 1.196 1.549 40 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.56it/s]
9/50 3.31G 1.283 1.195 1.552 29 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.56it/s]
9/50 3.31G 1.283 1.195 1.552 29 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.37it/s]
9/50 3.31G 1.284 1.194 1.551 36 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.37it/s]
9/50 3.31G 1.284 1.191 1.551 34 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.37it/s]
9/50 3.31G 1.284 1.191 1.551 34 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.65it/s]
9/50 3.31G 1.283 1.191 1.552 34 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.65it/s]
9/50 3.32G 1.276 1.182 1.547 12 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.65it/s]
9/50 3.32G 1.276 1.182 1.547 12 512: 100%|██████████| 58/58 [00:04<00:00, 13.34it/s]
9/50 3.32G 1.276 1.182 1.547 12 512: 100%|██████████| 58/58 [00:04<00:00, 13.73it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 15.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 16.55it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.74it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.17it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.18it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.37it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.34it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.27it/s]
+ all 253 461 0.696 0.679 0.723 0.403
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
10/50 3.36G 1.283 1.11 1.607 33 512: 0%| | 0/58 [00:00<?, ?it/s]
10/50 3.43G 1.241 1.182 1.523 25 512: 0%| | 0/58 [00:00<?, ?it/s]
10/50 3.43G 1.241 1.182 1.523 25 512: 3%|▎ | 2/58 [00:00<00:03, 15.75it/s]
10/50 3.43G 1.246 1.256 1.518 25 512: 3%|▎ | 2/58 [00:00<00:03, 15.75it/s]
10/50 3.43G 1.193 1.175 1.472 30 512: 3%|▎ | 2/58 [00:00<00:03, 15.75it/s]
10/50 3.43G 1.193 1.175 1.472 30 512: 7%|▋ | 4/58 [00:00<00:03, 15.87it/s]
10/50 3.43G 1.226 1.206 1.493 37 512: 7%|▋ | 4/58 [00:00<00:03, 15.87it/s]
10/50 3.43G 1.215 1.208 1.493 23 512: 7%|▋ | 4/58 [00:00<00:03, 15.87it/s]
10/50 3.43G 1.215 1.208 1.493 23 512: 10%|█ | 6/58 [00:00<00:03, 15.50it/s]
10/50 3.43G 1.243 1.21 1.499 53 512: 10%|█ | 6/58 [00:00<00:03, 15.50it/s]
10/50 3.43G 1.246 1.22 1.496 36 512: 10%|█ | 6/58 [00:00<00:03, 15.50it/s]
10/50 3.43G 1.246 1.22 1.496 36 512: 14%|█▍ | 8/58 [00:00<00:03, 14.36it/s]
10/50 3.43G 1.219 1.202 1.482 26 512: 14%|█▍ | 8/58 [00:00<00:03, 14.36it/s]
10/50 3.43G 1.215 1.196 1.495 24 512: 14%|█▍ | 8/58 [00:00<00:03, 14.36it/s]
10/50 3.43G 1.215 1.196 1.495 24 512: 17%|█▋ | 10/58 [00:00<00:03, 14.64it/s]
10/50 3.43G 1.222 1.19 1.498 34 512: 17%|█▋ | 10/58 [00:00<00:03, 14.64it/s]
10/50 3.43G 1.227 1.176 1.496 42 512: 17%|█▋ | 10/58 [00:00<00:03, 14.64it/s]
10/50 3.43G 1.227 1.176 1.496 42 512: 21%|██ | 12/58 [00:00<00:03, 14.73it/s]
10/50 3.43G 1.224 1.176 1.495 29 512: 21%|██ | 12/58 [00:00<00:03, 14.73it/s]
10/50 3.43G 1.22 1.162 1.487 37 512: 21%|██ | 12/58 [00:00<00:03, 14.73it/s]
10/50 3.43G 1.22 1.162 1.487 37 512: 24%|██▍ | 14/58 [00:00<00:02, 14.98it/s]
10/50 3.43G 1.226 1.169 1.494 28 512: 24%|██▍ | 14/58 [00:00<00:02, 14.98it/s]
10/50 3.43G 1.224 1.168 1.495 22 512: 24%|██▍ | 14/58 [00:01<00:02, 14.98it/s]
10/50 3.43G 1.224 1.168 1.495 22 512: 28%|██▊ | 16/58 [00:01<00:02, 14.18it/s]
10/50 3.43G 1.239 1.166 1.514 26 512: 28%|██▊ | 16/58 [00:01<00:02, 14.18it/s]
10/50 3.43G 1.234 1.165 1.51 23 512: 28%|██▊ | 16/58 [00:01<00:02, 14.18it/s]
10/50 3.43G 1.234 1.165 1.51 23 512: 31%|███ | 18/58 [00:01<00:02, 14.60it/s]
10/50 3.43G 1.234 1.158 1.508 37 512: 31%|███ | 18/58 [00:01<00:02, 14.60it/s]
10/50 3.43G 1.223 1.148 1.5 25 512: 31%|███ | 18/58 [00:01<00:02, 14.60it/s]
10/50 3.43G 1.223 1.148 1.5 25 512: 34%|███▍ | 20/58 [00:01<00:02, 14.54it/s]
10/50 3.43G 1.214 1.143 1.496 29 512: 34%|███▍ | 20/58 [00:01<00:02, 14.54it/s]
10/50 3.43G 1.223 1.146 1.498 38 512: 34%|███▍ | 20/58 [00:01<00:02, 14.54it/s]
10/50 3.43G 1.223 1.146 1.498 38 512: 38%|███▊ | 22/58 [00:01<00:02, 13.42it/s]
10/50 3.43G 1.215 1.146 1.496 29 512: 38%|███▊ | 22/58 [00:01<00:02, 13.42it/s]
10/50 3.43G 1.218 1.144 1.498 24 512: 38%|███▊ | 22/58 [00:01<00:02, 13.42it/s]
10/50 3.43G 1.218 1.144 1.498 24 512: 41%|████▏ | 24/58 [00:01<00:02, 12.95it/s]
10/50 3.43G 1.223 1.144 1.501 28 512: 41%|████▏ | 24/58 [00:01<00:02, 12.95it/s]
10/50 3.43G 1.231 1.145 1.504 44 512: 41%|████▏ | 24/58 [00:01<00:02, 12.95it/s]
10/50 3.43G 1.231 1.145 1.504 44 512: 45%|████▍ | 26/58 [00:01<00:02, 13.64it/s]
10/50 3.43G 1.242 1.152 1.512 28 512: 45%|████▍ | 26/58 [00:01<00:02, 13.64it/s]
10/50 3.43G 1.235 1.149 1.506 34 512: 45%|████▍ | 26/58 [00:01<00:02, 13.64it/s]
10/50 3.43G 1.235 1.149 1.506 34 512: 48%|████▊ | 28/58 [00:01<00:02, 13.55it/s]
10/50 3.43G 1.241 1.148 1.508 42 512: 48%|████▊ | 28/58 [00:02<00:02, 13.55it/s]
10/50 3.43G 1.238 1.141 1.504 35 512: 48%|████▊ | 28/58 [00:02<00:02, 13.55it/s]
10/50 3.43G 1.238 1.141 1.504 35 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.89it/s]
10/50 3.43G 1.238 1.139 1.502 39 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.89it/s]
10/50 3.43G 1.231 1.13 1.497 26 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.89it/s]
10/50 3.43G 1.231 1.13 1.497 26 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.52it/s]
10/50 3.43G 1.232 1.128 1.497 27 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.52it/s]
10/50 3.43G 1.228 1.128 1.497 24 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.52it/s]
10/50 3.43G 1.228 1.128 1.497 24 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.11it/s]
10/50 3.43G 1.232 1.135 1.496 54 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.11it/s]
10/50 3.43G 1.23 1.132 1.494 24 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.11it/s]
10/50 3.43G 1.23 1.132 1.494 24 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.95it/s]
10/50 3.43G 1.23 1.125 1.495 35 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.95it/s]
10/50 3.43G 1.224 1.127 1.492 27 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.95it/s]
10/50 3.43G 1.224 1.127 1.492 27 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.25it/s]
10/50 3.43G 1.22 1.123 1.488 40 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.25it/s]
10/50 3.43G 1.214 1.124 1.484 26 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.25it/s]
10/50 3.43G 1.214 1.124 1.484 26 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.51it/s]
10/50 3.43G 1.218 1.126 1.487 32 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.51it/s]
10/50 3.43G 1.219 1.138 1.486 23 512: 69%|██████▉ | 40/58 [00:03<00:01, 12.51it/s]
10/50 3.43G 1.219 1.138 1.486 23 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.45it/s]
10/50 3.43G 1.222 1.136 1.49 24 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.45it/s]
10/50 3.43G 1.222 1.132 1.489 27 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.45it/s]
10/50 3.43G 1.222 1.132 1.489 27 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.31it/s]
10/50 3.43G 1.224 1.136 1.488 31 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.31it/s]
10/50 3.43G 1.225 1.136 1.49 27 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.31it/s]
10/50 3.43G 1.225 1.136 1.49 27 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.88it/s]
10/50 3.43G 1.231 1.136 1.495 31 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.88it/s]
10/50 3.43G 1.233 1.141 1.496 24 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.88it/s]
10/50 3.43G 1.233 1.141 1.496 24 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.67it/s]
10/50 3.43G 1.234 1.143 1.498 31 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.67it/s]
10/50 3.43G 1.235 1.143 1.498 23 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.67it/s]
10/50 3.43G 1.235 1.143 1.498 23 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.57it/s]
10/50 3.43G 1.237 1.144 1.499 27 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.57it/s]
10/50 3.43G 1.241 1.145 1.501 37 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.57it/s]
10/50 3.43G 1.241 1.145 1.501 37 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.09it/s]
10/50 3.43G 1.241 1.144 1.5 32 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.09it/s]
10/50 3.43G 1.242 1.143 1.499 38 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.09it/s]
10/50 3.43G 1.242 1.143 1.499 38 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.52it/s]
10/50 3.43G 1.244 1.144 1.503 29 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.52it/s]
10/50 3.43G 1.244 1.143 1.502 29 512: 93%|█████████▎| 54/58 [00:04<00:00, 14.52it/s]
10/50 3.43G 1.244 1.143 1.502 29 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.83it/s]
10/50 3.43G 1.249 1.143 1.506 26 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.83it/s]
10/50 3.45G 1.249 1.143 1.506 12 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.83it/s]
10/50 3.45G 1.249 1.143 1.506 12 512: 100%|██████████| 58/58 [00:04<00:00, 14.27it/s]
10/50 3.45G 1.249 1.143 1.506 12 512: 100%|██████████| 58/58 [00:04<00:00, 13.93it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 12.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.07it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.41it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 10.63it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 12.03it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:01<00:00, 12.89it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 14.14it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 13.43it/s]
+ all 253 461 0.792 0.688 0.763 0.465
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
11/50 3.45G 1.526 1.268 1.867 30 512: 0%| | 0/58 [00:00<?, ?it/s]
11/50 3.45G 1.413 1.281 1.672 30 512: 0%| | 0/58 [00:00<?, ?it/s]
11/50 3.45G 1.413 1.281 1.672 30 512: 3%|▎ | 2/58 [00:00<00:03, 15.44it/s]
11/50 3.45G 1.311 1.19 1.564 38 512: 3%|▎ | 2/58 [00:00<00:03, 15.44it/s]
11/50 3.45G 1.312 1.182 1.564 33 512: 3%|▎ | 2/58 [00:00<00:03, 15.44it/s]
11/50 3.45G 1.312 1.182 1.564 33 512: 7%|▋ | 4/58 [00:00<00:03, 15.42it/s]
11/50 3.45G 1.34 1.205 1.606 43 512: 7%|▋ | 4/58 [00:00<00:03, 15.42it/s]
11/50 3.45G 1.325 1.182 1.57 41 512: 7%|▋ | 4/58 [00:00<00:03, 15.42it/s]
11/50 3.45G 1.325 1.182 1.57 41 512: 10%|█ | 6/58 [00:00<00:03, 14.06it/s]
11/50 3.45G 1.339 1.202 1.572 32 512: 10%|█ | 6/58 [00:00<00:03, 14.06it/s]
11/50 3.45G 1.332 1.181 1.571 27 512: 10%|█ | 6/58 [00:00<00:03, 14.06it/s]
11/50 3.45G 1.332 1.181 1.571 27 512: 14%|█▍ | 8/58 [00:00<00:03, 14.21it/s]
11/50 3.45G 1.343 1.218 1.59 23 512: 14%|█▍ | 8/58 [00:00<00:03, 14.21it/s]
11/50 3.45G 1.336 1.196 1.573 34 512: 14%|█▍ | 8/58 [00:00<00:03, 14.21it/s]
11/50 3.45G 1.336 1.196 1.573 34 512: 17%|█▋ | 10/58 [00:00<00:03, 14.43it/s]
11/50 3.45G 1.334 1.178 1.562 39 512: 17%|█▋ | 10/58 [00:00<00:03, 14.43it/s]
11/50 3.45G 1.343 1.187 1.57 36 512: 17%|█▋ | 10/58 [00:00<00:03, 14.43it/s]
11/50 3.45G 1.343 1.187 1.57 36 512: 21%|██ | 12/58 [00:00<00:03, 14.84it/s]
11/50 3.45G 1.352 1.218 1.586 30 512: 21%|██ | 12/58 [00:00<00:03, 14.84it/s]
11/50 3.45G 1.343 1.21 1.577 33 512: 21%|██ | 12/58 [00:00<00:03, 14.84it/s]
11/50 3.45G 1.343 1.21 1.577 33 512: 24%|██▍ | 14/58 [00:00<00:03, 14.25it/s]
11/50 3.45G 1.323 1.19 1.557 35 512: 24%|██▍ | 14/58 [00:01<00:03, 14.25it/s]
11/50 3.45G 1.328 1.2 1.569 26 512: 24%|██▍ | 14/58 [00:01<00:03, 14.25it/s]
11/50 3.45G 1.328 1.2 1.569 26 512: 28%|██▊ | 16/58 [00:01<00:02, 14.82it/s]
11/50 3.45G 1.33 1.195 1.572 27 512: 28%|██▊ | 16/58 [00:01<00:02, 14.82it/s]
11/50 3.45G 1.327 1.207 1.573 20 512: 28%|██▊ | 16/58 [00:01<00:02, 14.82it/s]
11/50 3.45G 1.327 1.207 1.573 20 512: 31%|███ | 18/58 [00:01<00:02, 14.86it/s]
11/50 3.45G 1.315 1.193 1.562 33 512: 31%|███ | 18/58 [00:01<00:02, 14.86it/s]
11/50 3.45G 1.324 1.193 1.565 27 512: 31%|███ | 18/58 [00:01<00:02, 14.86it/s]
11/50 3.45G 1.324 1.193 1.565 27 512: 34%|███▍ | 20/58 [00:01<00:02, 14.83it/s]
11/50 3.45G 1.314 1.182 1.555 37 512: 34%|███▍ | 20/58 [00:01<00:02, 14.83it/s]
11/50 3.45G 1.32 1.188 1.561 34 512: 34%|███▍ | 20/58 [00:01<00:02, 14.83it/s]
11/50 3.45G 1.32 1.188 1.561 34 512: 38%|███▊ | 22/58 [00:01<00:02, 14.34it/s]
11/50 3.45G 1.325 1.195 1.563 55 512: 38%|███▊ | 22/58 [00:01<00:02, 14.34it/s]
11/50 3.45G 1.327 1.193 1.562 42 512: 38%|███▊ | 22/58 [00:01<00:02, 14.34it/s]
11/50 3.45G 1.327 1.193 1.562 42 512: 41%|████▏ | 24/58 [00:01<00:02, 14.83it/s]
11/50 3.45G 1.321 1.185 1.56 21 512: 41%|████▏ | 24/58 [00:01<00:02, 14.83it/s]
11/50 3.45G 1.32 1.184 1.561 31 512: 41%|████▏ | 24/58 [00:01<00:02, 14.83it/s]
11/50 3.45G 1.32 1.184 1.561 31 512: 45%|████▍ | 26/58 [00:01<00:02, 14.53it/s]
11/50 3.45G 1.316 1.176 1.554 21 512: 45%|████▍ | 26/58 [00:01<00:02, 14.53it/s]
11/50 3.45G 1.305 1.164 1.545 23 512: 45%|████▍ | 26/58 [00:01<00:02, 14.53it/s]
11/50 3.45G 1.305 1.164 1.545 23 512: 48%|████▊ | 28/58 [00:01<00:02, 14.53it/s]
11/50 3.45G 1.297 1.168 1.543 20 512: 48%|████▊ | 28/58 [00:01<00:02, 14.53it/s]
11/50 3.45G 1.294 1.164 1.539 35 512: 48%|████▊ | 28/58 [00:02<00:02, 14.53it/s]
11/50 3.45G 1.294 1.164 1.539 35 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.40it/s]
11/50 3.45G 1.289 1.156 1.535 23 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.40it/s]
11/50 3.45G 1.286 1.155 1.533 24 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.40it/s]
11/50 3.45G 1.286 1.155 1.533 24 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.75it/s]
11/50 3.45G 1.28 1.152 1.527 25 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.75it/s]
11/50 3.45G 1.271 1.147 1.521 25 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.75it/s]
11/50 3.45G 1.271 1.147 1.521 25 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.81it/s]
11/50 3.45G 1.268 1.142 1.515 31 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.81it/s]
11/50 3.45G 1.27 1.144 1.513 37 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.81it/s]
11/50 3.45G 1.27 1.144 1.513 37 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.91it/s]
11/50 3.45G 1.263 1.136 1.509 29 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.91it/s]
11/50 3.45G 1.26 1.134 1.508 34 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.91it/s]
11/50 3.45G 1.26 1.134 1.508 34 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.30it/s]
11/50 3.45G 1.252 1.129 1.504 27 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.30it/s]
11/50 3.45G 1.25 1.13 1.504 33 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.30it/s]
11/50 3.45G 1.25 1.13 1.504 33 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.35it/s]
11/50 3.45G 1.246 1.127 1.502 27 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.35it/s]
11/50 3.45G 1.243 1.127 1.501 40 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.35it/s]
11/50 3.45G 1.243 1.127 1.501 40 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.52it/s]
11/50 3.45G 1.24 1.125 1.498 35 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.52it/s]
11/50 3.45G 1.242 1.127 1.499 32 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.52it/s]
11/50 3.45G 1.242 1.127 1.499 32 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.14it/s]
11/50 3.45G 1.243 1.128 1.502 33 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.14it/s]
11/50 3.45G 1.24 1.128 1.502 34 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.14it/s]
11/50 3.45G 1.24 1.128 1.502 34 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.84it/s]
11/50 3.45G 1.238 1.128 1.5 42 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.84it/s]
11/50 3.45G 1.236 1.13 1.499 35 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.84it/s]
11/50 3.45G 1.236 1.13 1.499 35 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.47it/s]
11/50 3.45G 1.234 1.131 1.498 31 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.47it/s]
11/50 3.45G 1.233 1.128 1.497 30 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.47it/s]
11/50 3.45G 1.233 1.128 1.497 30 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.91it/s]
11/50 3.45G 1.234 1.131 1.496 35 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.91it/s]
11/50 3.45G 1.231 1.13 1.494 23 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.91it/s]
11/50 3.45G 1.231 1.13 1.494 23 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.26it/s]
11/50 3.45G 1.232 1.13 1.492 44 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.26it/s]
11/50 3.45G 1.229 1.124 1.493 30 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.26it/s]
11/50 3.45G 1.229 1.124 1.493 30 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.27it/s]
11/50 3.45G 1.235 1.124 1.496 33 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.27it/s]
11/50 3.45G 1.23 1.118 1.493 27 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.27it/s]
11/50 3.45G 1.23 1.118 1.493 27 512: 97%|█████████▋| 56/58 [00:03<00:00, 14.01it/s]
11/50 3.45G 1.227 1.116 1.49 21 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.01it/s]
11/50 3.45G 1.239 1.128 1.498 8 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.01it/s]
11/50 3.45G 1.239 1.128 1.498 8 512: 100%|██████████| 58/58 [00:04<00:00, 14.58it/s]
11/50 3.45G 1.239 1.128 1.498 8 512: 100%|██████████| 58/58 [00:04<00:00, 14.08it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 14.32it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.61it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.28it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.74it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.21it/s]
+ all 253 461 0.829 0.716 0.821 0.496
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
12/50 3.45G 1.188 1.029 1.412 47 512: 0%| | 0/58 [00:00<?, ?it/s]
12/50 3.45G 1.23 1.065 1.53 27 512: 0%| | 0/58 [00:00<?, ?it/s]
12/50 3.45G 1.23 1.065 1.53 27 512: 3%|▎ | 2/58 [00:00<00:03, 15.68it/s]
12/50 3.45G 1.205 1.036 1.532 33 512: 3%|▎ | 2/58 [00:00<00:03, 15.68it/s]
12/50 3.45G 1.211 1.048 1.535 32 512: 3%|▎ | 2/58 [00:00<00:03, 15.68it/s]
12/50 3.45G 1.211 1.048 1.535 32 512: 7%|▋ | 4/58 [00:00<00:03, 13.64it/s]
12/50 3.45G 1.183 1.061 1.519 24 512: 7%|▋ | 4/58 [00:00<00:03, 13.64it/s]
12/50 3.45G 1.146 1.035 1.476 40 512: 7%|▋ | 4/58 [00:00<00:03, 13.64it/s]
12/50 3.45G 1.146 1.035 1.476 40 512: 10%|█ | 6/58 [00:00<00:03, 14.46it/s]
12/50 3.45G 1.159 1.08 1.492 23 512: 10%|█ | 6/58 [00:00<00:03, 14.46it/s]
12/50 3.45G 1.184 1.063 1.514 35 512: 10%|█ | 6/58 [00:00<00:03, 14.46it/s]
12/50 3.45G 1.184 1.063 1.514 35 512: 14%|█▍ | 8/58 [00:00<00:03, 14.68it/s]
12/50 3.45G 1.163 1.05 1.495 30 512: 14%|█▍ | 8/58 [00:00<00:03, 14.68it/s]
12/50 3.45G 1.178 1.055 1.506 37 512: 14%|█▍ | 8/58 [00:00<00:03, 14.68it/s]
12/50 3.45G 1.178 1.055 1.506 37 512: 17%|█▋ | 10/58 [00:00<00:03, 14.82it/s]
12/50 3.45G 1.183 1.055 1.503 41 512: 17%|█▋ | 10/58 [00:00<00:03, 14.82it/s]
12/50 3.45G 1.172 1.06 1.497 25 512: 17%|█▋ | 10/58 [00:00<00:03, 14.82it/s]
12/50 3.45G 1.172 1.06 1.497 25 512: 21%|██ | 12/58 [00:00<00:03, 13.95it/s]
12/50 3.45G 1.197 1.06 1.515 30 512: 21%|██ | 12/58 [00:00<00:03, 13.95it/s]
12/50 3.45G 1.21 1.074 1.516 50 512: 21%|██ | 12/58 [00:00<00:03, 13.95it/s]
12/50 3.45G 1.21 1.074 1.516 50 512: 24%|██▍ | 14/58 [00:00<00:03, 14.20it/s]
12/50 3.45G 1.219 1.07 1.514 41 512: 24%|██▍ | 14/58 [00:01<00:03, 14.20it/s]
12/50 3.45G 1.239 1.087 1.526 37 512: 24%|██▍ | 14/58 [00:01<00:03, 14.20it/s]
12/50 3.45G 1.239 1.087 1.526 37 512: 28%|██▊ | 16/58 [00:01<00:02, 14.75it/s]
12/50 3.45G 1.252 1.105 1.545 21 512: 28%|██▊ | 16/58 [00:01<00:02, 14.75it/s]
12/50 3.45G 1.257 1.108 1.546 28 512: 28%|██▊ | 16/58 [00:01<00:02, 14.75it/s]
12/50 3.45G 1.257 1.108 1.546 28 512: 31%|███ | 18/58 [00:01<00:02, 14.66it/s]
12/50 3.45G 1.261 1.108 1.542 42 512: 31%|███ | 18/58 [00:01<00:02, 14.66it/s]
12/50 3.45G 1.262 1.103 1.536 43 512: 31%|███ | 18/58 [00:01<00:02, 14.66it/s]
12/50 3.45G 1.262 1.103 1.536 43 512: 34%|███▍ | 20/58 [00:01<00:02, 13.84it/s]
12/50 3.45G 1.269 1.106 1.534 41 512: 34%|███▍ | 20/58 [00:01<00:02, 13.84it/s]
12/50 3.45G 1.266 1.115 1.532 21 512: 34%|███▍ | 20/58 [00:01<00:02, 13.84it/s]
12/50 3.45G 1.266 1.115 1.532 21 512: 38%|███▊ | 22/58 [00:01<00:02, 14.37it/s]
12/50 3.45G 1.268 1.112 1.532 41 512: 38%|███▊ | 22/58 [00:01<00:02, 14.37it/s]
12/50 3.45G 1.26 1.107 1.528 27 512: 38%|███▊ | 22/58 [00:01<00:02, 14.37it/s]
12/50 3.45G 1.26 1.107 1.528 27 512: 41%|████▏ | 24/58 [00:01<00:02, 14.10it/s]
12/50 3.45G 1.259 1.105 1.524 25 512: 41%|████▏ | 24/58 [00:01<00:02, 14.10it/s]
12/50 3.45G 1.261 1.109 1.527 25 512: 41%|████▏ | 24/58 [00:01<00:02, 14.10it/s]
12/50 3.45G 1.261 1.109 1.527 25 512: 45%|████▍ | 26/58 [00:01<00:02, 14.27it/s]
12/50 3.45G 1.257 1.103 1.524 42 512: 45%|████▍ | 26/58 [00:01<00:02, 14.27it/s]
12/50 3.45G 1.253 1.107 1.518 37 512: 45%|████▍ | 26/58 [00:01<00:02, 14.27it/s]
12/50 3.45G 1.253 1.107 1.518 37 512: 48%|████▊ | 28/58 [00:02<00:02, 12.94it/s]
12/50 3.45G 1.258 1.107 1.522 38 512: 48%|████▊ | 28/58 [00:02<00:02, 12.94it/s]
12/50 3.45G 1.258 1.111 1.525 24 512: 48%|████▊ | 28/58 [00:02<00:02, 12.94it/s]
12/50 3.45G 1.258 1.111 1.525 24 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.69it/s]
12/50 3.45G 1.257 1.104 1.524 34 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.69it/s]
12/50 3.45G 1.245 1.098 1.514 28 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.69it/s]
12/50 3.45G 1.245 1.098 1.514 28 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.15it/s]
12/50 3.45G 1.247 1.098 1.516 38 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.15it/s]
12/50 3.45G 1.24 1.094 1.511 38 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.15it/s]
12/50 3.45G 1.24 1.094 1.511 38 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.58it/s]
12/50 3.45G 1.242 1.092 1.509 34 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.58it/s]
12/50 3.45G 1.239 1.087 1.508 35 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.58it/s]
12/50 3.45G 1.239 1.087 1.508 35 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.78it/s]
12/50 3.45G 1.239 1.085 1.508 50 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.78it/s]
12/50 3.45G 1.247 1.086 1.516 26 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.78it/s]
12/50 3.45G 1.247 1.086 1.516 26 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.64it/s]
12/50 3.45G 1.248 1.087 1.514 41 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.64it/s]
12/50 3.45G 1.25 1.088 1.516 37 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.64it/s]
12/50 3.45G 1.25 1.088 1.516 37 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.83it/s]
12/50 3.45G 1.249 1.085 1.515 31 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.83it/s]
12/50 3.45G 1.246 1.085 1.514 27 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.83it/s]
12/50 3.45G 1.246 1.085 1.514 27 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.84it/s]
12/50 3.45G 1.242 1.086 1.514 30 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.84it/s]
12/50 3.45G 1.239 1.082 1.511 44 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.84it/s]
12/50 3.45G 1.239 1.082 1.511 44 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.48it/s]
12/50 3.45G 1.239 1.086 1.512 28 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.48it/s]
12/50 3.45G 1.239 1.084 1.512 30 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.48it/s]
12/50 3.45G 1.239 1.084 1.512 30 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.72it/s]
12/50 3.45G 1.239 1.086 1.513 29 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.72it/s]
12/50 3.45G 1.237 1.085 1.512 33 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.72it/s]
12/50 3.45G 1.237 1.085 1.512 33 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.94it/s]
12/50 3.45G 1.237 1.086 1.511 35 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.94it/s]
12/50 3.45G 1.236 1.083 1.513 23 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.94it/s]
12/50 3.45G 1.236 1.083 1.513 23 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.94it/s]
12/50 3.45G 1.234 1.08 1.51 39 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.94it/s]
12/50 3.45G 1.236 1.081 1.514 20 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.94it/s]
12/50 3.45G 1.236 1.081 1.514 20 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.47it/s]
12/50 3.45G 1.244 1.093 1.522 23 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.47it/s]
12/50 3.45G 1.242 1.09 1.52 28 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.47it/s]
12/50 3.45G 1.242 1.09 1.52 28 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.02it/s]
12/50 3.45G 1.244 1.089 1.521 34 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.02it/s]
12/50 3.45G 1.247 1.093 1.525 29 512: 93%|█████████▎| 54/58 [00:04<00:00, 14.02it/s]
12/50 3.45G 1.247 1.093 1.525 29 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.81it/s]
12/50 3.45G 1.245 1.09 1.523 27 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.81it/s]
12/50 3.45G 1.241 1.087 1.521 13 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.81it/s]
12/50 3.45G 1.241 1.087 1.521 13 512: 100%|██████████| 58/58 [00:04<00:00, 14.36it/s]
12/50 3.45G 1.241 1.087 1.521 13 512: 100%|██████████| 58/58 [00:04<00:00, 13.98it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 13.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.17it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 13.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.37it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.25it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.93it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.04it/s]
+ all 253 461 0.887 0.713 0.807 0.509
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
13/50 3.45G 1.214 1.107 1.487 30 512: 0%| | 0/58 [00:00<?, ?it/s]
13/50 3.45G 1.13 1.08 1.448 20 512: 0%| | 0/58 [00:00<?, ?it/s]
13/50 3.45G 1.13 1.08 1.448 20 512: 3%|▎ | 2/58 [00:00<00:04, 13.40it/s]
13/50 3.45G 1.177 1.048 1.489 22 512: 3%|▎ | 2/58 [00:00<00:04, 13.40it/s]
13/50 3.45G 1.172 1.038 1.479 32 512: 3%|▎ | 2/58 [00:00<00:04, 13.40it/s]
13/50 3.45G 1.172 1.038 1.479 32 512: 7%|▋ | 4/58 [00:00<00:03, 14.83it/s]
13/50 3.45G 1.146 1.001 1.431 42 512: 7%|▋ | 4/58 [00:00<00:03, 14.83it/s]
13/50 3.45G 1.138 1.001 1.444 19 512: 7%|▋ | 4/58 [00:00<00:03, 14.83it/s]
13/50 3.45G 1.138 1.001 1.444 19 512: 10%|█ | 6/58 [00:00<00:03, 15.07it/s]
13/50 3.45G 1.152 0.998 1.442 33 512: 10%|█ | 6/58 [00:00<00:03, 15.07it/s]
13/50 3.45G 1.154 0.9822 1.435 28 512: 10%|█ | 6/58 [00:00<00:03, 15.07it/s]
13/50 3.45G 1.154 0.9822 1.435 28 512: 14%|█▍ | 8/58 [00:00<00:03, 15.17it/s]
13/50 3.45G 1.162 0.9941 1.442 38 512: 14%|█▍ | 8/58 [00:00<00:03, 15.17it/s]
13/50 3.45G 1.186 1.027 1.468 26 512: 14%|█▍ | 8/58 [00:00<00:03, 15.17it/s]
13/50 3.45G 1.186 1.027 1.468 26 512: 17%|█▋ | 10/58 [00:00<00:03, 13.92it/s]
13/50 3.45G 1.196 1.038 1.468 30 512: 17%|█▋ | 10/58 [00:00<00:03, 13.92it/s]
13/50 3.45G 1.18 1.028 1.461 22 512: 17%|█▋ | 10/58 [00:00<00:03, 13.92it/s]
13/50 3.45G 1.18 1.028 1.461 22 512: 21%|██ | 12/58 [00:00<00:03, 14.46it/s]
13/50 3.45G 1.198 1.038 1.469 39 512: 21%|██ | 12/58 [00:00<00:03, 14.46it/s]
13/50 3.45G 1.212 1.059 1.484 22 512: 21%|██ | 12/58 [00:00<00:03, 14.46it/s]
13/50 3.45G 1.212 1.059 1.484 22 512: 24%|██▍ | 14/58 [00:00<00:02, 14.75it/s]
13/50 3.45G 1.216 1.066 1.484 41 512: 24%|██▍ | 14/58 [00:01<00:02, 14.75it/s]
13/50 3.45G 1.227 1.073 1.486 32 512: 24%|██▍ | 14/58 [00:01<00:02, 14.75it/s]
13/50 3.45G 1.227 1.073 1.486 32 512: 28%|██▊ | 16/58 [00:01<00:02, 14.42it/s]
13/50 3.45G 1.221 1.078 1.485 32 512: 28%|██▊ | 16/58 [00:01<00:02, 14.42it/s]
13/50 3.45G 1.236 1.086 1.493 37 512: 28%|██▊ | 16/58 [00:01<00:02, 14.42it/s]
13/50 3.45G 1.236 1.086 1.493 37 512: 31%|███ | 18/58 [00:01<00:02, 13.53it/s]
13/50 3.45G 1.241 1.092 1.499 39 512: 31%|███ | 18/58 [00:01<00:02, 13.53it/s]
13/50 3.45G 1.236 1.09 1.495 32 512: 31%|███ | 18/58 [00:01<00:02, 13.53it/s]
13/50 3.45G 1.236 1.09 1.495 32 512: 34%|███▍ | 20/58 [00:01<00:02, 13.41it/s]
13/50 3.45G 1.228 1.085 1.489 27 512: 34%|███▍ | 20/58 [00:01<00:02, 13.41it/s]
13/50 3.45G 1.22 1.086 1.482 37 512: 34%|███▍ | 20/58 [00:01<00:02, 13.41it/s]
13/50 3.45G 1.22 1.086 1.482 37 512: 38%|███▊ | 22/58 [00:01<00:02, 13.39it/s]
13/50 3.45G 1.208 1.081 1.476 24 512: 38%|███▊ | 22/58 [00:01<00:02, 13.39it/s]
13/50 3.45G 1.215 1.086 1.475 49 512: 38%|███▊ | 22/58 [00:01<00:02, 13.39it/s]
13/50 3.45G 1.215 1.086 1.475 49 512: 41%|████▏ | 24/58 [00:01<00:02, 13.68it/s]
13/50 3.45G 1.218 1.085 1.477 41 512: 41%|████▏ | 24/58 [00:01<00:02, 13.68it/s]
13/50 3.45G 1.219 1.092 1.479 23 512: 41%|████▏ | 24/58 [00:01<00:02, 13.68it/s]
13/50 3.45G 1.219 1.092 1.479 23 512: 45%|████▍ | 26/58 [00:01<00:02, 13.46it/s]
13/50 3.45G 1.218 1.09 1.478 31 512: 45%|████▍ | 26/58 [00:01<00:02, 13.46it/s]
13/50 3.45G 1.211 1.087 1.472 26 512: 45%|████▍ | 26/58 [00:01<00:02, 13.46it/s]
13/50 3.45G 1.211 1.087 1.472 26 512: 48%|████▊ | 28/58 [00:01<00:02, 13.88it/s]
13/50 3.45G 1.206 1.09 1.47 22 512: 48%|████▊ | 28/58 [00:02<00:02, 13.88it/s]
13/50 3.45G 1.203 1.094 1.468 24 512: 48%|████▊ | 28/58 [00:02<00:02, 13.88it/s]
13/50 3.45G 1.203 1.094 1.468 24 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.13it/s]
13/50 3.45G 1.205 1.101 1.469 46 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.13it/s]
13/50 3.45G 1.205 1.092 1.469 30 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.13it/s]
13/50 3.45G 1.205 1.092 1.469 30 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.23it/s]
13/50 3.45G 1.216 1.104 1.482 18 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.23it/s]
13/50 3.45G 1.214 1.104 1.48 32 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.23it/s]
13/50 3.45G 1.214 1.104 1.48 32 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.14it/s]
13/50 3.45G 1.223 1.111 1.484 61 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.14it/s]
13/50 3.45G 1.223 1.11 1.486 27 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.14it/s]
13/50 3.45G 1.223 1.11 1.486 27 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.73it/s]
13/50 3.45G 1.22 1.106 1.482 30 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.73it/s]
13/50 3.45G 1.22 1.108 1.485 30 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.73it/s]
13/50 3.45G 1.22 1.108 1.485 30 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.27it/s]
13/50 3.45G 1.22 1.107 1.485 39 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.27it/s]
13/50 3.45G 1.212 1.105 1.481 23 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.27it/s]
13/50 3.45G 1.212 1.105 1.481 23 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.68it/s]
13/50 3.45G 1.216 1.112 1.486 23 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.68it/s]
13/50 3.45G 1.216 1.113 1.487 29 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.68it/s]
13/50 3.45G 1.216 1.113 1.487 29 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.73it/s]
13/50 3.45G 1.224 1.116 1.491 36 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.73it/s]
13/50 3.45G 1.223 1.114 1.492 28 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.73it/s]
13/50 3.45G 1.223 1.114 1.492 28 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.36it/s]
13/50 3.45G 1.225 1.118 1.493 48 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.36it/s]
13/50 3.45G 1.223 1.115 1.492 20 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.36it/s]
13/50 3.45G 1.223 1.115 1.492 20 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.26it/s]
13/50 3.45G 1.223 1.111 1.492 27 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.26it/s]
13/50 3.45G 1.227 1.113 1.494 29 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.26it/s]
13/50 3.45G 1.227 1.113 1.494 29 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.20it/s]
13/50 3.45G 1.229 1.114 1.498 22 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.20it/s]
13/50 3.45G 1.231 1.113 1.498 28 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.20it/s]
13/50 3.45G 1.231 1.113 1.498 28 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.61it/s]
13/50 3.45G 1.228 1.11 1.495 28 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.61it/s]
13/50 3.45G 1.224 1.107 1.495 22 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.61it/s]
13/50 3.45G 1.224 1.107 1.495 22 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.20it/s]
13/50 3.45G 1.224 1.107 1.497 22 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.20it/s]
13/50 3.45G 1.227 1.107 1.498 31 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.20it/s]
13/50 3.45G 1.227 1.107 1.498 31 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.60it/s]
13/50 3.45G 1.225 1.106 1.497 31 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.60it/s]
13/50 3.45G 1.222 1.105 1.495 26 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.60it/s]
13/50 3.45G 1.222 1.105 1.495 26 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.21it/s]
13/50 3.45G 1.219 1.101 1.492 34 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.21it/s]
13/50 3.45G 1.217 1.104 1.491 4 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.21it/s]
13/50 3.45G 1.217 1.104 1.491 4 512: 100%|██████████| 58/58 [00:04<00:00, 13.78it/s]
13/50 3.45G 1.217 1.104 1.491 4 512: 100%|██████████| 58/58 [00:04<00:00, 13.74it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 14.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 16.61it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.43it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.31it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.29it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.60it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.64it/s]
+ all 253 461 0.866 0.729 0.821 0.515
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
14/50 3.45G 1.341 1.251 1.58 34 512: 0%| | 0/58 [00:00<?, ?it/s]
14/50 3.45G 1.289 1.159 1.564 16 512: 0%| | 0/58 [00:00<?, ?it/s]
14/50 3.45G 1.289 1.159 1.564 16 512: 3%|▎ | 2/58 [00:00<00:03, 16.39it/s]
14/50 3.45G 1.258 1.119 1.558 24 512: 3%|▎ | 2/58 [00:00<00:03, 16.39it/s]
14/50 3.45G 1.208 1.058 1.508 34 512: 3%|▎ | 2/58 [00:00<00:03, 16.39it/s]
14/50 3.45G 1.208 1.058 1.508 34 512: 7%|▋ | 4/58 [00:00<00:03, 15.56it/s]
14/50 3.45G 1.189 1.066 1.5 28 512: 7%|▋ | 4/58 [00:00<00:03, 15.56it/s]
14/50 3.45G 1.178 1.042 1.477 28 512: 7%|▋ | 4/58 [00:00<00:03, 15.56it/s]
14/50 3.45G 1.178 1.042 1.477 28 512: 10%|█ | 6/58 [00:00<00:03, 15.55it/s]
14/50 3.45G 1.186 1.038 1.472 39 512: 10%|█ | 6/58 [00:00<00:03, 15.55it/s]
14/50 3.45G 1.212 1.067 1.491 30 512: 10%|█ | 6/58 [00:00<00:03, 15.55it/s]
14/50 3.45G 1.212 1.067 1.491 30 512: 14%|█▍ | 8/58 [00:00<00:03, 14.29it/s]
14/50 3.45G 1.203 1.076 1.485 47 512: 14%|█▍ | 8/58 [00:00<00:03, 14.29it/s]
14/50 3.45G 1.202 1.071 1.488 35 512: 14%|█▍ | 8/58 [00:00<00:03, 14.29it/s]
14/50 3.45G 1.202 1.071 1.488 35 512: 17%|█▋ | 10/58 [00:00<00:03, 14.87it/s]
14/50 3.45G 1.202 1.068 1.482 41 512: 17%|█▋ | 10/58 [00:00<00:03, 14.87it/s]
14/50 3.45G 1.211 1.062 1.483 36 512: 17%|█▋ | 10/58 [00:00<00:03, 14.87it/s]
14/50 3.45G 1.211 1.062 1.483 36 512: 21%|██ | 12/58 [00:00<00:03, 15.03it/s]
14/50 3.45G 1.213 1.074 1.485 28 512: 21%|██ | 12/58 [00:00<00:03, 15.03it/s]
14/50 3.45G 1.226 1.089 1.501 27 512: 21%|██ | 12/58 [00:00<00:03, 15.03it/s]
14/50 3.45G 1.226 1.089 1.501 27 512: 24%|██▍ | 14/58 [00:00<00:02, 14.95it/s]
14/50 3.45G 1.217 1.076 1.489 38 512: 24%|██▍ | 14/58 [00:00<00:02, 14.95it/s]
14/50 3.45G 1.221 1.072 1.49 31 512: 24%|██▍ | 14/58 [00:01<00:02, 14.95it/s]
14/50 3.45G 1.221 1.072 1.49 31 512: 28%|██▊ | 16/58 [00:01<00:02, 14.26it/s]
14/50 3.45G 1.217 1.074 1.49 31 512: 28%|██▊ | 16/58 [00:01<00:02, 14.26it/s]
14/50 3.45G 1.218 1.074 1.487 26 512: 28%|██▊ | 16/58 [00:01<00:02, 14.26it/s]
14/50 3.45G 1.218 1.074 1.487 26 512: 31%|███ | 18/58 [00:01<00:02, 14.52it/s]
14/50 3.45G 1.223 1.085 1.486 43 512: 31%|███ | 18/58 [00:01<00:02, 14.52it/s]
14/50 3.45G 1.214 1.067 1.478 42 512: 31%|███ | 18/58 [00:01<00:02, 14.52it/s]
14/50 3.45G 1.214 1.067 1.478 42 512: 34%|███▍ | 20/58 [00:01<00:02, 14.38it/s]
14/50 3.45G 1.216 1.076 1.484 34 512: 34%|███▍ | 20/58 [00:01<00:02, 14.38it/s]
14/50 3.45G 1.224 1.08 1.49 39 512: 34%|███▍ | 20/58 [00:01<00:02, 14.38it/s]
14/50 3.45G 1.224 1.08 1.49 39 512: 38%|███▊ | 22/58 [00:01<00:02, 14.17it/s]
14/50 3.45G 1.217 1.079 1.486 28 512: 38%|███▊ | 22/58 [00:01<00:02, 14.17it/s]
14/50 3.45G 1.214 1.071 1.483 34 512: 38%|███▊ | 22/58 [00:01<00:02, 14.17it/s]
14/50 3.45G 1.214 1.071 1.483 34 512: 41%|████▏ | 24/58 [00:01<00:02, 12.24it/s]
14/50 3.45G 1.216 1.083 1.487 27 512: 41%|████▏ | 24/58 [00:01<00:02, 12.24it/s]
14/50 3.45G 1.221 1.079 1.492 36 512: 41%|████▏ | 24/58 [00:01<00:02, 12.24it/s]
14/50 3.45G 1.221 1.079 1.492 36 512: 45%|████▍ | 26/58 [00:01<00:02, 13.20it/s]
14/50 3.45G 1.218 1.077 1.497 20 512: 45%|████▍ | 26/58 [00:01<00:02, 13.20it/s]
14/50 3.45G 1.215 1.072 1.497 23 512: 45%|████▍ | 26/58 [00:01<00:02, 13.20it/s]
14/50 3.45G 1.215 1.072 1.497 23 512: 48%|████▊ | 28/58 [00:01<00:02, 13.87it/s]
14/50 3.45G 1.218 1.076 1.498 32 512: 48%|████▊ | 28/58 [00:02<00:02, 13.87it/s]
14/50 3.45G 1.211 1.072 1.493 28 512: 48%|████▊ | 28/58 [00:02<00:02, 13.87it/s]
14/50 3.45G 1.211 1.072 1.493 28 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.31it/s]
14/50 3.45G 1.202 1.07 1.486 20 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.31it/s]
14/50 3.45G 1.203 1.072 1.488 24 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.31it/s]
14/50 3.45G 1.203 1.072 1.488 24 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.87it/s]
14/50 3.45G 1.207 1.073 1.489 31 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.87it/s]
14/50 3.45G 1.205 1.068 1.491 24 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.87it/s]
14/50 3.45G 1.205 1.068 1.491 24 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.58it/s]
14/50 3.45G 1.199 1.064 1.485 31 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.58it/s]
14/50 3.45G 1.196 1.068 1.484 23 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.58it/s]
14/50 3.45G 1.196 1.068 1.484 23 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.20it/s]
14/50 3.45G 1.202 1.074 1.487 48 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.20it/s]
14/50 3.45G 1.197 1.064 1.483 37 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.20it/s]
14/50 3.45G 1.197 1.064 1.483 37 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.75it/s]
14/50 3.45G 1.198 1.067 1.489 21 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.75it/s]
14/50 3.45G 1.195 1.065 1.487 29 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.75it/s]
14/50 3.45G 1.195 1.065 1.487 29 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.22it/s]
14/50 3.45G 1.196 1.065 1.49 27 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.22it/s]
14/50 3.45G 1.188 1.059 1.483 29 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.22it/s]
14/50 3.45G 1.188 1.059 1.483 29 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.65it/s]
14/50 3.45G 1.192 1.063 1.488 37 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.65it/s]
14/50 3.45G 1.187 1.06 1.486 24 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.65it/s]
14/50 3.45G 1.187 1.06 1.486 24 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.69it/s]
14/50 3.45G 1.188 1.061 1.484 46 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.69it/s]
14/50 3.45G 1.182 1.06 1.481 21 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.69it/s]
14/50 3.45G 1.182 1.06 1.481 21 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.94it/s]
14/50 3.45G 1.183 1.057 1.481 32 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.94it/s]
14/50 3.45G 1.183 1.054 1.481 26 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.94it/s]
14/50 3.45G 1.183 1.054 1.481 26 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.40it/s]
14/50 3.45G 1.176 1.05 1.477 22 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.40it/s]
14/50 3.45G 1.174 1.048 1.473 31 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.40it/s]
14/50 3.45G 1.174 1.048 1.473 31 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.62it/s]
14/50 3.45G 1.173 1.048 1.472 27 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.62it/s]
14/50 3.45G 1.176 1.052 1.475 30 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.62it/s]
14/50 3.45G 1.176 1.052 1.475 30 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.94it/s]
14/50 3.45G 1.173 1.047 1.472 36 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.94it/s]
14/50 3.45G 1.173 1.047 1.472 31 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.94it/s]
14/50 3.45G 1.173 1.047 1.472 31 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.82it/s]
14/50 3.45G 1.171 1.043 1.471 27 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.82it/s]
14/50 3.45G 1.17 1.042 1.47 30 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.82it/s]
14/50 3.45G 1.17 1.042 1.47 30 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.19it/s]
14/50 3.45G 1.168 1.037 1.47 28 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.19it/s]
14/50 3.45G 1.171 1.043 1.473 7 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.19it/s]
14/50 3.45G 1.171 1.043 1.473 7 512: 100%|██████████| 58/58 [00:04<00:00, 13.87it/s]
14/50 3.45G 1.171 1.043 1.473 7 512: 100%|██████████| 58/58 [00:04<00:00, 13.88it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 12.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.34it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.37it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.32it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.28it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.27it/s]
+ all 253 461 0.857 0.766 0.842 0.557
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
15/50 3.45G 1.148 1.292 1.442 35 512: 0%| | 0/58 [00:00<?, ?it/s]
15/50 3.45G 1.118 1.136 1.398 29 512: 0%| | 0/58 [00:00<?, ?it/s]
15/50 3.45G 1.118 1.136 1.398 29 512: 3%|▎ | 2/58 [00:00<00:03, 15.57it/s]
15/50 3.45G 1.137 1.203 1.442 29 512: 3%|▎ | 2/58 [00:00<00:03, 15.57it/s]
15/50 3.45G 1.156 1.212 1.481 26 512: 3%|▎ | 2/58 [00:00<00:03, 15.57it/s]
15/50 3.45G 1.156 1.212 1.481 26 512: 7%|▋ | 4/58 [00:00<00:03, 14.80it/s]
15/50 3.45G 1.222 1.198 1.519 31 512: 7%|▋ | 4/58 [00:00<00:03, 14.80it/s]
15/50 3.45G 1.203 1.175 1.508 21 512: 7%|▋ | 4/58 [00:00<00:03, 14.80it/s]
15/50 3.45G 1.203 1.175 1.508 21 512: 10%|█ | 6/58 [00:00<00:03, 14.00it/s]
15/50 3.45G 1.281 1.258 1.572 41 512: 10%|█ | 6/58 [00:00<00:03, 14.00it/s]
15/50 3.45G 1.254 1.214 1.55 28 512: 10%|█ | 6/58 [00:00<00:03, 14.00it/s]
15/50 3.45G 1.254 1.214 1.55 28 512: 14%|█▍ | 8/58 [00:00<00:03, 14.43it/s]
15/50 3.45G 1.284 1.237 1.586 27 512: 14%|█▍ | 8/58 [00:00<00:03, 14.43it/s]
15/50 3.45G 1.319 1.272 1.605 47 512: 14%|█▍ | 8/58 [00:00<00:03, 14.43it/s]
15/50 3.45G 1.319 1.272 1.605 47 512: 17%|█▋ | 10/58 [00:00<00:03, 14.79it/s]
15/50 3.45G 1.324 1.251 1.617 27 512: 17%|█▋ | 10/58 [00:00<00:03, 14.79it/s]
15/50 3.45G 1.313 1.231 1.606 28 512: 17%|█▋ | 10/58 [00:00<00:03, 14.79it/s]
15/50 3.45G 1.313 1.231 1.606 28 512: 21%|██ | 12/58 [00:00<00:03, 15.05it/s]
15/50 3.45G 1.318 1.229 1.603 45 512: 21%|██ | 12/58 [00:00<00:03, 15.05it/s]
15/50 3.45G 1.302 1.212 1.583 32 512: 21%|██ | 12/58 [00:00<00:03, 15.05it/s]
15/50 3.45G 1.302 1.212 1.583 32 512: 24%|██▍ | 14/58 [00:00<00:03, 14.36it/s]
15/50 3.45G 1.303 1.202 1.579 38 512: 24%|██▍ | 14/58 [00:01<00:03, 14.36it/s]
15/50 3.45G 1.298 1.188 1.572 30 512: 24%|██▍ | 14/58 [00:01<00:03, 14.36it/s]
15/50 3.45G 1.298 1.188 1.572 30 512: 28%|██▊ | 16/58 [00:01<00:02, 14.70it/s]
15/50 3.45G 1.291 1.167 1.57 29 512: 28%|██▊ | 16/58 [00:01<00:02, 14.70it/s]
15/50 3.45G 1.276 1.148 1.557 29 512: 28%|██▊ | 16/58 [00:01<00:02, 14.70it/s]
15/50 3.45G 1.276 1.148 1.557 29 512: 31%|███ | 18/58 [00:01<00:02, 14.97it/s]
15/50 3.45G 1.275 1.155 1.552 46 512: 31%|███ | 18/58 [00:01<00:02, 14.97it/s]
15/50 3.45G 1.275 1.147 1.551 29 512: 31%|███ | 18/58 [00:01<00:02, 14.97it/s]
15/50 3.45G 1.275 1.147 1.551 29 512: 34%|███▍ | 20/58 [00:01<00:02, 14.76it/s]
15/50 3.45G 1.263 1.139 1.54 39 512: 34%|███▍ | 20/58 [00:01<00:02, 14.76it/s]
15/50 3.45G 1.255 1.135 1.537 20 512: 34%|███▍ | 20/58 [00:01<00:02, 14.76it/s]
15/50 3.45G 1.255 1.135 1.537 20 512: 38%|███▊ | 22/58 [00:01<00:02, 13.36it/s]
15/50 3.45G 1.258 1.138 1.535 34 512: 38%|███▊ | 22/58 [00:01<00:02, 13.36it/s]
15/50 3.45G 1.242 1.123 1.521 30 512: 38%|███▊ | 22/58 [00:01<00:02, 13.36it/s]
15/50 3.45G 1.242 1.123 1.521 30 512: 41%|████▏ | 24/58 [00:01<00:02, 13.91it/s]
15/50 3.45G 1.233 1.114 1.514 36 512: 41%|████▏ | 24/58 [00:01<00:02, 13.91it/s]
15/50 3.45G 1.235 1.106 1.517 27 512: 41%|████▏ | 24/58 [00:01<00:02, 13.91it/s]
15/50 3.45G 1.235 1.106 1.517 27 512: 45%|████▍ | 26/58 [00:01<00:02, 13.91it/s]
15/50 3.45G 1.228 1.102 1.511 33 512: 45%|████▍ | 26/58 [00:01<00:02, 13.91it/s]
15/50 3.45G 1.221 1.094 1.509 27 512: 45%|████▍ | 26/58 [00:01<00:02, 13.91it/s]
15/50 3.45G 1.221 1.094 1.509 27 512: 48%|████▊ | 28/58 [00:01<00:02, 14.01it/s]
15/50 3.45G 1.22 1.095 1.506 36 512: 48%|████▊ | 28/58 [00:02<00:02, 14.01it/s]
15/50 3.45G 1.213 1.086 1.499 25 512: 48%|████▊ | 28/58 [00:02<00:02, 14.01it/s]
15/50 3.45G 1.213 1.086 1.499 25 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.00it/s]
15/50 3.45G 1.213 1.085 1.505 25 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.00it/s]
15/50 3.45G 1.213 1.084 1.506 25 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.00it/s]
15/50 3.45G 1.213 1.084 1.506 25 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.72it/s]
15/50 3.45G 1.218 1.083 1.509 40 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.72it/s]
15/50 3.45G 1.205 1.076 1.501 25 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.72it/s]
15/50 3.45G 1.205 1.076 1.501 25 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.23it/s]
15/50 3.45G 1.199 1.074 1.496 30 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.23it/s]
15/50 3.45G 1.197 1.068 1.494 28 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.23it/s]
15/50 3.45G 1.197 1.068 1.494 28 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.43it/s]
15/50 3.45G 1.194 1.061 1.491 34 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.43it/s]
15/50 3.45G 1.203 1.064 1.499 25 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.43it/s]
15/50 3.45G 1.203 1.064 1.499 25 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.50it/s]
15/50 3.45G 1.203 1.061 1.497 36 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.50it/s]
15/50 3.45G 1.202 1.062 1.494 51 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.50it/s]
15/50 3.45G 1.202 1.062 1.494 51 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.32it/s]
15/50 3.45G 1.2 1.059 1.495 26 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.32it/s]
15/50 3.45G 1.202 1.067 1.494 37 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.32it/s]
15/50 3.45G 1.202 1.067 1.494 37 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.52it/s]
15/50 3.45G 1.202 1.069 1.496 25 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.52it/s]
15/50 3.45G 1.197 1.067 1.493 30 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.52it/s]
15/50 3.45G 1.197 1.067 1.493 30 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.59it/s]
15/50 3.45G 1.198 1.065 1.494 23 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.59it/s]
15/50 3.45G 1.198 1.066 1.495 32 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.59it/s]
15/50 3.45G 1.198 1.066 1.495 32 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.59it/s]
15/50 3.45G 1.194 1.069 1.493 22 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.59it/s]
15/50 3.45G 1.19 1.065 1.493 25 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.59it/s]
15/50 3.45G 1.19 1.065 1.493 25 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.42it/s]
15/50 3.45G 1.188 1.061 1.49 35 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.42it/s]
15/50 3.45G 1.186 1.06 1.489 25 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.42it/s]
15/50 3.45G 1.186 1.06 1.489 25 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.13it/s]
15/50 3.45G 1.191 1.062 1.492 26 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.13it/s]
15/50 3.45G 1.192 1.062 1.49 59 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.13it/s]
15/50 3.45G 1.192 1.062 1.49 59 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.19it/s]
15/50 3.45G 1.189 1.057 1.487 34 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.19it/s]
15/50 3.45G 1.192 1.055 1.487 29 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.19it/s]
15/50 3.45G 1.192 1.055 1.487 29 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.13it/s]
15/50 3.45G 1.19 1.053 1.486 32 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.13it/s]
15/50 3.45G 1.189 1.051 1.485 30 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.13it/s]
15/50 3.45G 1.189 1.051 1.485 30 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.79it/s]
15/50 3.45G 1.189 1.049 1.485 39 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.79it/s]
15/50 3.45G 1.191 1.054 1.484 26 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.79it/s]
15/50 3.45G 1.191 1.054 1.484 26 512: 100%|██████████| 58/58 [00:04<00:00, 13.75it/s]
15/50 3.45G 1.191 1.054 1.484 26 512: 100%|██████████| 58/58 [00:04<00:00, 13.85it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 14.43it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 13.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.14it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.63it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.80it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.22it/s]
+ all 253 461 0.888 0.76 0.859 0.534
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
16/50 3.45G 0.977 0.7656 1.284 39 512: 0%| | 0/58 [00:00<?, ?it/s]
16/50 3.45G 1.009 0.8292 1.321 32 512: 0%| | 0/58 [00:00<?, ?it/s]
16/50 3.45G 1.009 0.8292 1.321 32 512: 3%|▎ | 2/58 [00:00<00:03, 15.64it/s]
16/50 3.45G 1.062 0.9206 1.368 32 512: 3%|▎ | 2/58 [00:00<00:03, 15.64it/s]
16/50 3.45G 1.004 0.8775 1.354 22 512: 3%|▎ | 2/58 [00:00<00:03, 15.64it/s]
16/50 3.45G 1.004 0.8775 1.354 22 512: 7%|▋ | 4/58 [00:00<00:03, 13.70it/s]
16/50 3.45G 1.067 0.9132 1.415 30 512: 7%|▋ | 4/58 [00:00<00:03, 13.70it/s]
16/50 3.45G 1.073 0.9166 1.402 40 512: 7%|▋ | 4/58 [00:00<00:03, 13.70it/s]
16/50 3.45G 1.073 0.9166 1.402 40 512: 10%|█ | 6/58 [00:00<00:03, 13.79it/s]
16/50 3.45G 1.109 0.9234 1.445 28 512: 10%|█ | 6/58 [00:00<00:03, 13.79it/s]
16/50 3.45G 1.123 0.9297 1.456 39 512: 10%|█ | 6/58 [00:00<00:03, 13.79it/s]
16/50 3.45G 1.123 0.9297 1.456 39 512: 14%|█▍ | 8/58 [00:00<00:03, 14.47it/s]
16/50 3.45G 1.131 0.9326 1.458 27 512: 14%|█▍ | 8/58 [00:00<00:03, 14.47it/s]
16/50 3.45G 1.125 0.9409 1.453 43 512: 14%|█▍ | 8/58 [00:00<00:03, 14.47it/s]
16/50 3.45G 1.125 0.9409 1.453 43 512: 17%|█▋ | 10/58 [00:00<00:03, 14.61it/s]
16/50 3.45G 1.113 0.9422 1.443 34 512: 17%|█▋ | 10/58 [00:00<00:03, 14.61it/s]
16/50 3.45G 1.112 0.9589 1.442 32 512: 17%|█▋ | 10/58 [00:00<00:03, 14.61it/s]
16/50 3.45G 1.112 0.9589 1.442 32 512: 21%|██ | 12/58 [00:00<00:03, 13.95it/s]
16/50 3.45G 1.122 0.9641 1.444 40 512: 21%|██ | 12/58 [00:00<00:03, 13.95it/s]
16/50 3.45G 1.111 0.9538 1.438 26 512: 21%|██ | 12/58 [00:00<00:03, 13.95it/s]
16/50 3.45G 1.111 0.9538 1.438 26 512: 24%|██▍ | 14/58 [00:00<00:03, 14.60it/s]
16/50 3.45G 1.098 0.9395 1.423 36 512: 24%|██▍ | 14/58 [00:01<00:03, 14.60it/s]
16/50 3.45G 1.093 0.9398 1.42 26 512: 24%|██▍ | 14/58 [00:01<00:03, 14.60it/s]
16/50 3.45G 1.093 0.9398 1.42 26 512: 28%|██▊ | 16/58 [00:01<00:02, 14.73it/s]
16/50 3.45G 1.088 0.9375 1.417 28 512: 28%|██▊ | 16/58 [00:01<00:02, 14.73it/s]
16/50 3.45G 1.097 0.9451 1.419 51 512: 28%|██▊ | 16/58 [00:01<00:02, 14.73it/s]
16/50 3.45G 1.097 0.9451 1.419 51 512: 31%|███ | 18/58 [00:01<00:02, 14.26it/s]
16/50 3.45G 1.094 0.9419 1.417 34 512: 31%|███ | 18/58 [00:01<00:02, 14.26it/s]
16/50 3.45G 1.088 0.9306 1.412 30 512: 31%|███ | 18/58 [00:01<00:02, 14.26it/s]
16/50 3.45G 1.088 0.9306 1.412 30 512: 34%|███▍ | 20/58 [00:01<00:02, 13.54it/s]
16/50 3.45G 1.084 0.9257 1.411 30 512: 34%|███▍ | 20/58 [00:01<00:02, 13.54it/s]
16/50 3.45G 1.085 0.9228 1.41 30 512: 34%|███▍ | 20/58 [00:01<00:02, 13.54it/s]
16/50 3.45G 1.085 0.9228 1.41 30 512: 38%|███▊ | 22/58 [00:01<00:02, 14.17it/s]
16/50 3.45G 1.083 0.9223 1.41 30 512: 38%|███▊ | 22/58 [00:01<00:02, 14.17it/s]
16/50 3.45G 1.091 0.9328 1.415 39 512: 38%|███▊ | 22/58 [00:01<00:02, 14.17it/s]
16/50 3.45G 1.091 0.9328 1.415 39 512: 41%|████▏ | 24/58 [00:01<00:02, 14.08it/s]
16/50 3.45G 1.096 0.9394 1.419 26 512: 41%|████▏ | 24/58 [00:01<00:02, 14.08it/s]
16/50 3.45G 1.092 0.9372 1.415 31 512: 41%|████▏ | 24/58 [00:01<00:02, 14.08it/s]
16/50 3.45G 1.092 0.9372 1.415 31 512: 45%|████▍ | 26/58 [00:01<00:02, 13.88it/s]
16/50 3.45G 1.099 0.9465 1.419 31 512: 45%|████▍ | 26/58 [00:01<00:02, 13.88it/s]
16/50 3.45G 1.099 0.955 1.421 26 512: 45%|████▍ | 26/58 [00:02<00:02, 13.88it/s]
16/50 3.45G 1.099 0.955 1.421 26 512: 48%|████▊ | 28/58 [00:02<00:02, 12.99it/s]
16/50 3.45G 1.094 0.9508 1.415 50 512: 48%|████▊ | 28/58 [00:02<00:02, 12.99it/s]
16/50 3.45G 1.093 0.9506 1.412 30 512: 48%|████▊ | 28/58 [00:02<00:02, 12.99it/s]
16/50 3.45G 1.093 0.9506 1.412 30 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.76it/s]
16/50 3.45G 1.097 0.9451 1.41 29 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.76it/s]
16/50 3.45G 1.1 0.948 1.411 22 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.76it/s]
16/50 3.45G 1.1 0.948 1.411 22 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.95it/s]
16/50 3.45G 1.101 0.9492 1.412 24 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.95it/s]
16/50 3.45G 1.099 0.9451 1.41 29 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.95it/s]
16/50 3.45G 1.099 0.9451 1.41 29 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.87it/s]
16/50 3.45G 1.096 0.9383 1.409 26 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.87it/s]
16/50 3.45G 1.099 0.9386 1.408 34 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.87it/s]
16/50 3.45G 1.099 0.9386 1.408 34 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.31it/s]
16/50 3.45G 1.104 0.9392 1.411 31 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.31it/s]
16/50 3.45G 1.106 0.942 1.412 27 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.31it/s]
16/50 3.45G 1.106 0.942 1.412 27 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.91it/s]
16/50 3.45G 1.109 0.9418 1.416 31 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.91it/s]
16/50 3.45G 1.103 0.9388 1.412 26 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.91it/s]
16/50 3.45G 1.103 0.9388 1.412 26 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.02it/s]
16/50 3.45G 1.101 0.9344 1.41 27 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.02it/s]
16/50 3.45G 1.096 0.9321 1.407 21 512: 69%|██████▉ | 40/58 [00:03<00:01, 14.02it/s]
16/50 3.45G 1.096 0.9321 1.407 21 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.92it/s]
16/50 3.45G 1.096 0.9285 1.409 25 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.92it/s]
16/50 3.45G 1.098 0.9291 1.41 32 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.92it/s]
16/50 3.45G 1.098 0.9291 1.41 32 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.93it/s]
16/50 3.45G 1.098 0.926 1.407 20 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.93it/s]
16/50 3.45G 1.097 0.9235 1.408 26 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.93it/s]
16/50 3.45G 1.097 0.9235 1.408 26 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.44it/s]
16/50 3.45G 1.1 0.9256 1.41 30 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.44it/s]
16/50 3.45G 1.101 0.9296 1.412 25 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.44it/s]
16/50 3.45G 1.101 0.9296 1.412 25 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.52it/s]
16/50 3.45G 1.101 0.9286 1.412 29 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.52it/s]
16/50 3.45G 1.098 0.9268 1.411 24 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.52it/s]
16/50 3.45G 1.098 0.9268 1.411 24 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.55it/s]
16/50 3.45G 1.098 0.9261 1.412 27 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.55it/s]
16/50 3.45G 1.1 0.928 1.413 27 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.55it/s]
16/50 3.45G 1.1 0.928 1.413 27 512: 90%|████████▉ | 52/58 [00:03<00:00, 12.48it/s]
16/50 3.45G 1.101 0.9258 1.412 36 512: 90%|████████▉ | 52/58 [00:03<00:00, 12.48it/s]
16/50 3.45G 1.103 0.929 1.414 38 512: 90%|████████▉ | 52/58 [00:03<00:00, 12.48it/s]
16/50 3.45G 1.103 0.929 1.414 38 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.33it/s]
16/50 3.45G 1.101 0.9269 1.412 31 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.33it/s]
16/50 3.45G 1.102 0.9303 1.412 37 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.33it/s]
16/50 3.45G 1.102 0.9303 1.412 37 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.41it/s]
16/50 3.45G 1.101 0.9278 1.411 31 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.41it/s]
16/50 3.45G 1.096 0.9262 1.407 12 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.41it/s]
16/50 3.45G 1.096 0.9262 1.407 12 512: 100%|██████████| 58/58 [00:04<00:00, 14.17it/s]
16/50 3.45G 1.096 0.9262 1.407 12 512: 100%|██████████| 58/58 [00:04<00:00, 13.81it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 16.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 16.14it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.61it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.34it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.49it/s]
+ all 253 461 0.854 0.792 0.874 0.566
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
17/50 3.45G 1.161 0.8648 1.512 32 512: 0%| | 0/58 [00:00<?, ?it/s]
17/50 3.45G 1.166 0.9451 1.509 36 512: 0%| | 0/58 [00:00<?, ?it/s]
17/50 3.45G 1.166 0.9451 1.509 36 512: 3%|▎ | 2/58 [00:00<00:04, 12.94it/s]
17/50 3.45G 1.052 0.8634 1.422 35 512: 3%|▎ | 2/58 [00:00<00:04, 12.94it/s]
17/50 3.45G 1.178 0.9652 1.533 32 512: 3%|▎ | 2/58 [00:00<00:04, 12.94it/s]
17/50 3.45G 1.178 0.9652 1.533 32 512: 7%|▋ | 4/58 [00:00<00:03, 14.20it/s]
17/50 3.45G 1.144 0.9439 1.496 29 512: 7%|▋ | 4/58 [00:00<00:03, 14.20it/s]
17/50 3.45G 1.107 0.8922 1.459 26 512: 7%|▋ | 4/58 [00:00<00:03, 14.20it/s]
17/50 3.45G 1.107 0.8922 1.459 26 512: 10%|█ | 6/58 [00:00<00:03, 14.68it/s]
17/50 3.45G 1.097 0.8839 1.448 26 512: 10%|█ | 6/58 [00:00<00:03, 14.68it/s]
17/50 3.45G 1.107 0.8846 1.456 29 512: 10%|█ | 6/58 [00:00<00:03, 14.68it/s]
17/50 3.45G 1.107 0.8846 1.456 29 512: 14%|█▍ | 8/58 [00:00<00:03, 14.87it/s]
17/50 3.45G 1.079 0.8794 1.43 32 512: 14%|█▍ | 8/58 [00:00<00:03, 14.87it/s]
17/50 3.45G 1.07 0.8691 1.419 31 512: 14%|█▍ | 8/58 [00:00<00:03, 14.87it/s]
17/50 3.45G 1.07 0.8691 1.419 31 512: 17%|█▋ | 10/58 [00:00<00:03, 14.07it/s]
17/50 3.45G 1.054 0.8615 1.399 30 512: 17%|█▋ | 10/58 [00:00<00:03, 14.07it/s]
17/50 3.45G 1.072 0.881 1.426 24 512: 17%|█▋ | 10/58 [00:00<00:03, 14.07it/s]
17/50 3.45G 1.072 0.881 1.426 24 512: 21%|██ | 12/58 [00:00<00:03, 14.46it/s]
17/50 3.45G 1.062 0.8686 1.416 35 512: 21%|██ | 12/58 [00:00<00:03, 14.46it/s]
17/50 3.45G 1.075 0.8814 1.428 22 512: 21%|██ | 12/58 [00:00<00:03, 14.46it/s]
17/50 3.45G 1.075 0.8814 1.428 22 512: 24%|██▍ | 14/58 [00:00<00:02, 14.82it/s]
17/50 3.45G 1.072 0.8834 1.423 31 512: 24%|██▍ | 14/58 [00:01<00:02, 14.82it/s]
17/50 3.45G 1.076 0.8879 1.425 32 512: 24%|██▍ | 14/58 [00:01<00:02, 14.82it/s]
17/50 3.45G 1.076 0.8879 1.425 32 512: 28%|██▊ | 16/58 [00:01<00:02, 14.68it/s]
17/50 3.45G 1.08 0.8945 1.422 29 512: 28%|██▊ | 16/58 [00:01<00:02, 14.68it/s]
17/50 3.45G 1.085 0.8873 1.423 23 512: 28%|██▊ | 16/58 [00:01<00:02, 14.68it/s]
17/50 3.45G 1.085 0.8873 1.423 23 512: 31%|███ | 18/58 [00:01<00:02, 14.22it/s]
17/50 3.45G 1.079 0.8857 1.417 31 512: 31%|███ | 18/58 [00:01<00:02, 14.22it/s]
17/50 3.45G 1.072 0.8815 1.413 24 512: 31%|███ | 18/58 [00:01<00:02, 14.22it/s]
17/50 3.45G 1.072 0.8815 1.413 24 512: 34%|███▍ | 20/58 [00:01<00:02, 14.54it/s]
17/50 3.45G 1.071 0.8749 1.408 22 512: 34%|███▍ | 20/58 [00:01<00:02, 14.54it/s]
17/50 3.45G 1.078 0.8788 1.412 38 512: 34%|███▍ | 20/58 [00:01<00:02, 14.54it/s]
17/50 3.45G 1.078 0.8788 1.412 38 512: 38%|███▊ | 22/58 [00:01<00:02, 14.12it/s]
17/50 3.45G 1.09 0.8888 1.42 41 512: 38%|███▊ | 22/58 [00:01<00:02, 14.12it/s]
17/50 3.45G 1.092 0.8907 1.421 31 512: 38%|███▊ | 22/58 [00:01<00:02, 14.12it/s]
17/50 3.45G 1.092 0.8907 1.421 31 512: 41%|████▏ | 24/58 [00:01<00:02, 13.90it/s]
17/50 3.45G 1.1 0.8991 1.421 38 512: 41%|████▏ | 24/58 [00:01<00:02, 13.90it/s]
17/50 3.45G 1.113 0.9153 1.427 41 512: 41%|████▏ | 24/58 [00:01<00:02, 13.90it/s]
17/50 3.45G 1.113 0.9153 1.427 41 512: 45%|████▍ | 26/58 [00:01<00:02, 12.82it/s]
17/50 3.45G 1.122 0.9262 1.431 50 512: 45%|████▍ | 26/58 [00:01<00:02, 12.82it/s]
17/50 3.45G 1.129 0.9313 1.437 39 512: 45%|████▍ | 26/58 [00:02<00:02, 12.82it/s]
17/50 3.45G 1.129 0.9313 1.437 39 512: 48%|████▊ | 28/58 [00:02<00:02, 12.94it/s]
17/50 3.45G 1.137 0.9402 1.44 35 512: 48%|████▊ | 28/58 [00:02<00:02, 12.94it/s]
17/50 3.45G 1.142 0.9402 1.442 43 512: 48%|████▊ | 28/58 [00:02<00:02, 12.94it/s]
17/50 3.45G 1.142 0.9402 1.442 43 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.15it/s]
17/50 3.45G 1.152 0.9491 1.444 28 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.15it/s]
17/50 3.45G 1.153 0.9564 1.444 31 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.15it/s]
17/50 3.45G 1.153 0.9564 1.444 31 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.39it/s]
17/50 3.45G 1.153 0.9583 1.447 25 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.39it/s]
17/50 3.45G 1.15 0.9522 1.444 32 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.39it/s]
17/50 3.45G 1.15 0.9522 1.444 32 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.03it/s]
17/50 3.45G 1.153 0.9501 1.446 27 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.03it/s]
17/50 3.45G 1.15 0.9488 1.444 35 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.03it/s]
17/50 3.45G 1.15 0.9488 1.444 35 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.52it/s]
17/50 3.45G 1.15 0.9474 1.444 27 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.52it/s]
17/50 3.45G 1.15 0.9482 1.444 30 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.52it/s]
17/50 3.45G 1.15 0.9482 1.444 30 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.38it/s]
17/50 3.45G 1.152 0.9512 1.445 28 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.38it/s]
17/50 3.45G 1.147 0.9487 1.445 34 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.38it/s]
17/50 3.45G 1.147 0.9487 1.445 34 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.00it/s]
17/50 3.45G 1.146 0.9476 1.445 27 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.00it/s]
17/50 3.45G 1.144 0.9458 1.444 25 512: 69%|██████▉ | 40/58 [00:03<00:01, 14.00it/s]
17/50 3.45G 1.144 0.9458 1.444 25 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.17it/s]
17/50 3.45G 1.143 0.943 1.441 33 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.17it/s]
17/50 3.45G 1.141 0.942 1.437 27 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.17it/s]
17/50 3.45G 1.141 0.942 1.437 27 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.79it/s]
17/50 3.45G 1.136 0.9379 1.436 31 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.79it/s]
17/50 3.45G 1.134 0.9408 1.436 30 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.79it/s]
17/50 3.45G 1.134 0.9408 1.436 30 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.76it/s]
17/50 3.45G 1.134 0.9435 1.436 26 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.76it/s]
17/50 3.45G 1.136 0.9483 1.438 33 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.76it/s]
17/50 3.45G 1.136 0.9483 1.438 33 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.51it/s]
17/50 3.45G 1.136 0.9481 1.436 44 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.51it/s]
17/50 3.45G 1.137 0.9481 1.438 36 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.51it/s]
17/50 3.45G 1.137 0.9481 1.438 36 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.99it/s]
17/50 3.45G 1.138 0.9475 1.437 33 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.99it/s]
17/50 3.45G 1.137 0.9461 1.436 40 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.99it/s]
17/50 3.45G 1.137 0.9461 1.436 40 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.62it/s]
17/50 3.45G 1.133 0.9462 1.433 28 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.62it/s]
17/50 3.45G 1.127 0.9428 1.429 28 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.62it/s]
17/50 3.45G 1.127 0.9428 1.429 28 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.98it/s]
17/50 3.45G 1.127 0.9435 1.43 30 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.98it/s]
17/50 3.45G 1.135 0.9498 1.433 35 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.98it/s]
17/50 3.45G 1.135 0.9498 1.433 35 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.38it/s]
17/50 3.45G 1.135 0.9503 1.433 24 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.38it/s]
17/50 3.45G 1.148 0.9542 1.447 9 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.38it/s]
17/50 3.45G 1.148 0.9542 1.447 9 512: 100%|██████████| 58/58 [00:04<00:00, 13.94it/s]
17/50 3.45G 1.148 0.9542 1.447 9 512: 100%|██████████| 58/58 [00:04<00:00, 13.80it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 12.56it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 13.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.52it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.40it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 14.82it/s]
+ all 253 461 0.906 0.77 0.863 0.567
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
18/50 3.45G 1.202 0.9186 1.455 34 512: 0%| | 0/58 [00:00<?, ?it/s]
18/50 3.45G 1.102 0.9167 1.379 36 512: 0%| | 0/58 [00:00<?, ?it/s]
18/50 3.45G 1.102 0.9167 1.379 36 512: 3%|▎ | 2/58 [00:00<00:03, 16.18it/s]
18/50 3.45G 1.042 0.9064 1.355 20 512: 3%|▎ | 2/58 [00:00<00:03, 16.18it/s]
18/50 3.45G 1.022 0.8677 1.341 32 512: 3%|▎ | 2/58 [00:00<00:03, 16.18it/s]
18/50 3.45G 1.022 0.8677 1.341 32 512: 7%|▋ | 4/58 [00:00<00:03, 15.86it/s]
18/50 3.45G 1.056 0.9253 1.377 28 512: 7%|▋ | 4/58 [00:00<00:03, 15.86it/s]
18/50 3.45G 1.047 0.9175 1.364 37 512: 7%|▋ | 4/58 [00:00<00:03, 15.86it/s]
18/50 3.45G 1.047 0.9175 1.364 37 512: 10%|█ | 6/58 [00:00<00:03, 15.85it/s]
18/50 3.45G 1.057 0.9141 1.371 30 512: 10%|█ | 6/58 [00:00<00:03, 15.85it/s]
18/50 3.45G 1.098 0.9413 1.403 42 512: 10%|█ | 6/58 [00:00<00:03, 15.85it/s]
18/50 3.45G 1.098 0.9413 1.403 42 512: 14%|█▍ | 8/58 [00:00<00:03, 14.46it/s]
18/50 3.45G 1.097 0.929 1.399 27 512: 14%|█▍ | 8/58 [00:00<00:03, 14.46it/s]
18/50 3.45G 1.095 0.918 1.399 25 512: 14%|█▍ | 8/58 [00:00<00:03, 14.46it/s]
18/50 3.45G 1.095 0.918 1.399 25 512: 17%|█▋ | 10/58 [00:00<00:03, 14.90it/s]
18/50 3.45G 1.09 0.9118 1.398 32 512: 17%|█▋ | 10/58 [00:00<00:03, 14.90it/s]
18/50 3.45G 1.082 0.9168 1.391 37 512: 17%|█▋ | 10/58 [00:00<00:03, 14.90it/s]
18/50 3.45G 1.082 0.9168 1.391 37 512: 21%|██ | 12/58 [00:00<00:03, 15.00it/s]
18/50 3.45G 1.082 0.9092 1.395 25 512: 21%|██ | 12/58 [00:00<00:03, 15.00it/s]
18/50 3.45G 1.069 0.8915 1.385 30 512: 21%|██ | 12/58 [00:00<00:03, 15.00it/s]
18/50 3.45G 1.069 0.8915 1.385 30 512: 24%|██▍ | 14/58 [00:00<00:02, 15.14it/s]
18/50 3.45G 1.068 0.8889 1.379 34 512: 24%|██▍ | 14/58 [00:00<00:02, 15.14it/s]
18/50 3.45G 1.064 0.8794 1.379 33 512: 24%|██▍ | 14/58 [00:01<00:02, 15.14it/s]
18/50 3.45G 1.064 0.8794 1.379 33 512: 28%|██▊ | 16/58 [00:01<00:02, 14.24it/s]
18/50 3.45G 1.066 0.8891 1.379 27 512: 28%|██▊ | 16/58 [00:01<00:02, 14.24it/s]
18/50 3.45G 1.066 0.8898 1.378 40 512: 28%|██▊ | 16/58 [00:01<00:02, 14.24it/s]
18/50 3.45G 1.066 0.8898 1.378 40 512: 31%|███ | 18/58 [00:01<00:02, 14.67it/s]
18/50 3.45G 1.083 0.8963 1.384 46 512: 31%|███ | 18/58 [00:01<00:02, 14.67it/s]
18/50 3.45G 1.068 0.8901 1.376 26 512: 31%|███ | 18/58 [00:01<00:02, 14.67it/s]
18/50 3.45G 1.068 0.8901 1.376 26 512: 34%|███▍ | 20/58 [00:01<00:02, 14.68it/s]
18/50 3.45G 1.077 0.8972 1.39 26 512: 34%|███▍ | 20/58 [00:01<00:02, 14.68it/s]
18/50 3.45G 1.077 0.8963 1.393 24 512: 34%|███▍ | 20/58 [00:01<00:02, 14.68it/s]
18/50 3.45G 1.077 0.8963 1.393 24 512: 38%|███▊ | 22/58 [00:01<00:02, 14.75it/s]
18/50 3.45G 1.075 0.8922 1.389 34 512: 38%|███▊ | 22/58 [00:01<00:02, 14.75it/s]
18/50 3.45G 1.063 0.8835 1.383 29 512: 38%|███▊ | 22/58 [00:01<00:02, 14.75it/s]
18/50 3.45G 1.063 0.8835 1.383 29 512: 41%|████▏ | 24/58 [00:01<00:02, 14.02it/s]
18/50 3.45G 1.064 0.8767 1.386 31 512: 41%|████▏ | 24/58 [00:01<00:02, 14.02it/s]
18/50 3.45G 1.072 0.8764 1.392 34 512: 41%|████▏ | 24/58 [00:01<00:02, 14.02it/s]
18/50 3.45G 1.072 0.8764 1.392 34 512: 45%|████▍ | 26/58 [00:01<00:02, 14.41it/s]
18/50 3.45G 1.092 0.9011 1.406 32 512: 45%|████▍ | 26/58 [00:01<00:02, 14.41it/s]
18/50 3.45G 1.09 0.8966 1.409 20 512: 45%|████▍ | 26/58 [00:01<00:02, 14.41it/s]
18/50 3.45G 1.09 0.8966 1.409 20 512: 48%|████▊ | 28/58 [00:01<00:02, 14.33it/s]
18/50 3.45G 1.093 0.9066 1.41 41 512: 48%|████▊ | 28/58 [00:01<00:02, 14.33it/s]
18/50 3.45G 1.092 0.9085 1.41 22 512: 48%|████▊ | 28/58 [00:02<00:02, 14.33it/s]
18/50 3.45G 1.092 0.9085 1.41 22 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.94it/s]
18/50 3.45G 1.1 0.9111 1.412 31 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.94it/s]
18/50 3.45G 1.094 0.9069 1.41 32 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.94it/s]
18/50 3.45G 1.094 0.9069 1.41 32 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.34it/s]
18/50 3.45G 1.1 0.9074 1.411 41 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.34it/s]
18/50 3.45G 1.098 0.9041 1.408 35 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.34it/s]
18/50 3.45G 1.098 0.9041 1.408 35 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.67it/s]
18/50 3.45G 1.095 0.9013 1.404 38 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.67it/s]
18/50 3.45G 1.099 0.9019 1.405 38 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.67it/s]
18/50 3.45G 1.099 0.9019 1.405 38 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.26it/s]
18/50 3.45G 1.094 0.9013 1.403 20 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.26it/s]
18/50 3.45G 1.092 0.9014 1.401 28 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.26it/s]
18/50 3.45G 1.092 0.9014 1.401 28 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.42it/s]
18/50 3.45G 1.094 0.902 1.401 31 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.42it/s]
18/50 3.45G 1.093 0.8997 1.399 29 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.42it/s]
18/50 3.45G 1.093 0.8997 1.399 29 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.35it/s]
18/50 3.45G 1.093 0.9007 1.398 39 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.35it/s]
18/50 3.45G 1.095 0.9009 1.399 39 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.35it/s]
18/50 3.45G 1.095 0.9009 1.399 39 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.25it/s]
18/50 3.45G 1.095 0.9004 1.399 30 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.25it/s]
18/50 3.45G 1.097 0.898 1.401 30 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.25it/s]
18/50 3.45G 1.097 0.898 1.401 30 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.56it/s]
18/50 3.45G 1.093 0.8973 1.397 34 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.56it/s]
18/50 3.45G 1.093 0.899 1.396 42 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.56it/s]
18/50 3.45G 1.093 0.899 1.396 42 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.73it/s]
18/50 3.45G 1.096 0.9003 1.399 28 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.73it/s]
18/50 3.45G 1.098 0.899 1.399 37 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.73it/s]
18/50 3.45G 1.098 0.899 1.399 37 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.99it/s]
18/50 3.45G 1.101 0.901 1.404 19 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.99it/s]
18/50 3.45G 1.099 0.9016 1.402 31 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.99it/s]
18/50 3.45G 1.099 0.9016 1.402 31 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.37it/s]
18/50 3.45G 1.099 0.9036 1.405 26 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.37it/s]
18/50 3.45G 1.095 0.903 1.403 32 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.37it/s]
18/50 3.45G 1.095 0.903 1.403 32 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.41it/s]
18/50 3.45G 1.097 0.9063 1.41 17 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.41it/s]
18/50 3.45G 1.101 0.909 1.412 26 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.41it/s]
18/50 3.45G 1.101 0.909 1.412 26 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.63it/s]
18/50 3.45G 1.102 0.9086 1.415 29 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.63it/s]
18/50 3.45G 1.107 0.9091 1.418 36 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.63it/s]
18/50 3.45G 1.107 0.9091 1.418 36 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.02it/s]
18/50 3.45G 1.112 0.9162 1.422 33 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.02it/s]
18/50 3.45G 1.115 0.9223 1.424 17 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.02it/s]
18/50 3.45G 1.115 0.9223 1.424 17 512: 100%|██████████| 58/58 [00:04<00:00, 13.77it/s]
18/50 3.45G 1.115 0.9223 1.424 17 512: 100%|██████████| 58/58 [00:04<00:00, 13.92it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 17.45it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.64it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 13.63it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.43it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.45it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.64it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.13it/s]
+ all 253 461 0.882 0.803 0.87 0.548
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
19/50 3.45G 1.614 1.355 1.734 36 512: 0%| | 0/58 [00:00<?, ?it/s]
19/50 3.45G 1.363 1.085 1.571 31 512: 0%| | 0/58 [00:00<?, ?it/s]
19/50 3.45G 1.363 1.085 1.571 31 512: 3%|▎ | 2/58 [00:00<00:03, 14.68it/s]
19/50 3.45G 1.331 1.059 1.584 33 512: 3%|▎ | 2/58 [00:00<00:03, 14.68it/s]
19/50 3.45G 1.26 1.05 1.523 38 512: 3%|▎ | 2/58 [00:00<00:03, 14.68it/s]
19/50 3.45G 1.26 1.05 1.523 38 512: 7%|▋ | 4/58 [00:00<00:03, 15.36it/s]
19/50 3.45G 1.281 1.018 1.532 28 512: 7%|▋ | 4/58 [00:00<00:03, 15.36it/s]
19/50 3.45G 1.241 0.9779 1.496 37 512: 7%|▋ | 4/58 [00:00<00:03, 15.36it/s]
19/50 3.45G 1.241 0.9779 1.496 37 512: 10%|█ | 6/58 [00:00<00:03, 13.99it/s]
19/50 3.45G 1.283 0.9857 1.518 40 512: 10%|█ | 6/58 [00:00<00:03, 13.99it/s]
19/50 3.45G 1.24 0.9768 1.517 24 512: 10%|█ | 6/58 [00:00<00:03, 13.99it/s]
19/50 3.45G 1.24 0.9768 1.517 24 512: 14%|█▍ | 8/58 [00:00<00:03, 14.56it/s]
19/50 3.45G 1.215 0.9778 1.498 24 512: 14%|█▍ | 8/58 [00:00<00:03, 14.56it/s]
19/50 3.45G 1.186 0.9662 1.475 41 512: 14%|█▍ | 8/58 [00:00<00:03, 14.56it/s]
19/50 3.45G 1.186 0.9662 1.475 41 512: 17%|█▋ | 10/58 [00:00<00:03, 14.87it/s]
19/50 3.45G 1.19 0.9605 1.479 35 512: 17%|█▋ | 10/58 [00:00<00:03, 14.87it/s]
19/50 3.45G 1.185 0.9725 1.477 30 512: 17%|█▋ | 10/58 [00:00<00:03, 14.87it/s]
19/50 3.45G 1.185 0.9725 1.477 30 512: 21%|██ | 12/58 [00:00<00:03, 15.10it/s]
19/50 3.45G 1.173 0.964 1.463 40 512: 21%|██ | 12/58 [00:00<00:03, 15.10it/s]
19/50 3.45G 1.145 0.9671 1.451 16 512: 21%|██ | 12/58 [00:00<00:03, 15.10it/s]
19/50 3.45G 1.145 0.9671 1.451 16 512: 24%|██▍ | 14/58 [00:00<00:03, 14.43it/s]
19/50 3.45G 1.153 0.9716 1.455 31 512: 24%|██▍ | 14/58 [00:01<00:03, 14.43it/s]
19/50 3.45G 1.147 0.9684 1.456 25 512: 24%|██▍ | 14/58 [00:01<00:03, 14.43it/s]
19/50 3.45G 1.147 0.9684 1.456 25 512: 28%|██▊ | 16/58 [00:01<00:02, 14.75it/s]
19/50 3.45G 1.147 0.9734 1.455 31 512: 28%|██▊ | 16/58 [00:01<00:02, 14.75it/s]
19/50 3.45G 1.14 0.9601 1.448 30 512: 28%|██▊ | 16/58 [00:01<00:02, 14.75it/s]
19/50 3.45G 1.14 0.9601 1.448 30 512: 31%|███ | 18/58 [00:01<00:02, 14.70it/s]
19/50 3.45G 1.147 0.9663 1.45 36 512: 31%|███ | 18/58 [00:01<00:02, 14.70it/s]
19/50 3.45G 1.147 0.966 1.451 29 512: 31%|███ | 18/58 [00:01<00:02, 14.70it/s]
19/50 3.45G 1.147 0.966 1.451 29 512: 34%|███▍ | 20/58 [00:01<00:02, 14.29it/s]
19/50 3.45G 1.142 0.9672 1.447 21 512: 34%|███▍ | 20/58 [00:01<00:02, 14.29it/s]
19/50 3.45G 1.14 0.9672 1.448 32 512: 34%|███▍ | 20/58 [00:01<00:02, 14.29it/s]
19/50 3.45G 1.14 0.9672 1.448 32 512: 38%|███▊ | 22/58 [00:01<00:02, 13.21it/s]
19/50 3.45G 1.139 0.9623 1.447 31 512: 38%|███▊ | 22/58 [00:01<00:02, 13.21it/s]
19/50 3.45G 1.142 0.9671 1.449 30 512: 38%|███▊ | 22/58 [00:01<00:02, 13.21it/s]
19/50 3.45G 1.142 0.9671 1.449 30 512: 41%|████▏ | 24/58 [00:01<00:02, 13.66it/s]
19/50 3.45G 1.141 0.9682 1.448 31 512: 41%|████▏ | 24/58 [00:01<00:02, 13.66it/s]
19/50 3.45G 1.135 0.9668 1.444 30 512: 41%|████▏ | 24/58 [00:01<00:02, 13.66it/s]
19/50 3.45G 1.135 0.9668 1.444 30 512: 45%|████▍ | 26/58 [00:01<00:02, 13.86it/s]
19/50 3.45G 1.131 0.9654 1.441 28 512: 45%|████▍ | 26/58 [00:01<00:02, 13.86it/s]
19/50 3.45G 1.127 0.9642 1.439 26 512: 45%|████▍ | 26/58 [00:01<00:02, 13.86it/s]
19/50 3.45G 1.127 0.9642 1.439 26 512: 48%|████▊ | 28/58 [00:01<00:02, 13.68it/s]
19/50 3.45G 1.138 0.9717 1.441 33 512: 48%|████▊ | 28/58 [00:02<00:02, 13.68it/s]
19/50 3.45G 1.142 0.9682 1.445 29 512: 48%|████▊ | 28/58 [00:02<00:02, 13.68it/s]
19/50 3.45G 1.142 0.9682 1.445 29 512: 52%|█████▏ | 30/58 [00:02<00:02, 12.81it/s]
19/50 3.45G 1.146 0.9718 1.449 34 512: 52%|█████▏ | 30/58 [00:02<00:02, 12.81it/s]
19/50 3.45G 1.15 0.9772 1.454 23 512: 52%|█████▏ | 30/58 [00:02<00:02, 12.81it/s]
19/50 3.45G 1.15 0.9772 1.454 23 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.14it/s]
19/50 3.45G 1.154 0.9787 1.451 43 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.14it/s]
19/50 3.45G 1.145 0.9734 1.448 25 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.14it/s]
19/50 3.45G 1.145 0.9734 1.448 25 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.88it/s]
19/50 3.45G 1.149 0.9803 1.451 22 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.88it/s]
19/50 3.45G 1.144 0.9726 1.448 27 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.88it/s]
19/50 3.45G 1.144 0.9726 1.448 27 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.95it/s]
19/50 3.45G 1.142 0.9738 1.447 34 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.95it/s]
19/50 3.45G 1.144 0.9787 1.449 24 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.95it/s]
19/50 3.45G 1.144 0.9787 1.449 24 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.27it/s]
19/50 3.45G 1.148 0.9752 1.449 26 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.27it/s]
19/50 3.45G 1.143 0.9793 1.447 15 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.27it/s]
19/50 3.45G 1.143 0.9793 1.447 15 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.93it/s]
19/50 3.45G 1.138 0.9755 1.444 29 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.93it/s]
19/50 3.45G 1.14 0.976 1.448 28 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.93it/s]
19/50 3.45G 1.14 0.976 1.448 28 512: 72%|███████▏ | 42/58 [00:02<00:01, 14.18it/s]
19/50 3.45G 1.135 0.9731 1.443 29 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.18it/s]
19/50 3.45G 1.135 0.9684 1.441 34 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.18it/s]
19/50 3.45G 1.135 0.9684 1.441 34 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.00it/s]
19/50 3.45G 1.129 0.9649 1.436 33 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.00it/s]
19/50 3.45G 1.128 0.9597 1.433 29 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.00it/s]
19/50 3.45G 1.128 0.9597 1.433 29 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.31it/s]
19/50 3.45G 1.128 0.9559 1.432 25 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.31it/s]
19/50 3.45G 1.125 0.9507 1.428 33 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.31it/s]
19/50 3.45G 1.125 0.9507 1.428 33 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.94it/s]
19/50 3.45G 1.129 0.9524 1.434 24 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.94it/s]
19/50 3.45G 1.124 0.947 1.429 29 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.94it/s]
19/50 3.45G 1.124 0.947 1.429 29 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.72it/s]
19/50 3.45G 1.128 0.9469 1.431 42 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.72it/s]
19/50 3.45G 1.129 0.9455 1.432 32 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.72it/s]
19/50 3.45G 1.129 0.9455 1.432 32 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.76it/s]
19/50 3.45G 1.126 0.9423 1.428 24 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.76it/s]
19/50 3.45G 1.124 0.9399 1.426 33 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.76it/s]
19/50 3.45G 1.124 0.9399 1.426 33 512: 93%|█████████▎| 54/58 [00:03<00:00, 12.98it/s]
19/50 3.45G 1.127 0.9396 1.429 26 512: 93%|█████████▎| 54/58 [00:03<00:00, 12.98it/s]
19/50 3.45G 1.125 0.9399 1.427 25 512: 93%|█████████▎| 54/58 [00:04<00:00, 12.98it/s]
19/50 3.45G 1.125 0.9399 1.427 25 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.45it/s]
19/50 3.45G 1.124 0.9383 1.428 24 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.45it/s]
19/50 3.45G 1.128 0.9441 1.432 11 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.45it/s]
19/50 3.45G 1.128 0.9441 1.432 11 512: 100%|██████████| 58/58 [00:04<00:00, 14.01it/s]
19/50 3.45G 1.128 0.9441 1.432 11 512: 100%|██████████| 58/58 [00:04<00:00, 13.90it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 15.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 13.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 14.94it/s]
+ all 253 461 0.884 0.757 0.844 0.533
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
20/50 3.45G 1.01 0.7667 1.263 42 512: 0%| | 0/58 [00:00<?, ?it/s]
20/50 3.45G 0.9258 0.754 1.267 23 512: 0%| | 0/58 [00:00<?, ?it/s]
20/50 3.45G 0.9258 0.754 1.267 23 512: 3%|▎ | 2/58 [00:00<00:03, 15.74it/s]
20/50 3.45G 0.9966 0.8211 1.326 32 512: 3%|▎ | 2/58 [00:00<00:03, 15.74it/s]
20/50 3.45G 0.9732 0.8105 1.297 39 512: 3%|▎ | 2/58 [00:00<00:03, 15.74it/s]
20/50 3.45G 0.9732 0.8105 1.297 39 512: 7%|▋ | 4/58 [00:00<00:03, 14.32it/s]
20/50 3.45G 1.026 0.8062 1.341 33 512: 7%|▋ | 4/58 [00:00<00:03, 14.32it/s]
20/50 3.45G 1.022 0.8002 1.368 23 512: 7%|▋ | 4/58 [00:00<00:03, 14.32it/s]
20/50 3.45G 1.022 0.8002 1.368 23 512: 10%|█ | 6/58 [00:00<00:03, 14.76it/s]
20/50 3.45G 1.03 0.8196 1.38 32 512: 10%|█ | 6/58 [00:00<00:03, 14.76it/s]
20/50 3.45G 1.019 0.8119 1.383 19 512: 10%|█ | 6/58 [00:00<00:03, 14.76it/s]
20/50 3.45G 1.019 0.8119 1.383 19 512: 14%|█▍ | 8/58 [00:00<00:03, 15.03it/s]
20/50 3.45G 1.011 0.8234 1.38 31 512: 14%|█▍ | 8/58 [00:00<00:03, 15.03it/s]
20/50 3.45G 0.9927 0.8043 1.361 37 512: 14%|█▍ | 8/58 [00:00<00:03, 15.03it/s]
20/50 3.45G 0.9927 0.8043 1.361 37 512: 17%|█▋ | 10/58 [00:00<00:03, 15.00it/s]
20/50 3.45G 1.007 0.8183 1.372 37 512: 17%|█▋ | 10/58 [00:00<00:03, 15.00it/s]
20/50 3.45G 1.003 0.8219 1.37 33 512: 17%|█▋ | 10/58 [00:00<00:03, 15.00it/s]
20/50 3.45G 1.003 0.8219 1.37 33 512: 21%|██ | 12/58 [00:00<00:03, 13.96it/s]
20/50 3.45G 1.022 0.8263 1.38 37 512: 21%|██ | 12/58 [00:00<00:03, 13.96it/s]
20/50 3.45G 1.02 0.825 1.384 24 512: 21%|██ | 12/58 [00:00<00:03, 13.96it/s]
20/50 3.45G 1.02 0.825 1.384 24 512: 24%|██▍ | 14/58 [00:00<00:03, 14.22it/s]
20/50 3.45G 1.024 0.8261 1.386 29 512: 24%|██▍ | 14/58 [00:01<00:03, 14.22it/s]
20/50 3.45G 1.019 0.8394 1.381 39 512: 24%|██▍ | 14/58 [00:01<00:03, 14.22it/s]
20/50 3.45G 1.019 0.8394 1.381 39 512: 28%|██▊ | 16/58 [00:01<00:02, 14.68it/s]
20/50 3.45G 1.042 0.8513 1.397 30 512: 28%|██▊ | 16/58 [00:01<00:02, 14.68it/s]
20/50 3.45G 1.027 0.8486 1.389 27 512: 28%|██▊ | 16/58 [00:01<00:02, 14.68it/s]
20/50 3.45G 1.027 0.8486 1.389 27 512: 31%|███ | 18/58 [00:01<00:02, 14.99it/s]
20/50 3.45G 1.024 0.839 1.39 29 512: 31%|███ | 18/58 [00:01<00:02, 14.99it/s]
20/50 3.45G 1.029 0.8592 1.393 36 512: 31%|███ | 18/58 [00:01<00:02, 14.99it/s]
20/50 3.45G 1.029 0.8592 1.393 36 512: 34%|███▍ | 20/58 [00:01<00:02, 13.87it/s]
20/50 3.45G 1.025 0.8652 1.392 37 512: 34%|███▍ | 20/58 [00:01<00:02, 13.87it/s]
20/50 3.45G 1.028 0.8743 1.397 28 512: 34%|███▍ | 20/58 [00:01<00:02, 13.87it/s]
20/50 3.45G 1.028 0.8743 1.397 28 512: 38%|███▊ | 22/58 [00:01<00:02, 13.99it/s]
20/50 3.45G 1.038 0.879 1.402 30 512: 38%|███▊ | 22/58 [00:01<00:02, 13.99it/s]
20/50 3.45G 1.038 0.8773 1.399 28 512: 38%|███▊ | 22/58 [00:01<00:02, 13.99it/s]
20/50 3.45G 1.038 0.8773 1.399 28 512: 41%|████▏ | 24/58 [00:01<00:02, 13.94it/s]
20/50 3.45G 1.046 0.8872 1.407 34 512: 41%|████▏ | 24/58 [00:01<00:02, 13.94it/s]
20/50 3.45G 1.046 0.8941 1.405 23 512: 41%|████▏ | 24/58 [00:01<00:02, 13.94it/s]
20/50 3.45G 1.046 0.8941 1.405 23 512: 45%|████▍ | 26/58 [00:01<00:02, 13.76it/s]
20/50 3.45G 1.052 0.8987 1.412 33 512: 45%|████▍ | 26/58 [00:01<00:02, 13.76it/s]
20/50 3.45G 1.051 0.9015 1.412 26 512: 45%|████▍ | 26/58 [00:02<00:02, 13.76it/s]
20/50 3.45G 1.051 0.9015 1.412 26 512: 48%|████▊ | 28/58 [00:02<00:02, 12.65it/s]
20/50 3.45G 1.054 0.9054 1.416 39 512: 48%|████▊ | 28/58 [00:02<00:02, 12.65it/s]
20/50 3.45G 1.049 0.8975 1.41 32 512: 48%|████▊ | 28/58 [00:02<00:02, 12.65it/s]
20/50 3.45G 1.049 0.8975 1.41 32 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.22it/s]
20/50 3.45G 1.049 0.9021 1.409 25 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.22it/s]
20/50 3.45G 1.045 0.9004 1.408 23 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.22it/s]
20/50 3.45G 1.045 0.9004 1.408 23 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.04it/s]
20/50 3.45G 1.047 0.9021 1.407 31 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.04it/s]
20/50 3.45G 1.042 0.9037 1.404 31 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.04it/s]
20/50 3.45G 1.042 0.9037 1.404 31 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.55it/s]
20/50 3.45G 1.037 0.9007 1.4 20 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.55it/s]
20/50 3.45G 1.038 0.9028 1.398 34 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.55it/s]
20/50 3.45G 1.038 0.9028 1.398 34 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.34it/s]
20/50 3.45G 1.039 0.9094 1.399 20 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.34it/s]
20/50 3.45G 1.044 0.9117 1.401 36 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.34it/s]
20/50 3.45G 1.044 0.9117 1.401 36 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.08it/s]
20/50 3.45G 1.039 0.9127 1.396 25 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.08it/s]
20/50 3.45G 1.036 0.9088 1.394 30 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.08it/s]
20/50 3.45G 1.036 0.9088 1.394 30 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.76it/s]
20/50 3.45G 1.037 0.9067 1.393 34 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.76it/s]
20/50 3.45G 1.039 0.9075 1.396 22 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.76it/s]
20/50 3.45G 1.039 0.9075 1.396 22 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.09it/s]
20/50 3.45G 1.038 0.903 1.396 25 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.09it/s]
20/50 3.45G 1.041 0.9022 1.398 35 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.09it/s]
20/50 3.45G 1.041 0.9022 1.398 35 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.48it/s]
20/50 3.45G 1.042 0.8991 1.397 25 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.48it/s]
20/50 3.45G 1.04 0.899 1.396 26 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.48it/s]
20/50 3.45G 1.04 0.899 1.396 26 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.17it/s]
20/50 3.45G 1.041 0.8982 1.395 26 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.17it/s]
20/50 3.45G 1.041 0.901 1.393 44 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.17it/s]
20/50 3.45G 1.041 0.901 1.393 44 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.18it/s]
20/50 3.45G 1.045 0.9014 1.395 28 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.18it/s]
20/50 3.45G 1.05 0.9052 1.398 32 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.18it/s]
20/50 3.45G 1.05 0.9052 1.398 32 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.77it/s]
20/50 3.45G 1.05 0.9047 1.395 33 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.77it/s]
20/50 3.45G 1.051 0.907 1.397 24 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.77it/s]
20/50 3.45G 1.051 0.907 1.397 24 512: 90%|████████▉ | 52/58 [00:03<00:00, 12.51it/s]
20/50 3.45G 1.053 0.907 1.396 35 512: 90%|████████▉ | 52/58 [00:03<00:00, 12.51it/s]
20/50 3.45G 1.055 0.9093 1.397 26 512: 90%|████████▉ | 52/58 [00:03<00:00, 12.51it/s]
20/50 3.45G 1.055 0.9093 1.397 26 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.37it/s]
20/50 3.45G 1.054 0.9054 1.395 26 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.37it/s]
20/50 3.45G 1.049 0.9019 1.392 26 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.37it/s]
20/50 3.45G 1.049 0.9019 1.392 26 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.65it/s]
20/50 3.45G 1.046 0.8992 1.39 28 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.65it/s]
20/50 3.45G 1.044 0.9003 1.388 17 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.65it/s]
20/50 3.45G 1.044 0.9003 1.388 17 512: 100%|██████████| 58/58 [00:04<00:00, 14.25it/s]
20/50 3.45G 1.044 0.9003 1.388 17 512: 100%|██████████| 58/58 [00:04<00:00, 13.82it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 13.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.14it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.61it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.04it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 14.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.07it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.01it/s]
+ all 253 461 0.813 0.782 0.851 0.553
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
21/50 3.45G 1.17 0.9023 1.429 28 512: 0%| | 0/58 [00:00<?, ?it/s]
21/50 3.45G 1.096 0.8843 1.386 39 512: 0%| | 0/58 [00:00<?, ?it/s]
21/50 3.45G 1.096 0.8843 1.386 39 512: 3%|▎ | 2/58 [00:00<00:04, 13.25it/s]
21/50 3.45G 1.092 0.9133 1.401 23 512: 3%|▎ | 2/58 [00:00<00:04, 13.25it/s]
21/50 3.45G 1.15 0.9356 1.411 40 512: 3%|▎ | 2/58 [00:00<00:04, 13.25it/s]
21/50 3.45G 1.15 0.9356 1.411 40 512: 7%|▋ | 4/58 [00:00<00:03, 13.94it/s]
21/50 3.45G 1.142 0.9456 1.401 24 512: 7%|▋ | 4/58 [00:00<00:03, 13.94it/s]
21/50 3.45G 1.129 0.9752 1.407 26 512: 7%|▋ | 4/58 [00:00<00:03, 13.94it/s]
21/50 3.45G 1.129 0.9752 1.407 26 512: 10%|█ | 6/58 [00:00<00:03, 14.30it/s]
21/50 3.45G 1.104 0.9429 1.387 30 512: 10%|█ | 6/58 [00:00<00:03, 14.30it/s]
21/50 3.45G 1.146 0.9732 1.424 38 512: 10%|█ | 6/58 [00:00<00:03, 14.30it/s]
21/50 3.45G 1.146 0.9732 1.424 38 512: 14%|█▍ | 8/58 [00:00<00:03, 14.65it/s]
21/50 3.45G 1.132 0.9541 1.417 28 512: 14%|█▍ | 8/58 [00:00<00:03, 14.65it/s]
21/50 3.45G 1.144 0.9628 1.426 29 512: 14%|█▍ | 8/58 [00:00<00:03, 14.65it/s]
21/50 3.45G 1.144 0.9628 1.426 29 512: 17%|█▋ | 10/58 [00:00<00:03, 14.00it/s]
21/50 3.45G 1.145 0.9655 1.42 36 512: 17%|█▋ | 10/58 [00:00<00:03, 14.00it/s]
21/50 3.45G 1.132 0.9547 1.412 34 512: 17%|█▋ | 10/58 [00:00<00:03, 14.00it/s]
21/50 3.45G 1.132 0.9547 1.412 34 512: 21%|██ | 12/58 [00:00<00:03, 14.26it/s]
21/50 3.45G 1.132 0.9634 1.414 40 512: 21%|██ | 12/58 [00:00<00:03, 14.26it/s]
21/50 3.45G 1.137 0.9569 1.411 37 512: 21%|██ | 12/58 [00:00<00:03, 14.26it/s]
21/50 3.45G 1.137 0.9569 1.411 37 512: 24%|██▍ | 14/58 [00:00<00:03, 14.54it/s]
21/50 3.45G 1.141 0.9626 1.419 28 512: 24%|██▍ | 14/58 [00:01<00:03, 14.54it/s]
21/50 3.45G 1.138 0.965 1.412 52 512: 24%|██▍ | 14/58 [00:01<00:03, 14.54it/s]
21/50 3.45G 1.138 0.965 1.412 52 512: 28%|██▊ | 16/58 [00:01<00:02, 14.93it/s]
21/50 3.45G 1.139 0.9808 1.427 20 512: 28%|██▊ | 16/58 [00:01<00:02, 14.93it/s]
21/50 3.45G 1.14 0.9731 1.425 32 512: 28%|██▊ | 16/58 [00:01<00:02, 14.93it/s]
21/50 3.45G 1.14 0.9731 1.425 32 512: 31%|███ | 18/58 [00:01<00:02, 14.21it/s]
21/50 3.45G 1.13 0.9662 1.421 26 512: 31%|███ | 18/58 [00:01<00:02, 14.21it/s]
21/50 3.45G 1.122 0.9685 1.414 18 512: 31%|███ | 18/58 [00:01<00:02, 14.21it/s]
21/50 3.45G 1.122 0.9685 1.414 18 512: 34%|███▍ | 20/58 [00:01<00:02, 14.65it/s]
21/50 3.45G 1.127 0.9712 1.417 47 512: 34%|███▍ | 20/58 [00:01<00:02, 14.65it/s]
21/50 3.45G 1.123 0.9696 1.414 25 512: 34%|███▍ | 20/58 [00:01<00:02, 14.65it/s]
21/50 3.45G 1.123 0.9696 1.414 25 512: 38%|███▊ | 22/58 [00:01<00:02, 14.13it/s]
21/50 3.45G 1.117 0.9634 1.41 24 512: 38%|███▊ | 22/58 [00:01<00:02, 14.13it/s]
21/50 3.45G 1.112 0.9622 1.41 37 512: 38%|███▊ | 22/58 [00:01<00:02, 14.13it/s]
21/50 3.45G 1.112 0.9622 1.41 37 512: 41%|████▏ | 24/58 [00:01<00:02, 14.18it/s]
21/50 3.45G 1.111 0.9613 1.406 41 512: 41%|████▏ | 24/58 [00:01<00:02, 14.18it/s]
21/50 3.45G 1.112 0.9589 1.407 37 512: 41%|████▏ | 24/58 [00:01<00:02, 14.18it/s]
21/50 3.45G 1.112 0.9589 1.407 37 512: 45%|████▍ | 26/58 [00:01<00:02, 13.57it/s]
21/50 3.45G 1.107 0.9542 1.404 34 512: 45%|████▍ | 26/58 [00:01<00:02, 13.57it/s]
21/50 3.45G 1.102 0.9463 1.401 29 512: 45%|████▍ | 26/58 [00:01<00:02, 13.57it/s]
21/50 3.45G 1.102 0.9463 1.401 29 512: 48%|████▊ | 28/58 [00:01<00:02, 13.64it/s]
21/50 3.45G 1.096 0.9394 1.396 30 512: 48%|████▊ | 28/58 [00:02<00:02, 13.64it/s]
21/50 3.45G 1.085 0.9322 1.388 34 512: 48%|████▊ | 28/58 [00:02<00:02, 13.64it/s]
21/50 3.45G 1.085 0.9322 1.388 34 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.52it/s]
21/50 3.45G 1.087 0.9302 1.388 26 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.52it/s]
21/50 3.45G 1.082 0.9269 1.386 26 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.52it/s]
21/50 3.45G 1.082 0.9269 1.386 26 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.17it/s]
21/50 3.45G 1.088 0.9269 1.395 25 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.17it/s]
21/50 3.45G 1.087 0.9268 1.396 30 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.17it/s]
21/50 3.45G 1.087 0.9268 1.396 30 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.11it/s]
21/50 3.45G 1.088 0.9236 1.396 36 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.11it/s]
21/50 3.45G 1.082 0.9199 1.394 25 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.11it/s]
21/50 3.45G 1.082 0.9199 1.394 25 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.74it/s]
21/50 3.45G 1.082 0.9201 1.395 18 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.74it/s]
21/50 3.45G 1.086 0.9262 1.4 17 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.74it/s]
21/50 3.45G 1.086 0.9262 1.4 17 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.20it/s]
21/50 3.45G 1.085 0.9243 1.398 35 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.20it/s]
21/50 3.45G 1.08 0.9165 1.396 25 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.20it/s]
21/50 3.45G 1.08 0.9165 1.396 25 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.98it/s]
21/50 3.45G 1.08 0.9152 1.395 46 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.98it/s]
21/50 3.45G 1.082 0.9192 1.396 20 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.98it/s]
21/50 3.45G 1.082 0.9192 1.396 20 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.47it/s]
21/50 3.45G 1.084 0.9208 1.4 23 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.47it/s]
21/50 3.45G 1.081 0.9218 1.399 21 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.47it/s]
21/50 3.45G 1.081 0.9218 1.399 21 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.76it/s]
21/50 3.45G 1.078 0.9174 1.399 30 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.76it/s]
21/50 3.45G 1.077 0.9144 1.398 24 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.76it/s]
21/50 3.45G 1.077 0.9144 1.398 24 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.42it/s]
21/50 3.45G 1.079 0.9141 1.398 33 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.42it/s]
21/50 3.45G 1.075 0.9135 1.396 28 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.42it/s]
21/50 3.45G 1.075 0.9135 1.396 28 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.88it/s]
21/50 3.45G 1.082 0.9212 1.398 62 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.88it/s]
21/50 3.45G 1.079 0.9192 1.395 33 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.88it/s]
21/50 3.45G 1.079 0.9192 1.395 33 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.50it/s]
21/50 3.45G 1.08 0.9228 1.395 21 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.50it/s]
21/50 3.45G 1.074 0.9173 1.391 22 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.50it/s]
21/50 3.45G 1.074 0.9173 1.391 22 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.23it/s]
21/50 3.45G 1.074 0.915 1.391 31 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.23it/s]
21/50 3.45G 1.078 0.9232 1.394 55 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.23it/s]
21/50 3.45G 1.078 0.9232 1.394 55 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.86it/s]
21/50 3.45G 1.081 0.9247 1.394 42 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.86it/s]
21/50 3.45G 1.081 0.9242 1.396 22 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.86it/s]
21/50 3.45G 1.081 0.9242 1.396 22 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.93it/s]
21/50 3.45G 1.078 0.921 1.395 25 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.93it/s]
21/50 3.45G 1.074 0.919 1.392 12 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.93it/s]
21/50 3.45G 1.074 0.919 1.392 12 512: 100%|██████████| 58/58 [00:04<00:00, 13.23it/s]
21/50 3.45G 1.074 0.919 1.392 12 512: 100%|██████████| 58/58 [00:04<00:00, 13.76it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 14.73it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 16.15it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.64it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.45it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.11it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 14.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 14.95it/s]
+ all 253 461 0.9 0.761 0.869 0.598
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
22/50 3.45G 1.064 0.8012 1.422 37 512: 0%| | 0/58 [00:00<?, ?it/s]
22/50 3.45G 1.13 0.8018 1.421 33 512: 0%| | 0/58 [00:00<?, ?it/s]
22/50 3.45G 1.13 0.8018 1.421 33 512: 3%|▎ | 2/58 [00:00<00:03, 15.95it/s]
22/50 3.45G 1.123 0.8633 1.426 29 512: 3%|▎ | 2/58 [00:00<00:03, 15.95it/s]
22/50 3.45G 1.062 0.8305 1.379 31 512: 3%|▎ | 2/58 [00:00<00:03, 15.95it/s]
22/50 3.45G 1.062 0.8305 1.379 31 512: 7%|▋ | 4/58 [00:00<00:03, 15.02it/s]
22/50 3.45G 1.073 0.8158 1.4 24 512: 7%|▋ | 4/58 [00:00<00:03, 15.02it/s]
22/50 3.45G 1.071 0.8608 1.389 41 512: 7%|▋ | 4/58 [00:00<00:03, 15.02it/s]
22/50 3.45G 1.071 0.8608 1.389 41 512: 10%|█ | 6/58 [00:00<00:03, 15.25it/s]
22/50 3.45G 1.068 0.8898 1.394 35 512: 10%|█ | 6/58 [00:00<00:03, 15.25it/s]
22/50 3.45G 1.087 0.8906 1.399 43 512: 10%|█ | 6/58 [00:00<00:03, 15.25it/s]
22/50 3.45G 1.087 0.8906 1.399 43 512: 14%|█▍ | 8/58 [00:00<00:03, 14.31it/s]
22/50 3.45G 1.087 0.8841 1.406 30 512: 14%|█▍ | 8/58 [00:00<00:03, 14.31it/s]
22/50 3.45G 1.089 0.8789 1.415 31 512: 14%|█▍ | 8/58 [00:00<00:03, 14.31it/s]
22/50 3.45G 1.089 0.8789 1.415 31 512: 17%|█▋ | 10/58 [00:00<00:03, 14.81it/s]
22/50 3.45G 1.077 0.8891 1.407 29 512: 17%|█▋ | 10/58 [00:00<00:03, 14.81it/s]
22/50 3.45G 1.065 0.871 1.385 36 512: 17%|█▋ | 10/58 [00:00<00:03, 14.81it/s]
22/50 3.45G 1.065 0.871 1.385 36 512: 21%|██ | 12/58 [00:00<00:03, 15.11it/s]
22/50 3.45G 1.056 0.8673 1.375 29 512: 21%|██ | 12/58 [00:00<00:03, 15.11it/s]
22/50 3.45G 1.066 0.8754 1.391 24 512: 21%|██ | 12/58 [00:00<00:03, 15.11it/s]
22/50 3.45G 1.066 0.8754 1.391 24 512: 24%|██▍ | 14/58 [00:00<00:02, 14.75it/s]
22/50 3.45G 1.066 0.8718 1.393 26 512: 24%|██▍ | 14/58 [00:01<00:02, 14.75it/s]
22/50 3.45G 1.062 0.8719 1.385 30 512: 24%|██▍ | 14/58 [00:01<00:02, 14.75it/s]
22/50 3.45G 1.062 0.8719 1.385 30 512: 28%|██▊ | 16/58 [00:01<00:02, 14.13it/s]
22/50 3.45G 1.051 0.8658 1.383 25 512: 28%|██▊ | 16/58 [00:01<00:02, 14.13it/s]
22/50 3.45G 1.05 0.8694 1.381 25 512: 28%|██▊ | 16/58 [00:01<00:02, 14.13it/s]
22/50 3.45G 1.05 0.8694 1.381 25 512: 31%|███ | 18/58 [00:01<00:02, 14.23it/s]
22/50 3.45G 1.05 0.8721 1.383 27 512: 31%|███ | 18/58 [00:01<00:02, 14.23it/s]
22/50 3.45G 1.039 0.8608 1.376 25 512: 31%|███ | 18/58 [00:01<00:02, 14.23it/s]
22/50 3.45G 1.039 0.8608 1.376 25 512: 34%|███▍ | 20/58 [00:01<00:02, 14.10it/s]
22/50 3.45G 1.032 0.8538 1.37 30 512: 34%|███▍ | 20/58 [00:01<00:02, 14.10it/s]
22/50 3.45G 1.024 0.8462 1.365 25 512: 34%|███▍ | 20/58 [00:01<00:02, 14.10it/s]
22/50 3.45G 1.024 0.8462 1.365 25 512: 38%|███▊ | 22/58 [00:01<00:02, 14.39it/s]
22/50 3.45G 1.03 0.8551 1.368 41 512: 38%|███▊ | 22/58 [00:01<00:02, 14.39it/s]
22/50 3.45G 1.032 0.8583 1.376 20 512: 38%|███▊ | 22/58 [00:01<00:02, 14.39it/s]
22/50 3.45G 1.032 0.8583 1.376 20 512: 41%|████▏ | 24/58 [00:01<00:02, 13.61it/s]
22/50 3.45G 1.035 0.8624 1.378 27 512: 41%|████▏ | 24/58 [00:01<00:02, 13.61it/s]
22/50 3.45G 1.027 0.8574 1.372 33 512: 41%|████▏ | 24/58 [00:01<00:02, 13.61it/s]
22/50 3.45G 1.027 0.8574 1.372 33 512: 45%|████▍ | 26/58 [00:01<00:02, 13.80it/s]
22/50 3.45G 1.034 0.8602 1.379 28 512: 45%|████▍ | 26/58 [00:01<00:02, 13.80it/s]
22/50 3.45G 1.031 0.8604 1.379 25 512: 45%|████▍ | 26/58 [00:01<00:02, 13.80it/s]
22/50 3.45G 1.031 0.8604 1.379 25 512: 48%|████▊ | 28/58 [00:01<00:02, 13.35it/s]
22/50 3.45G 1.027 0.8595 1.378 36 512: 48%|████▊ | 28/58 [00:02<00:02, 13.35it/s]
22/50 3.45G 1.03 0.8567 1.382 27 512: 48%|████▊ | 28/58 [00:02<00:02, 13.35it/s]
22/50 3.45G 1.03 0.8567 1.382 27 512: 52%|█████▏ | 30/58 [00:02<00:02, 12.73it/s]
22/50 3.45G 1.039 0.8638 1.385 38 512: 52%|█████▏ | 30/58 [00:02<00:02, 12.73it/s]
22/50 3.45G 1.034 0.8618 1.384 34 512: 52%|█████▏ | 30/58 [00:02<00:02, 12.73it/s]
22/50 3.45G 1.034 0.8618 1.384 34 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.63it/s]
22/50 3.45G 1.035 0.8579 1.385 25 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.63it/s]
22/50 3.45G 1.031 0.8561 1.384 18 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.63it/s]
22/50 3.45G 1.031 0.8561 1.384 18 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.51it/s]
22/50 3.45G 1.03 0.8572 1.382 34 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.51it/s]
22/50 3.45G 1.03 0.8573 1.384 23 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.51it/s]
22/50 3.45G 1.03 0.8573 1.384 23 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.33it/s]
22/50 3.45G 1.038 0.8628 1.388 33 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.33it/s]
22/50 3.45G 1.038 0.8653 1.389 26 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.33it/s]
22/50 3.45G 1.038 0.8653 1.389 26 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.95it/s]
22/50 3.45G 1.045 0.872 1.391 46 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.95it/s]
22/50 3.45G 1.044 0.8684 1.388 32 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.95it/s]
22/50 3.45G 1.044 0.8684 1.388 32 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.69it/s]
22/50 3.45G 1.044 0.8661 1.387 30 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.69it/s]
22/50 3.45G 1.042 0.8642 1.386 28 512: 69%|██████▉ | 40/58 [00:03<00:01, 12.69it/s]
22/50 3.45G 1.042 0.8642 1.386 28 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.38it/s]
22/50 3.45G 1.049 0.8717 1.389 56 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.38it/s]
22/50 3.45G 1.048 0.87 1.387 36 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.38it/s]
22/50 3.45G 1.048 0.87 1.387 36 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.95it/s]
22/50 3.45G 1.051 0.874 1.391 27 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.95it/s]
22/50 3.45G 1.051 0.8723 1.391 26 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.95it/s]
22/50 3.45G 1.051 0.8723 1.391 26 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.05it/s]
22/50 3.45G 1.053 0.8708 1.391 33 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.05it/s]
22/50 3.45G 1.051 0.8697 1.39 26 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.05it/s]
22/50 3.45G 1.051 0.8697 1.39 26 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.09it/s]
22/50 3.45G 1.056 0.8732 1.391 52 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.09it/s]
22/50 3.45G 1.054 0.8748 1.389 33 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.09it/s]
22/50 3.45G 1.054 0.8748 1.389 33 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.70it/s]
22/50 3.45G 1.057 0.8802 1.387 38 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.70it/s]
22/50 3.45G 1.054 0.8774 1.388 29 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.70it/s]
22/50 3.45G 1.054 0.8774 1.388 29 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.77it/s]
22/50 3.45G 1.049 0.8757 1.384 25 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.77it/s]
22/50 3.45G 1.056 0.8797 1.39 24 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.77it/s]
22/50 3.45G 1.056 0.8797 1.39 24 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.27it/s]
22/50 3.45G 1.054 0.8771 1.389 28 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.27it/s]
22/50 3.45G 1.054 0.8759 1.386 39 512: 93%|█████████▎| 54/58 [00:04<00:00, 14.27it/s]
22/50 3.45G 1.054 0.8759 1.386 39 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.36it/s]
22/50 3.45G 1.054 0.8774 1.385 39 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.36it/s]
22/50 3.45G 1.057 0.8801 1.385 10 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.36it/s]
22/50 3.45G 1.057 0.8801 1.385 10 512: 100%|██████████| 58/58 [00:04<00:00, 14.14it/s]
22/50 3.45G 1.057 0.8801 1.385 10 512: 100%|██████████| 58/58 [00:04<00:00, 13.82it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 13.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.02it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.07it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.36it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.19it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.29it/s]
+ all 253 461 0.924 0.766 0.879 0.603
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
23/50 3.45G 0.9847 0.9656 1.289 42 512: 0%| | 0/58 [00:00<?, ?it/s]
23/50 3.45G 0.9598 0.9077 1.243 30 512: 0%| | 0/58 [00:00<?, ?it/s]
23/50 3.45G 0.9598 0.9077 1.243 30 512: 3%|▎ | 2/58 [00:00<00:03, 15.22it/s]
23/50 3.45G 0.9324 0.8972 1.264 22 512: 3%|▎ | 2/58 [00:00<00:03, 15.22it/s]
23/50 3.45G 0.9211 0.8743 1.258 35 512: 3%|▎ | 2/58 [00:00<00:03, 15.22it/s]
23/50 3.45G 0.9211 0.8743 1.258 35 512: 7%|▋ | 4/58 [00:00<00:03, 14.65it/s]
23/50 3.45G 0.9219 0.8741 1.274 26 512: 7%|▋ | 4/58 [00:00<00:03, 14.65it/s]
23/50 3.45G 0.9673 0.8762 1.287 26 512: 7%|▋ | 4/58 [00:00<00:03, 14.65it/s]
23/50 3.45G 0.9673 0.8762 1.287 26 512: 10%|█ | 6/58 [00:00<00:03, 13.48it/s]
23/50 3.45G 0.9547 0.8469 1.299 18 512: 10%|█ | 6/58 [00:00<00:03, 13.48it/s]
23/50 3.45G 0.9543 0.853 1.288 40 512: 10%|█ | 6/58 [00:00<00:03, 13.48it/s]
23/50 3.45G 0.9543 0.853 1.288 40 512: 14%|█▍ | 8/58 [00:00<00:03, 13.76it/s]
23/50 3.45G 0.9656 0.8386 1.298 33 512: 14%|█▍ | 8/58 [00:00<00:03, 13.76it/s]
23/50 3.45G 0.9684 0.849 1.302 28 512: 14%|█▍ | 8/58 [00:00<00:03, 13.76it/s]
23/50 3.45G 0.9684 0.849 1.302 28 512: 17%|█▋ | 10/58 [00:00<00:03, 14.38it/s]
23/50 3.45G 1.001 0.8787 1.313 53 512: 17%|█▋ | 10/58 [00:00<00:03, 14.38it/s]
23/50 3.45G 1.011 0.8769 1.319 36 512: 17%|█▋ | 10/58 [00:00<00:03, 14.38it/s]
23/50 3.45G 1.011 0.8769 1.319 36 512: 21%|██ | 12/58 [00:00<00:03, 14.71it/s]
23/50 3.45G 1.02 0.8819 1.318 29 512: 21%|██ | 12/58 [00:00<00:03, 14.71it/s]
23/50 3.45G 1.011 0.8877 1.315 22 512: 21%|██ | 12/58 [00:00<00:03, 14.71it/s]
23/50 3.45G 1.011 0.8877 1.315 22 512: 24%|██▍ | 14/58 [00:00<00:03, 14.05it/s]
23/50 3.45G 1.008 0.8827 1.315 24 512: 24%|██▍ | 14/58 [00:01<00:03, 14.05it/s]
23/50 3.45G 0.9948 0.8723 1.307 35 512: 24%|██▍ | 14/58 [00:01<00:03, 14.05it/s]
23/50 3.45G 0.9948 0.8723 1.307 35 512: 28%|██▊ | 16/58 [00:01<00:02, 14.47it/s]
23/50 3.45G 0.9969 0.8668 1.306 30 512: 28%|██▊ | 16/58 [00:01<00:02, 14.47it/s]
23/50 3.45G 1.003 0.8671 1.311 35 512: 28%|██▊ | 16/58 [00:01<00:02, 14.47it/s]
23/50 3.45G 1.003 0.8671 1.311 35 512: 31%|███ | 18/58 [00:01<00:02, 14.60it/s]
23/50 3.45G 0.996 0.8637 1.308 30 512: 31%|███ | 18/58 [00:01<00:02, 14.60it/s]
23/50 3.45G 1.002 0.8682 1.315 36 512: 31%|███ | 18/58 [00:01<00:02, 14.60it/s]
23/50 3.45G 1.002 0.8682 1.315 36 512: 34%|███▍ | 20/58 [00:01<00:02, 14.70it/s]
23/50 3.45G 1.006 0.8698 1.318 39 512: 34%|███▍ | 20/58 [00:01<00:02, 14.70it/s]
23/50 3.45G 1.02 0.8822 1.323 51 512: 34%|███▍ | 20/58 [00:01<00:02, 14.70it/s]
23/50 3.45G 1.02 0.8822 1.323 51 512: 38%|███▊ | 22/58 [00:01<00:02, 13.14it/s]
23/50 3.45G 1.003 0.8726 1.314 22 512: 38%|███▊ | 22/58 [00:01<00:02, 13.14it/s]
23/50 3.45G 1.001 0.8747 1.316 29 512: 38%|███▊ | 22/58 [00:01<00:02, 13.14it/s]
23/50 3.45G 1.001 0.8747 1.316 29 512: 41%|████▏ | 24/58 [00:01<00:02, 13.10it/s]
23/50 3.45G 1.011 0.8779 1.321 36 512: 41%|████▏ | 24/58 [00:01<00:02, 13.10it/s]
23/50 3.45G 1.018 0.8859 1.323 38 512: 41%|████▏ | 24/58 [00:01<00:02, 13.10it/s]
23/50 3.45G 1.018 0.8859 1.323 38 512: 45%|████▍ | 26/58 [00:01<00:02, 13.25it/s]
23/50 3.45G 1.017 0.8845 1.322 35 512: 45%|████▍ | 26/58 [00:01<00:02, 13.25it/s]
23/50 3.45G 1.019 0.8824 1.325 28 512: 45%|████▍ | 26/58 [00:02<00:02, 13.25it/s]
23/50 3.45G 1.019 0.8824 1.325 28 512: 48%|████▊ | 28/58 [00:02<00:02, 13.29it/s]
23/50 3.45G 1.019 0.8819 1.324 31 512: 48%|████▊ | 28/58 [00:02<00:02, 13.29it/s]
23/50 3.45G 1.03 0.8833 1.335 22 512: 48%|████▊ | 28/58 [00:02<00:02, 13.29it/s]
23/50 3.45G 1.03 0.8833 1.335 22 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.29it/s]
23/50 3.45G 1.025 0.8885 1.339 19 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.29it/s]
23/50 3.45G 1.03 0.8909 1.344 23 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.29it/s]
23/50 3.45G 1.03 0.8909 1.344 23 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.51it/s]
23/50 3.45G 1.026 0.8866 1.344 28 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.51it/s]
23/50 3.45G 1.027 0.8903 1.348 20 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.51it/s]
23/50 3.45G 1.027 0.8903 1.348 20 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.15it/s]
23/50 3.45G 1.027 0.8896 1.349 23 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.15it/s]
23/50 3.45G 1.031 0.9015 1.354 27 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.15it/s]
23/50 3.45G 1.031 0.9015 1.354 27 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.32it/s]
23/50 3.45G 1.031 0.9022 1.354 31 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.32it/s]
23/50 3.45G 1.029 0.9006 1.351 23 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.32it/s]
23/50 3.45G 1.029 0.9006 1.351 23 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.65it/s]
23/50 3.45G 1.027 0.8993 1.353 35 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.65it/s]
23/50 3.45G 1.023 0.8961 1.348 39 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.65it/s]
23/50 3.45G 1.023 0.8961 1.348 39 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.50it/s]
23/50 3.45G 1.024 0.8948 1.349 26 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.50it/s]
23/50 3.45G 1.02 0.8914 1.346 22 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.50it/s]
23/50 3.45G 1.02 0.8914 1.346 22 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.07it/s]
23/50 3.45G 1.019 0.8889 1.346 34 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.07it/s]
23/50 3.45G 1.017 0.8843 1.344 32 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.07it/s]
23/50 3.45G 1.017 0.8843 1.344 32 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.07it/s]
23/50 3.45G 1.016 0.8875 1.345 20 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.07it/s]
23/50 3.45G 1.016 0.8852 1.345 27 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.07it/s]
23/50 3.45G 1.016 0.8852 1.345 27 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.17it/s]
23/50 3.45G 1.017 0.8847 1.345 41 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.17it/s]
23/50 3.45G 1.019 0.8871 1.348 27 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.17it/s]
23/50 3.45G 1.019 0.8871 1.348 27 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.61it/s]
23/50 3.45G 1.021 0.8915 1.35 49 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.61it/s]
23/50 3.45G 1.022 0.8898 1.349 38 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.61it/s]
23/50 3.45G 1.022 0.8898 1.349 38 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.02it/s]
23/50 3.45G 1.018 0.885 1.346 26 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.02it/s]
23/50 3.45G 1.02 0.8864 1.345 35 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.02it/s]
23/50 3.45G 1.02 0.8864 1.345 35 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.17it/s]
23/50 3.45G 1.021 0.8875 1.348 34 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.17it/s]
23/50 3.45G 1.02 0.8853 1.348 25 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.17it/s]
23/50 3.45G 1.02 0.8853 1.348 25 512: 93%|█████████▎| 54/58 [00:03<00:00, 12.36it/s]
23/50 3.45G 1.02 0.8849 1.347 42 512: 93%|█████████▎| 54/58 [00:04<00:00, 12.36it/s]
23/50 3.45G 1.016 0.885 1.347 27 512: 93%|█████████▎| 54/58 [00:04<00:00, 12.36it/s]
23/50 3.45G 1.016 0.885 1.347 27 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.07it/s]
23/50 3.45G 1.016 0.8841 1.346 29 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.07it/s]
23/50 3.45G 1.019 0.8863 1.344 23 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.07it/s]
23/50 3.45G 1.019 0.8863 1.344 23 512: 100%|██████████| 58/58 [00:04<00:00, 13.93it/s]
23/50 3.45G 1.019 0.8863 1.344 23 512: 100%|██████████| 58/58 [00:04<00:00, 13.67it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 14.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 16.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.10it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.50it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.42it/s]
+ all 253 461 0.86 0.781 0.879 0.604
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
24/50 3.45G 0.8032 0.7195 1.168 34 512: 0%| | 0/58 [00:00<?, ?it/s]
24/50 3.45G 0.9099 0.6985 1.261 26 512: 0%| | 0/58 [00:00<?, ?it/s]
24/50 3.45G 0.9099 0.6985 1.261 26 512: 3%|▎ | 2/58 [00:00<00:03, 15.66it/s]
24/50 3.45G 0.9611 0.7807 1.306 29 512: 3%|▎ | 2/58 [00:00<00:03, 15.66it/s]
24/50 3.45G 1 0.799 1.351 29 512: 3%|▎ | 2/58 [00:00<00:03, 15.66it/s]
24/50 3.45G 1 0.799 1.351 29 512: 7%|▋ | 4/58 [00:00<00:03, 14.27it/s]
24/50 3.45G 1.049 0.8431 1.397 24 512: 7%|▋ | 4/58 [00:00<00:03, 14.27it/s]
24/50 3.45G 1.026 0.8428 1.391 22 512: 7%|▋ | 4/58 [00:00<00:03, 14.27it/s]
24/50 3.45G 1.026 0.8428 1.391 22 512: 10%|█ | 6/58 [00:00<00:03, 14.15it/s]
24/50 3.45G 1.038 0.8483 1.403 30 512: 10%|█ | 6/58 [00:00<00:03, 14.15it/s]
24/50 3.45G 1.054 0.8486 1.416 28 512: 10%|█ | 6/58 [00:00<00:03, 14.15it/s]
24/50 3.45G 1.054 0.8486 1.416 28 512: 14%|█▍ | 8/58 [00:00<00:03, 14.53it/s]
24/50 3.45G 1.025 0.8287 1.391 27 512: 14%|█▍ | 8/58 [00:00<00:03, 14.53it/s]
24/50 3.45G 1.023 0.8269 1.384 30 512: 14%|█▍ | 8/58 [00:00<00:03, 14.53it/s]
24/50 3.45G 1.023 0.8269 1.384 30 512: 17%|█▋ | 10/58 [00:00<00:03, 14.67it/s]
24/50 3.45G 1.019 0.8331 1.378 27 512: 17%|█▋ | 10/58 [00:00<00:03, 14.67it/s]
24/50 3.45G 1.035 0.8584 1.39 26 512: 17%|█▋ | 10/58 [00:00<00:03, 14.67it/s]
24/50 3.45G 1.035 0.8584 1.39 26 512: 21%|██ | 12/58 [00:00<00:03, 14.23it/s]
24/50 3.45G 1.032 0.8605 1.387 29 512: 21%|██ | 12/58 [00:00<00:03, 14.23it/s]
24/50 3.45G 1.035 0.8629 1.384 22 512: 21%|██ | 12/58 [00:00<00:03, 14.23it/s]
24/50 3.45G 1.035 0.8629 1.384 22 512: 24%|██▍ | 14/58 [00:00<00:03, 14.34it/s]
24/50 3.45G 1.02 0.8553 1.372 32 512: 24%|██▍ | 14/58 [00:01<00:03, 14.34it/s]
24/50 3.45G 1.03 0.8621 1.374 40 512: 24%|██▍ | 14/58 [00:01<00:03, 14.34it/s]
24/50 3.45G 1.03 0.8621 1.374 40 512: 28%|██▊ | 16/58 [00:01<00:02, 14.72it/s]
24/50 3.45G 1.021 0.8557 1.366 25 512: 28%|██▊ | 16/58 [00:01<00:02, 14.72it/s]
24/50 3.45G 1.025 0.8619 1.371 28 512: 28%|██▊ | 16/58 [00:01<00:02, 14.72it/s]
24/50 3.45G 1.025 0.8619 1.371 28 512: 31%|███ | 18/58 [00:01<00:02, 14.54it/s]
24/50 3.45G 1.011 0.85 1.36 30 512: 31%|███ | 18/58 [00:01<00:02, 14.54it/s]
24/50 3.45G 1.021 0.8547 1.36 46 512: 31%|███ | 18/58 [00:01<00:02, 14.54it/s]
24/50 3.45G 1.021 0.8547 1.36 46 512: 34%|███▍ | 20/58 [00:01<00:02, 13.57it/s]
24/50 3.45G 1.006 0.8415 1.349 33 512: 34%|███▍ | 20/58 [00:01<00:02, 13.57it/s]
24/50 3.45G 0.9999 0.8412 1.345 32 512: 34%|███▍ | 20/58 [00:01<00:02, 13.57it/s]
24/50 3.45G 0.9999 0.8412 1.345 32 512: 38%|███▊ | 22/58 [00:01<00:02, 14.12it/s]
24/50 3.45G 0.9995 0.8376 1.341 24 512: 38%|███▊ | 22/58 [00:01<00:02, 14.12it/s]
24/50 3.45G 0.9979 0.8373 1.337 33 512: 38%|███▊ | 22/58 [00:01<00:02, 14.12it/s]
24/50 3.45G 0.9979 0.8373 1.337 33 512: 41%|████▏ | 24/58 [00:01<00:02, 14.01it/s]
24/50 3.45G 1 0.8392 1.343 18 512: 41%|████▏ | 24/58 [00:01<00:02, 14.01it/s]
24/50 3.45G 1.005 0.8428 1.344 39 512: 41%|████▏ | 24/58 [00:01<00:02, 14.01it/s]
24/50 3.45G 1.005 0.8428 1.344 39 512: 45%|████▍ | 26/58 [00:01<00:02, 14.30it/s]
24/50 3.45G 0.9981 0.8381 1.338 45 512: 45%|████▍ | 26/58 [00:01<00:02, 14.30it/s]
24/50 3.45G 0.9937 0.8356 1.34 25 512: 45%|████▍ | 26/58 [00:01<00:02, 14.30it/s]
24/50 3.45G 0.9937 0.8356 1.34 25 512: 48%|████▊ | 28/58 [00:01<00:02, 13.61it/s]
24/50 3.45G 0.9873 0.8328 1.337 26 512: 48%|████▊ | 28/58 [00:02<00:02, 13.61it/s]
24/50 3.45G 0.9862 0.8273 1.336 33 512: 48%|████▊ | 28/58 [00:02<00:02, 13.61it/s]
24/50 3.45G 0.9862 0.8273 1.336 33 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.06it/s]
24/50 3.45G 0.9857 0.8283 1.333 43 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.06it/s]
24/50 3.45G 0.9872 0.8304 1.331 37 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.06it/s]
24/50 3.45G 0.9872 0.8304 1.331 37 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.17it/s]
24/50 3.45G 0.9818 0.8273 1.325 33 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.17it/s]
24/50 3.45G 0.9772 0.824 1.323 30 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.17it/s]
24/50 3.45G 0.9772 0.824 1.323 30 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.19it/s]
24/50 3.45G 0.9807 0.8228 1.322 34 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.19it/s]
24/50 3.45G 0.9781 0.821 1.322 31 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.19it/s]
24/50 3.45G 0.9781 0.821 1.322 31 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.04it/s]
24/50 3.45G 0.9807 0.8238 1.324 37 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.04it/s]
24/50 3.45G 0.9794 0.8211 1.324 32 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.04it/s]
24/50 3.45G 0.9794 0.8211 1.324 32 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.61it/s]
24/50 3.45G 0.9796 0.8215 1.325 37 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.61it/s]
24/50 3.45G 0.9795 0.8246 1.328 26 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.61it/s]
24/50 3.45G 0.9795 0.8246 1.328 26 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.77it/s]
24/50 3.45G 0.9827 0.8275 1.332 29 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.77it/s]
24/50 3.45G 0.9801 0.8276 1.331 30 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.77it/s]
24/50 3.45G 0.9801 0.8276 1.331 30 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.96it/s]
24/50 3.45G 0.9803 0.8285 1.33 39 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.96it/s]
24/50 3.45G 0.9821 0.8281 1.331 30 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.96it/s]
24/50 3.45G 0.9821 0.8281 1.331 30 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.88it/s]
24/50 3.45G 0.9794 0.8242 1.327 44 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.88it/s]
24/50 3.45G 0.9815 0.8286 1.328 29 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.88it/s]
24/50 3.45G 0.9815 0.8286 1.328 29 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.34it/s]
24/50 3.45G 0.9867 0.8295 1.331 31 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.34it/s]
24/50 3.45G 0.9863 0.8286 1.33 37 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.34it/s]
24/50 3.45G 0.9863 0.8286 1.33 37 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.63it/s]
24/50 3.45G 0.9833 0.827 1.329 23 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.63it/s]
24/50 3.45G 0.9832 0.8251 1.328 40 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.63it/s]
24/50 3.45G 0.9832 0.8251 1.328 40 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.75it/s]
24/50 3.45G 0.9898 0.8251 1.332 35 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.75it/s]
24/50 3.45G 0.9929 0.8286 1.334 35 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.75it/s]
24/50 3.45G 0.9929 0.8286 1.334 35 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.31it/s]
24/50 3.45G 0.9897 0.824 1.331 35 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.31it/s]
24/50 3.45G 0.9915 0.826 1.334 21 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.31it/s]
24/50 3.45G 0.9915 0.826 1.334 21 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.89it/s]
24/50 3.45G 0.9877 0.8231 1.331 25 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.89it/s]
24/50 3.45G 0.9882 0.8271 1.332 28 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.89it/s]
24/50 3.45G 0.9882 0.8271 1.332 28 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.26it/s]
24/50 3.45G 0.9922 0.8271 1.337 29 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.26it/s]
24/50 3.45G 0.9999 0.8309 1.346 5 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.26it/s]
24/50 3.45G 0.9999 0.8309 1.346 5 512: 100%|██████████| 58/58 [00:04<00:00, 14.10it/s]
24/50 3.45G 0.9999 0.8309 1.346 5 512: 100%|██████████| 58/58 [00:04<00:00, 13.92it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 15.60it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 13.03it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 13.53it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.26it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.57it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 14.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.42it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 14.72it/s]
+ all 253 461 0.864 0.798 0.863 0.594
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
25/50 3.45G 1.102 0.7897 1.425 28 512: 0%| | 0/58 [00:00<?, ?it/s]
25/50 3.45G 1.022 0.7642 1.357 39 512: 0%| | 0/58 [00:00<?, ?it/s]
25/50 3.45G 1.022 0.7642 1.357 39 512: 3%|▎ | 2/58 [00:00<00:04, 13.42it/s]
25/50 3.45G 0.9799 0.8135 1.351 26 512: 3%|▎ | 2/58 [00:00<00:04, 13.42it/s]
25/50 3.45G 0.9962 0.8194 1.355 38 512: 3%|▎ | 2/58 [00:00<00:04, 13.42it/s]
25/50 3.45G 0.9962 0.8194 1.355 38 512: 7%|▋ | 4/58 [00:00<00:03, 14.44it/s]
25/50 3.45G 1.046 0.8592 1.363 33 512: 7%|▋ | 4/58 [00:00<00:03, 14.44it/s]
25/50 3.45G 1.039 0.8369 1.368 28 512: 7%|▋ | 4/58 [00:00<00:03, 14.44it/s]
25/50 3.45G 1.039 0.8369 1.368 28 512: 10%|█ | 6/58 [00:00<00:03, 14.83it/s]
25/50 3.45G 1.037 0.849 1.362 31 512: 10%|█ | 6/58 [00:00<00:03, 14.83it/s]
25/50 3.45G 1.025 0.8473 1.346 49 512: 10%|█ | 6/58 [00:00<00:03, 14.83it/s]
25/50 3.45G 1.025 0.8473 1.346 49 512: 14%|█▍ | 8/58 [00:00<00:03, 14.89it/s]
25/50 3.45G 1.013 0.8297 1.345 22 512: 14%|█▍ | 8/58 [00:00<00:03, 14.89it/s]
25/50 3.45G 1.005 0.8161 1.348 26 512: 14%|█▍ | 8/58 [00:00<00:03, 14.89it/s]
25/50 3.45G 1.005 0.8161 1.348 26 512: 17%|█▋ | 10/58 [00:00<00:03, 14.09it/s]
25/50 3.45G 0.9969 0.8126 1.353 22 512: 17%|█▋ | 10/58 [00:00<00:03, 14.09it/s]
25/50 3.45G 1.009 0.8203 1.349 39 512: 17%|█▋ | 10/58 [00:00<00:03, 14.09it/s]
25/50 3.45G 1.009 0.8203 1.349 39 512: 21%|██ | 12/58 [00:00<00:03, 14.42it/s]
25/50 3.45G 1 0.8201 1.344 27 512: 21%|██ | 12/58 [00:00<00:03, 14.42it/s]
25/50 3.45G 1.003 0.8264 1.349 26 512: 21%|██ | 12/58 [00:00<00:03, 14.42it/s]
25/50 3.45G 1.003 0.8264 1.349 26 512: 24%|██▍ | 14/58 [00:00<00:03, 14.40it/s]
25/50 3.45G 0.9857 0.8171 1.339 29 512: 24%|██▍ | 14/58 [00:01<00:03, 14.40it/s]
25/50 3.45G 0.9886 0.8146 1.345 37 512: 24%|██▍ | 14/58 [00:01<00:03, 14.40it/s]
25/50 3.45G 0.9886 0.8146 1.345 37 512: 28%|██▊ | 16/58 [00:01<00:02, 14.81it/s]
25/50 3.45G 0.9791 0.8108 1.336 32 512: 28%|██▊ | 16/58 [00:01<00:02, 14.81it/s]
25/50 3.45G 0.9761 0.805 1.329 31 512: 28%|██▊ | 16/58 [00:01<00:02, 14.81it/s]
25/50 3.45G 0.9761 0.805 1.329 31 512: 31%|███ | 18/58 [00:01<00:02, 14.16it/s]
25/50 3.45G 0.969 0.7977 1.328 28 512: 31%|███ | 18/58 [00:01<00:02, 14.16it/s]
25/50 3.45G 0.9632 0.7962 1.323 23 512: 31%|███ | 18/58 [00:01<00:02, 14.16it/s]
25/50 3.45G 0.9632 0.7962 1.323 23 512: 34%|███▍ | 20/58 [00:01<00:02, 14.50it/s]
25/50 3.45G 0.9657 0.8013 1.326 32 512: 34%|███▍ | 20/58 [00:01<00:02, 14.50it/s]
25/50 3.45G 0.9716 0.8018 1.326 35 512: 34%|███▍ | 20/58 [00:01<00:02, 14.50it/s]
25/50 3.45G 0.9716 0.8018 1.326 35 512: 38%|███▊ | 22/58 [00:01<00:02, 14.74it/s]
25/50 3.45G 0.9725 0.8087 1.328 20 512: 38%|███▊ | 22/58 [00:01<00:02, 14.74it/s]
25/50 3.45G 0.9796 0.8049 1.337 26 512: 38%|███▊ | 22/58 [00:01<00:02, 14.74it/s]
25/50 3.45G 0.9796 0.8049 1.337 26 512: 41%|████▏ | 24/58 [00:01<00:02, 14.69it/s]
25/50 3.45G 0.9869 0.8119 1.34 32 512: 41%|████▏ | 24/58 [00:01<00:02, 14.69it/s]
25/50 3.45G 0.9916 0.8167 1.343 38 512: 41%|████▏ | 24/58 [00:01<00:02, 14.69it/s]
25/50 3.45G 0.9916 0.8167 1.343 38 512: 45%|████▍ | 26/58 [00:01<00:02, 14.10it/s]
25/50 3.45G 0.9992 0.8277 1.349 28 512: 45%|████▍ | 26/58 [00:01<00:02, 14.10it/s]
25/50 3.45G 1.005 0.8327 1.352 35 512: 45%|████▍ | 26/58 [00:01<00:02, 14.10it/s]
25/50 3.45G 1.005 0.8327 1.352 35 512: 48%|████▊ | 28/58 [00:01<00:02, 14.43it/s]
25/50 3.45G 1.011 0.8371 1.359 37 512: 48%|████▊ | 28/58 [00:01<00:02, 14.43it/s]
25/50 3.45G 1.012 0.836 1.355 44 512: 48%|████▊ | 28/58 [00:02<00:02, 14.43it/s]
25/50 3.45G 1.012 0.836 1.355 44 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.25it/s]
25/50 3.45G 1.012 0.8342 1.356 29 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.25it/s]
25/50 3.45G 1.009 0.827 1.354 28 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.25it/s]
25/50 3.45G 1.009 0.827 1.354 28 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.27it/s]
25/50 3.45G 1.003 0.8236 1.353 27 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.27it/s]
25/50 3.45G 1.002 0.8257 1.35 34 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.27it/s]
25/50 3.45G 1.002 0.8257 1.35 34 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.23it/s]
25/50 3.45G 1.012 0.837 1.356 30 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.23it/s]
25/50 3.45G 1.012 0.8363 1.355 32 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.23it/s]
25/50 3.45G 1.012 0.8363 1.355 32 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.46it/s]
25/50 3.45G 1.011 0.8324 1.354 22 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.46it/s]
25/50 3.45G 1.007 0.8287 1.354 32 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.46it/s]
25/50 3.45G 1.007 0.8287 1.354 32 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.06it/s]
25/50 3.45G 1.011 0.8343 1.357 35 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.06it/s]
25/50 3.45G 1.007 0.8317 1.354 31 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.06it/s]
25/50 3.45G 1.007 0.8317 1.354 31 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.77it/s]
25/50 3.45G 1.005 0.8268 1.353 28 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.77it/s]
25/50 3.45G 1.005 0.8266 1.355 27 512: 69%|██████▉ | 40/58 [00:03<00:01, 12.77it/s]
25/50 3.45G 1.005 0.8266 1.355 27 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.55it/s]
25/50 3.45G 1.004 0.8272 1.353 45 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.55it/s]
25/50 3.45G 1.007 0.8283 1.354 33 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.55it/s]
25/50 3.45G 1.007 0.8283 1.354 33 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.19it/s]
25/50 3.45G 1.013 0.8363 1.363 20 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.19it/s]
25/50 3.45G 1.015 0.8383 1.363 36 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.19it/s]
25/50 3.45G 1.015 0.8383 1.363 36 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.33it/s]
25/50 3.45G 1.01 0.8358 1.364 18 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.33it/s]
25/50 3.45G 1.011 0.8395 1.363 34 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.33it/s]
25/50 3.45G 1.011 0.8395 1.363 34 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.29it/s]
25/50 3.45G 1.014 0.8403 1.365 23 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.29it/s]
25/50 3.45G 1.011 0.8368 1.364 26 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.29it/s]
25/50 3.45G 1.011 0.8368 1.364 26 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.90it/s]
25/50 3.45G 1.017 0.8395 1.368 32 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.90it/s]
25/50 3.45G 1.014 0.8349 1.365 35 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.90it/s]
25/50 3.45G 1.014 0.8349 1.365 35 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.42it/s]
25/50 3.45G 1.011 0.8323 1.363 31 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.42it/s]
25/50 3.45G 1.014 0.835 1.364 43 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.42it/s]
25/50 3.45G 1.014 0.835 1.364 43 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.95it/s]
25/50 3.45G 1.013 0.8325 1.362 28 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.95it/s]
25/50 3.45G 1.018 0.8318 1.366 25 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.95it/s]
25/50 3.45G 1.018 0.8318 1.366 25 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.59it/s]
25/50 3.45G 1.014 0.8286 1.363 29 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.59it/s]
25/50 3.45G 1.017 0.8324 1.363 20 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.59it/s]
25/50 3.45G 1.017 0.8324 1.363 20 512: 100%|██████████| 58/58 [00:04<00:00, 13.22it/s]
25/50 3.45G 1.017 0.8324 1.363 20 512: 100%|██████████| 58/58 [00:04<00:00, 13.76it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 14.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 16.04it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.38it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.38it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.41it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 14.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.62it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.40it/s]
+ all 253 461 0.92 0.796 0.902 0.616
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
26/50 3.45G 0.9017 0.5984 1.237 30 512: 0%| | 0/58 [00:00<?, ?it/s]
26/50 3.45G 0.9856 0.7125 1.248 30 512: 0%| | 0/58 [00:00<?, ?it/s]
26/50 3.45G 0.9856 0.7125 1.248 30 512: 3%|▎ | 2/58 [00:00<00:03, 16.05it/s]
26/50 3.45G 0.9947 0.6965 1.283 38 512: 3%|▎ | 2/58 [00:00<00:03, 16.05it/s]
26/50 3.45G 0.997 0.751 1.305 27 512: 3%|▎ | 2/58 [00:00<00:03, 16.05it/s]
26/50 3.45G 0.997 0.751 1.305 27 512: 7%|▋ | 4/58 [00:00<00:03, 15.41it/s]
26/50 3.45G 0.9717 0.7478 1.286 28 512: 7%|▋ | 4/58 [00:00<00:03, 15.41it/s]
26/50 3.45G 0.9704 0.745 1.276 35 512: 7%|▋ | 4/58 [00:00<00:03, 15.41it/s]
26/50 3.45G 0.9704 0.745 1.276 35 512: 10%|█ | 6/58 [00:00<00:03, 15.32it/s]
26/50 3.45G 0.9605 0.7536 1.271 36 512: 10%|█ | 6/58 [00:00<00:03, 15.32it/s]
26/50 3.45G 0.9937 0.7776 1.291 36 512: 10%|█ | 6/58 [00:00<00:03, 15.32it/s]
26/50 3.45G 0.9937 0.7776 1.291 36 512: 14%|█▍ | 8/58 [00:00<00:03, 14.28it/s]
26/50 3.45G 0.9938 0.7724 1.291 26 512: 14%|█▍ | 8/58 [00:00<00:03, 14.28it/s]
26/50 3.45G 1.016 0.7768 1.302 37 512: 14%|█▍ | 8/58 [00:00<00:03, 14.28it/s]
26/50 3.45G 1.016 0.7768 1.302 37 512: 17%|█▋ | 10/58 [00:00<00:03, 14.75it/s]
26/50 3.45G 1.02 0.7844 1.318 29 512: 17%|█▋ | 10/58 [00:00<00:03, 14.75it/s]
26/50 3.45G 1.011 0.7829 1.316 32 512: 17%|█▋ | 10/58 [00:00<00:03, 14.75it/s]
26/50 3.45G 1.011 0.7829 1.316 32 512: 21%|██ | 12/58 [00:00<00:03, 15.06it/s]
26/50 3.45G 1.02 0.7891 1.33 30 512: 21%|██ | 12/58 [00:00<00:03, 15.06it/s]
26/50 3.45G 1.006 0.7734 1.32 31 512: 21%|██ | 12/58 [00:00<00:03, 15.06it/s]
26/50 3.45G 1.006 0.7734 1.32 31 512: 24%|██▍ | 14/58 [00:00<00:02, 15.22it/s]
26/50 3.45G 1.01 0.7846 1.328 41 512: 24%|██▍ | 14/58 [00:00<00:02, 15.22it/s]
26/50 3.45G 1.007 0.7764 1.326 34 512: 24%|██▍ | 14/58 [00:01<00:02, 15.22it/s]
26/50 3.45G 1.007 0.7764 1.326 34 512: 28%|██▊ | 16/58 [00:01<00:02, 14.38it/s]
26/50 3.45G 1.007 0.7734 1.326 34 512: 28%|██▊ | 16/58 [00:01<00:02, 14.38it/s]
26/50 3.45G 1.005 0.7752 1.33 26 512: 28%|██▊ | 16/58 [00:01<00:02, 14.38it/s]
26/50 3.45G 1.005 0.7752 1.33 26 512: 31%|███ | 18/58 [00:01<00:02, 14.68it/s]
26/50 3.45G 0.9983 0.7746 1.328 35 512: 31%|███ | 18/58 [00:01<00:02, 14.68it/s]
26/50 3.45G 0.9874 0.7716 1.328 22 512: 31%|███ | 18/58 [00:01<00:02, 14.68it/s]
26/50 3.45G 0.9874 0.7716 1.328 22 512: 34%|███▍ | 20/58 [00:01<00:02, 14.82it/s]
26/50 3.45G 0.9898 0.7748 1.329 52 512: 34%|███▍ | 20/58 [00:01<00:02, 14.82it/s]
26/50 3.45G 0.9907 0.7793 1.334 27 512: 34%|███▍ | 20/58 [00:01<00:02, 14.82it/s]
26/50 3.45G 0.9907 0.7793 1.334 27 512: 38%|███▊ | 22/58 [00:01<00:02, 13.93it/s]
26/50 3.45G 0.9842 0.7747 1.327 32 512: 38%|███▊ | 22/58 [00:01<00:02, 13.93it/s]
26/50 3.45G 0.9879 0.7831 1.333 25 512: 38%|███▊ | 22/58 [00:01<00:02, 13.93it/s]
26/50 3.45G 0.9879 0.7831 1.333 25 512: 41%|████▏ | 24/58 [00:01<00:02, 13.41it/s]
26/50 3.45G 0.9893 0.7821 1.337 26 512: 41%|████▏ | 24/58 [00:01<00:02, 13.41it/s]
26/50 3.45G 0.9933 0.7854 1.341 28 512: 41%|████▏ | 24/58 [00:01<00:02, 13.41it/s]
26/50 3.45G 0.9933 0.7854 1.341 28 512: 45%|████▍ | 26/58 [00:01<00:02, 14.05it/s]
26/50 3.45G 0.9993 0.7873 1.343 27 512: 45%|████▍ | 26/58 [00:01<00:02, 14.05it/s]
26/50 3.45G 0.9967 0.7893 1.34 27 512: 45%|████▍ | 26/58 [00:01<00:02, 14.05it/s]
26/50 3.45G 0.9967 0.7893 1.34 27 512: 48%|████▊ | 28/58 [00:01<00:02, 14.53it/s]
26/50 3.45G 0.9933 0.7855 1.336 24 512: 48%|████▊ | 28/58 [00:02<00:02, 14.53it/s]
26/50 3.45G 0.995 0.7848 1.337 34 512: 48%|████▊ | 28/58 [00:02<00:02, 14.53it/s]
26/50 3.45G 0.995 0.7848 1.337 34 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.11it/s]
26/50 3.45G 0.9906 0.7815 1.332 32 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.11it/s]
26/50 3.45G 0.9889 0.7815 1.329 20 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.11it/s]
26/50 3.45G 0.9889 0.7815 1.329 20 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.47it/s]
26/50 3.45G 0.9897 0.7813 1.326 32 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.47it/s]
26/50 3.45G 0.9916 0.7833 1.329 27 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.47it/s]
26/50 3.45G 0.9916 0.7833 1.329 27 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.82it/s]
26/50 3.45G 0.9916 0.7842 1.333 21 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.82it/s]
26/50 3.45G 0.99 0.787 1.333 21 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.82it/s]
26/50 3.45G 0.99 0.787 1.333 21 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.17it/s]
26/50 3.45G 0.9908 0.7897 1.332 30 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.17it/s]
26/50 3.45G 0.9884 0.7905 1.331 30 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.17it/s]
26/50 3.45G 0.9884 0.7905 1.331 30 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.77it/s]
26/50 3.45G 0.9812 0.7866 1.327 27 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.77it/s]
26/50 3.45G 0.9823 0.786 1.331 23 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.77it/s]
26/50 3.45G 0.9823 0.786 1.331 23 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.57it/s]
26/50 3.45G 0.9811 0.7873 1.328 38 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.57it/s]
26/50 3.45G 0.9836 0.7892 1.33 33 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.57it/s]
26/50 3.45G 0.9836 0.7892 1.33 33 512: 72%|███████▏ | 42/58 [00:02<00:01, 14.14it/s]
26/50 3.45G 0.9804 0.7846 1.327 27 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.14it/s]
26/50 3.45G 0.9803 0.7853 1.329 25 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.14it/s]
26/50 3.45G 0.9803 0.7853 1.329 25 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.20it/s]
26/50 3.45G 0.9807 0.7854 1.329 33 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.20it/s]
26/50 3.45G 0.9784 0.7837 1.326 45 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.20it/s]
26/50 3.45G 0.9784 0.7837 1.326 45 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.30it/s]
26/50 3.45G 0.9802 0.7854 1.326 31 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.30it/s]
26/50 3.45G 0.976 0.7804 1.324 29 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.30it/s]
26/50 3.45G 0.976 0.7804 1.324 29 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.92it/s]
26/50 3.45G 0.9727 0.7768 1.322 33 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.92it/s]
26/50 3.45G 0.9742 0.7801 1.323 20 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.92it/s]
26/50 3.45G 0.9742 0.7801 1.323 20 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.47it/s]
26/50 3.45G 0.9707 0.7756 1.32 28 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.47it/s]
26/50 3.45G 0.9742 0.7791 1.322 37 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.47it/s]
26/50 3.45G 0.9742 0.7791 1.322 37 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.05it/s]
26/50 3.45G 0.9818 0.7845 1.329 41 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.05it/s]
26/50 3.45G 0.9811 0.783 1.329 35 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.05it/s]
26/50 3.45G 0.9811 0.783 1.329 35 512: 93%|█████████▎| 54/58 [00:03<00:00, 12.69it/s]
26/50 3.45G 0.9826 0.7838 1.331 27 512: 93%|█████████▎| 54/58 [00:03<00:00, 12.69it/s]
26/50 3.45G 0.9824 0.7815 1.33 36 512: 93%|█████████▎| 54/58 [00:04<00:00, 12.69it/s]
26/50 3.45G 0.9824 0.7815 1.33 36 512: 97%|█████████▋| 56/58 [00:04<00:00, 12.40it/s]
26/50 3.45G 0.9809 0.7794 1.328 35 512: 97%|█████████▋| 56/58 [00:04<00:00, 12.40it/s]
26/50 3.45G 0.9812 0.7802 1.327 12 512: 97%|█████████▋| 56/58 [00:04<00:00, 12.40it/s]
26/50 3.45G 0.9812 0.7802 1.327 12 512: 100%|██████████| 58/58 [00:04<00:00, 13.25it/s]
26/50 3.45G 0.9812 0.7802 1.327 12 512: 100%|██████████| 58/58 [00:04<00:00, 13.90it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 13.25it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 13.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.60it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.02it/s]
+ all 253 461 0.935 0.818 0.908 0.621
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
27/50 3.45G 1.054 0.7839 1.472 23 512: 0%| | 0/58 [00:00<?, ?it/s]
27/50 3.45G 0.9588 0.7478 1.368 25 512: 0%| | 0/58 [00:00<?, ?it/s]
27/50 3.45G 0.9588 0.7478 1.368 25 512: 3%|▎ | 2/58 [00:00<00:03, 15.90it/s]
27/50 3.45G 1.014 0.805 1.381 33 512: 3%|▎ | 2/58 [00:00<00:03, 15.90it/s]
27/50 3.45G 1.02 0.8097 1.393 23 512: 3%|▎ | 2/58 [00:00<00:03, 15.90it/s]
27/50 3.45G 1.02 0.8097 1.393 23 512: 7%|▋ | 4/58 [00:00<00:03, 15.31it/s]
27/50 3.45G 1.058 0.8208 1.419 36 512: 7%|▋ | 4/58 [00:00<00:03, 15.31it/s]
27/50 3.45G 1.065 0.8131 1.407 29 512: 7%|▋ | 4/58 [00:00<00:03, 15.31it/s]
27/50 3.45G 1.065 0.8131 1.407 29 512: 10%|█ | 6/58 [00:00<00:03, 14.17it/s]
27/50 3.45G 1.052 0.82 1.401 35 512: 10%|█ | 6/58 [00:00<00:03, 14.17it/s]
27/50 3.45G 1.032 0.8109 1.39 24 512: 10%|█ | 6/58 [00:00<00:03, 14.17it/s]
27/50 3.45G 1.032 0.8109 1.39 24 512: 14%|█▍ | 8/58 [00:00<00:03, 14.42it/s]
27/50 3.45G 1.048 0.8136 1.389 40 512: 14%|█▍ | 8/58 [00:00<00:03, 14.42it/s]
27/50 3.45G 1.027 0.7935 1.377 25 512: 14%|█▍ | 8/58 [00:00<00:03, 14.42it/s]
27/50 3.45G 1.027 0.7935 1.377 25 512: 17%|█▋ | 10/58 [00:00<00:03, 14.85it/s]
27/50 3.45G 0.9989 0.7712 1.356 30 512: 17%|█▋ | 10/58 [00:00<00:03, 14.85it/s]
27/50 3.45G 0.984 0.7713 1.343 27 512: 17%|█▋ | 10/58 [00:00<00:03, 14.85it/s]
27/50 3.45G 0.984 0.7713 1.343 27 512: 21%|██ | 12/58 [00:00<00:03, 14.87it/s]
27/50 3.45G 0.9681 0.768 1.335 19 512: 21%|██ | 12/58 [00:00<00:03, 14.87it/s]
27/50 3.45G 0.963 0.7651 1.333 29 512: 21%|██ | 12/58 [00:00<00:03, 14.87it/s]
27/50 3.45G 0.963 0.7651 1.333 29 512: 24%|██▍ | 14/58 [00:00<00:03, 14.09it/s]
27/50 3.45G 0.9463 0.7571 1.323 26 512: 24%|██▍ | 14/58 [00:01<00:03, 14.09it/s]
27/50 3.45G 0.9603 0.7578 1.331 38 512: 24%|██▍ | 14/58 [00:01<00:03, 14.09it/s]
27/50 3.45G 0.9603 0.7578 1.331 38 512: 28%|██▊ | 16/58 [00:01<00:02, 14.37it/s]
27/50 3.45G 0.9747 0.7638 1.337 37 512: 28%|██▊ | 16/58 [00:01<00:02, 14.37it/s]
27/50 3.45G 0.9843 0.7694 1.344 36 512: 28%|██▊ | 16/58 [00:01<00:02, 14.37it/s]
27/50 3.45G 0.9843 0.7694 1.344 36 512: 31%|███ | 18/58 [00:01<00:02, 14.35it/s]
27/50 3.45G 0.9816 0.7715 1.34 22 512: 31%|███ | 18/58 [00:01<00:02, 14.35it/s]
27/50 3.45G 0.9866 0.7743 1.354 18 512: 31%|███ | 18/58 [00:01<00:02, 14.35it/s]
27/50 3.45G 0.9866 0.7743 1.354 18 512: 34%|███▍ | 20/58 [00:01<00:02, 13.97it/s]
27/50 3.45G 0.9799 0.7719 1.347 32 512: 34%|███▍ | 20/58 [00:01<00:02, 13.97it/s]
27/50 3.45G 0.9821 0.7774 1.346 33 512: 34%|███▍ | 20/58 [00:01<00:02, 13.97it/s]
27/50 3.45G 0.9821 0.7774 1.346 33 512: 38%|███▊ | 22/58 [00:01<00:02, 13.55it/s]
27/50 3.45G 0.9823 0.7755 1.345 31 512: 38%|███▊ | 22/58 [00:01<00:02, 13.55it/s]
27/50 3.45G 0.9863 0.7744 1.344 33 512: 38%|███▊ | 22/58 [00:01<00:02, 13.55it/s]
27/50 3.45G 0.9863 0.7744 1.344 33 512: 41%|████▏ | 24/58 [00:01<00:02, 13.96it/s]
27/50 3.45G 0.9807 0.7698 1.338 30 512: 41%|████▏ | 24/58 [00:01<00:02, 13.96it/s]
27/50 3.45G 0.9813 0.7722 1.34 27 512: 41%|████▏ | 24/58 [00:01<00:02, 13.96it/s]
27/50 3.45G 0.9813 0.7722 1.34 27 512: 45%|████▍ | 26/58 [00:01<00:02, 13.61it/s]
27/50 3.45G 0.9805 0.7686 1.337 32 512: 45%|████▍ | 26/58 [00:01<00:02, 13.61it/s]
27/50 3.45G 0.9946 0.7754 1.347 34 512: 45%|████▍ | 26/58 [00:01<00:02, 13.61it/s]
27/50 3.45G 0.9946 0.7754 1.347 34 512: 48%|████▊ | 28/58 [00:01<00:02, 13.74it/s]
27/50 3.45G 1.001 0.7855 1.35 29 512: 48%|████▊ | 28/58 [00:02<00:02, 13.74it/s]
27/50 3.45G 1.001 0.785 1.35 29 512: 48%|████▊ | 28/58 [00:02<00:02, 13.74it/s]
27/50 3.45G 1.001 0.785 1.35 29 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.26it/s]
27/50 3.45G 0.9985 0.7856 1.344 43 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.26it/s]
27/50 3.45G 0.9903 0.7782 1.337 37 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.26it/s]
27/50 3.45G 0.9903 0.7782 1.337 37 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.67it/s]
27/50 3.45G 0.9898 0.7755 1.334 39 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.67it/s]
27/50 3.45G 0.9968 0.778 1.342 25 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.67it/s]
27/50 3.45G 0.9968 0.778 1.342 25 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.44it/s]
27/50 3.45G 0.9919 0.7752 1.338 37 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.44it/s]
27/50 3.45G 0.9914 0.7744 1.335 29 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.44it/s]
27/50 3.45G 0.9914 0.7744 1.335 29 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.39it/s]
27/50 3.45G 0.9866 0.7719 1.331 32 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.39it/s]
27/50 3.45G 0.9882 0.7721 1.331 28 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.39it/s]
27/50 3.45G 0.9882 0.7721 1.331 28 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.86it/s]
27/50 3.45G 0.9939 0.7746 1.333 35 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.86it/s]
27/50 3.45G 0.9905 0.778 1.332 20 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.86it/s]
27/50 3.45G 0.9905 0.778 1.332 20 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.52it/s]
27/50 3.45G 0.9893 0.78 1.33 32 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.52it/s]
27/50 3.45G 0.987 0.7844 1.329 32 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.52it/s]
27/50 3.45G 0.987 0.7844 1.329 32 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.44it/s]
27/50 3.45G 0.9843 0.781 1.327 33 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.44it/s]
27/50 3.45G 0.9812 0.7777 1.326 25 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.44it/s]
27/50 3.45G 0.9812 0.7777 1.326 25 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.61it/s]
27/50 3.45G 0.9791 0.7766 1.323 29 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.61it/s]
27/50 3.45G 0.9774 0.7737 1.325 31 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.61it/s]
27/50 3.45G 0.9774 0.7737 1.325 31 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.09it/s]
27/50 3.45G 0.9817 0.7735 1.329 41 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.09it/s]
27/50 3.45G 0.9831 0.7749 1.327 56 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.09it/s]
27/50 3.45G 0.9831 0.7749 1.327 56 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.65it/s]
27/50 3.45G 0.9817 0.7725 1.325 31 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.65it/s]
27/50 3.45G 0.9822 0.7707 1.326 39 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.65it/s]
27/50 3.45G 0.9822 0.7707 1.326 39 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.57it/s]
27/50 3.45G 0.9785 0.7681 1.323 34 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.57it/s]
27/50 3.45G 0.9766 0.7703 1.324 23 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.57it/s]
27/50 3.45G 0.9766 0.7703 1.324 23 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.02it/s]
27/50 3.45G 0.9755 0.77 1.321 29 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.02it/s]
27/50 3.45G 0.9777 0.77 1.32 32 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.02it/s]
27/50 3.45G 0.9777 0.77 1.32 32 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.62it/s]
27/50 3.45G 0.9759 0.7684 1.318 29 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.62it/s]
27/50 3.45G 0.9773 0.7697 1.32 26 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.62it/s]
27/50 3.45G 0.9773 0.7697 1.32 26 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.25it/s]
27/50 3.45G 0.9828 0.7737 1.323 37 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.25it/s]
27/50 3.45G 0.9825 0.7747 1.321 16 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.25it/s]
27/50 3.45G 0.9825 0.7747 1.321 16 512: 100%|██████████| 58/58 [00:04<00:00, 14.44it/s]
27/50 3.45G 0.9825 0.7747 1.321 16 512: 100%|██████████| 58/58 [00:04<00:00, 13.89it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 16.80it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 12.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 13.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.44it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.43it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 14.67it/s]
+ all 253 461 0.915 0.8 0.901 0.618
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
28/50 3.45G 0.9212 0.6972 1.268 34 512: 0%| | 0/58 [00:00<?, ?it/s]
28/50 3.45G 0.8621 0.6484 1.234 35 512: 0%| | 0/58 [00:00<?, ?it/s]
28/50 3.45G 0.8621 0.6484 1.234 35 512: 3%|▎ | 2/58 [00:00<00:03, 15.60it/s]
28/50 3.45G 0.963 0.7418 1.315 30 512: 3%|▎ | 2/58 [00:00<00:03, 15.60it/s]
28/50 3.45G 0.9506 0.734 1.291 45 512: 3%|▎ | 2/58 [00:00<00:03, 15.60it/s]
28/50 3.45G 0.9506 0.734 1.291 45 512: 7%|▋ | 4/58 [00:00<00:03, 14.23it/s]
28/50 3.45G 0.9447 0.7062 1.282 35 512: 7%|▋ | 4/58 [00:00<00:03, 14.23it/s]
28/50 3.45G 0.9343 0.7253 1.297 24 512: 7%|▋ | 4/58 [00:00<00:03, 14.23it/s]
28/50 3.45G 0.9343 0.7253 1.297 24 512: 10%|█ | 6/58 [00:00<00:03, 14.85it/s]
28/50 3.45G 0.9237 0.7235 1.292 27 512: 10%|█ | 6/58 [00:00<00:03, 14.85it/s]
28/50 3.45G 0.9171 0.7131 1.287 33 512: 10%|█ | 6/58 [00:00<00:03, 14.85it/s]
28/50 3.45G 0.9171 0.7131 1.287 33 512: 14%|█▍ | 8/58 [00:00<00:03, 15.25it/s]
28/50 3.45G 0.9154 0.7284 1.289 25 512: 14%|█▍ | 8/58 [00:00<00:03, 15.25it/s]
28/50 3.45G 0.9139 0.73 1.305 16 512: 14%|█▍ | 8/58 [00:00<00:03, 15.25it/s]
28/50 3.45G 0.9139 0.73 1.305 16 512: 17%|█▋ | 10/58 [00:00<00:03, 15.10it/s]
28/50 3.45G 0.9131 0.7266 1.303 28 512: 17%|█▋ | 10/58 [00:00<00:03, 15.10it/s]
28/50 3.45G 0.9117 0.7395 1.298 26 512: 17%|█▋ | 10/58 [00:00<00:03, 15.10it/s]
28/50 3.45G 0.9117 0.7395 1.298 26 512: 21%|██ | 12/58 [00:00<00:03, 14.24it/s]
28/50 3.45G 0.9104 0.7442 1.303 23 512: 21%|██ | 12/58 [00:00<00:03, 14.24it/s]
28/50 3.45G 0.9191 0.7625 1.31 26 512: 21%|██ | 12/58 [00:00<00:03, 14.24it/s]
28/50 3.45G 0.9191 0.7625 1.31 26 512: 24%|██▍ | 14/58 [00:00<00:03, 14.50it/s]
28/50 3.45G 0.9273 0.7648 1.31 29 512: 24%|██▍ | 14/58 [00:01<00:03, 14.50it/s]
28/50 3.45G 0.9224 0.7606 1.309 27 512: 24%|██▍ | 14/58 [00:01<00:03, 14.50it/s]
28/50 3.45G 0.9224 0.7606 1.309 27 512: 28%|██▊ | 16/58 [00:01<00:02, 14.69it/s]
28/50 3.45G 0.9253 0.7575 1.312 27 512: 28%|██▊ | 16/58 [00:01<00:02, 14.69it/s]
28/50 3.45G 0.9298 0.7588 1.307 46 512: 28%|██▊ | 16/58 [00:01<00:02, 14.69it/s]
28/50 3.45G 0.9298 0.7588 1.307 46 512: 31%|███ | 18/58 [00:01<00:02, 14.94it/s]
28/50 3.45G 0.9202 0.7519 1.304 25 512: 31%|███ | 18/58 [00:01<00:02, 14.94it/s]
28/50 3.45G 0.922 0.7504 1.306 29 512: 31%|███ | 18/58 [00:01<00:02, 14.94it/s]
28/50 3.45G 0.922 0.7504 1.306 29 512: 34%|███▍ | 20/58 [00:01<00:02, 13.98it/s]
28/50 3.45G 0.9181 0.7471 1.306 26 512: 34%|███▍ | 20/58 [00:01<00:02, 13.98it/s]
28/50 3.45G 0.9182 0.745 1.305 31 512: 34%|███▍ | 20/58 [00:01<00:02, 13.98it/s]
28/50 3.45G 0.9182 0.745 1.305 31 512: 38%|███▊ | 22/58 [00:01<00:02, 14.24it/s]
28/50 3.45G 0.915 0.7492 1.302 34 512: 38%|███▊ | 22/58 [00:01<00:02, 14.24it/s]
28/50 3.45G 0.9123 0.747 1.303 26 512: 38%|███▊ | 22/58 [00:01<00:02, 14.24it/s]
28/50 3.45G 0.9123 0.747 1.303 26 512: 41%|████▏ | 24/58 [00:01<00:02, 14.04it/s]
28/50 3.45G 0.9069 0.7411 1.299 28 512: 41%|████▏ | 24/58 [00:01<00:02, 14.04it/s]
28/50 3.45G 0.9148 0.7493 1.304 36 512: 41%|████▏ | 24/58 [00:01<00:02, 14.04it/s]
28/50 3.45G 0.9148 0.7493 1.304 36 512: 45%|████▍ | 26/58 [00:01<00:02, 14.23it/s]
28/50 3.45G 0.9142 0.7463 1.302 33 512: 45%|████▍ | 26/58 [00:01<00:02, 14.23it/s]
28/50 3.45G 0.9088 0.7443 1.299 22 512: 45%|████▍ | 26/58 [00:01<00:02, 14.23it/s]
28/50 3.45G 0.9088 0.7443 1.299 22 512: 48%|████▊ | 28/58 [00:01<00:02, 13.55it/s]
28/50 3.45G 0.9154 0.7511 1.3 39 512: 48%|████▊ | 28/58 [00:02<00:02, 13.55it/s]
28/50 3.45G 0.9151 0.7473 1.3 31 512: 48%|████▊ | 28/58 [00:02<00:02, 13.55it/s]
28/50 3.45G 0.9151 0.7473 1.3 31 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.12it/s]
28/50 3.45G 0.9134 0.745 1.299 36 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.12it/s]
28/50 3.45G 0.9074 0.7428 1.296 23 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.12it/s]
28/50 3.45G 0.9074 0.7428 1.296 23 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.06it/s]
28/50 3.45G 0.908 0.7442 1.297 29 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.06it/s]
28/50 3.45G 0.9149 0.7505 1.301 41 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.06it/s]
28/50 3.45G 0.9149 0.7505 1.301 41 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.04it/s]
28/50 3.45G 0.9114 0.7467 1.298 32 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.04it/s]
28/50 3.45G 0.911 0.7463 1.297 29 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.04it/s]
28/50 3.45G 0.911 0.7463 1.297 29 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.09it/s]
28/50 3.45G 0.9104 0.7485 1.297 30 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.09it/s]
28/50 3.45G 0.9114 0.7466 1.297 22 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.09it/s]
28/50 3.45G 0.9114 0.7466 1.297 22 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.44it/s]
28/50 3.45G 0.9125 0.7466 1.296 44 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.44it/s]
28/50 3.45G 0.9119 0.748 1.296 26 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.44it/s]
28/50 3.45G 0.9119 0.748 1.296 26 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.27it/s]
28/50 3.45G 0.9123 0.7485 1.294 31 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.27it/s]
28/50 3.45G 0.9191 0.755 1.299 35 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.27it/s]
28/50 3.45G 0.9191 0.755 1.299 35 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.09it/s]
28/50 3.45G 0.9168 0.754 1.298 28 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.09it/s]
28/50 3.45G 0.9157 0.7552 1.298 44 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.09it/s]
28/50 3.45G 0.9157 0.7552 1.298 44 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.51it/s]
28/50 3.45G 0.9138 0.7527 1.296 29 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.51it/s]
28/50 3.45G 0.9163 0.7524 1.297 41 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.51it/s]
28/50 3.45G 0.9163 0.7524 1.297 41 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.20it/s]
28/50 3.45G 0.9132 0.7518 1.294 24 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.20it/s]
28/50 3.45G 0.9199 0.7609 1.297 65 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.20it/s]
28/50 3.45G 0.9199 0.7609 1.297 65 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.94it/s]
28/50 3.45G 0.9225 0.7629 1.298 36 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.94it/s]
28/50 3.45G 0.9214 0.7646 1.299 17 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.94it/s]
28/50 3.45G 0.9214 0.7646 1.299 17 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.81it/s]
28/50 3.45G 0.919 0.7624 1.298 26 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.81it/s]
28/50 3.45G 0.9155 0.7609 1.296 31 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.81it/s]
28/50 3.45G 0.9155 0.7609 1.296 31 512: 90%|████████▉ | 52/58 [00:03<00:00, 12.48it/s]
28/50 3.45G 0.9146 0.7637 1.296 25 512: 90%|████████▉ | 52/58 [00:03<00:00, 12.48it/s]
28/50 3.45G 0.9137 0.7674 1.297 18 512: 90%|████████▉ | 52/58 [00:03<00:00, 12.48it/s]
28/50 3.45G 0.9137 0.7674 1.297 18 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.37it/s]
28/50 3.45G 0.9152 0.7645 1.298 25 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.37it/s]
28/50 3.45G 0.9163 0.7659 1.299 27 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.37it/s]
28/50 3.45G 0.9163 0.7659 1.299 27 512: 97%|█████████▋| 56/58 [00:04<00:00, 12.86it/s]
28/50 3.45G 0.9162 0.7634 1.299 35 512: 97%|█████████▋| 56/58 [00:04<00:00, 12.86it/s]
28/50 3.45G 0.9183 0.7641 1.301 11 512: 97%|█████████▋| 56/58 [00:04<00:00, 12.86it/s]
28/50 3.45G 0.9183 0.7641 1.301 11 512: 100%|██████████| 58/58 [00:04<00:00, 13.72it/s]
28/50 3.45G 0.9183 0.7641 1.301 11 512: 100%|██████████| 58/58 [00:04<00:00, 13.74it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 17.50it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.41it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.44it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.74it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.55it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 14.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.24it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.09it/s]
+ all 253 461 0.91 0.816 0.895 0.605
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
29/50 3.45G 1.172 0.73 1.375 33 512: 0%| | 0/58 [00:00<?, ?it/s]
29/50 3.45G 1.022 0.6671 1.241 33 512: 0%| | 0/58 [00:00<?, ?it/s]
29/50 3.45G 1.022 0.6671 1.241 33 512: 3%|▎ | 2/58 [00:00<00:04, 13.09it/s]
29/50 3.45G 0.9431 0.7011 1.232 30 512: 3%|▎ | 2/58 [00:00<00:04, 13.09it/s]
29/50 3.45G 0.9596 0.7071 1.256 28 512: 3%|▎ | 2/58 [00:00<00:04, 13.09it/s]
29/50 3.45G 0.9596 0.7071 1.256 28 512: 7%|▋ | 4/58 [00:00<00:03, 14.64it/s]
29/50 3.45G 0.9241 0.6929 1.236 38 512: 7%|▋ | 4/58 [00:00<00:03, 14.64it/s]
29/50 3.45G 0.9492 0.7467 1.237 66 512: 7%|▋ | 4/58 [00:00<00:03, 14.64it/s]
29/50 3.45G 0.9492 0.7467 1.237 66 512: 10%|█ | 6/58 [00:00<00:03, 15.17it/s]
29/50 3.45G 0.9679 0.7374 1.258 31 512: 10%|█ | 6/58 [00:00<00:03, 15.17it/s]
29/50 3.45G 0.9461 0.7347 1.257 20 512: 10%|█ | 6/58 [00:00<00:03, 15.17it/s]
29/50 3.45G 0.9461 0.7347 1.257 20 512: 14%|█▍ | 8/58 [00:00<00:03, 15.15it/s]
29/50 3.45G 0.9513 0.7446 1.265 40 512: 14%|█▍ | 8/58 [00:00<00:03, 15.15it/s]
29/50 3.45G 0.9433 0.7406 1.269 22 512: 14%|█▍ | 8/58 [00:00<00:03, 15.15it/s]
29/50 3.45G 0.9433 0.7406 1.269 22 512: 17%|█▋ | 10/58 [00:00<00:03, 14.14it/s]
29/50 3.45G 0.9296 0.7341 1.265 33 512: 17%|█▋ | 10/58 [00:00<00:03, 14.14it/s]
29/50 3.45G 0.9247 0.7269 1.262 34 512: 17%|█▋ | 10/58 [00:00<00:03, 14.14it/s]
29/50 3.45G 0.9247 0.7269 1.262 34 512: 21%|██ | 12/58 [00:00<00:03, 14.35it/s]
29/50 3.45G 0.9363 0.7353 1.272 36 512: 21%|██ | 12/58 [00:00<00:03, 14.35it/s]
29/50 3.45G 0.9245 0.73 1.27 20 512: 21%|██ | 12/58 [00:00<00:03, 14.35it/s]
29/50 3.45G 0.9245 0.73 1.27 20 512: 24%|██▍ | 14/58 [00:00<00:03, 14.44it/s]
29/50 3.45G 0.9244 0.7381 1.274 37 512: 24%|██▍ | 14/58 [00:01<00:03, 14.44it/s]
29/50 3.45G 0.9341 0.7402 1.28 32 512: 24%|██▍ | 14/58 [00:01<00:03, 14.44it/s]
29/50 3.45G 0.9341 0.7402 1.28 32 512: 28%|██▊ | 16/58 [00:01<00:02, 14.82it/s]
29/50 3.45G 0.9518 0.7513 1.297 33 512: 28%|██▊ | 16/58 [00:01<00:02, 14.82it/s]
29/50 3.45G 0.945 0.7467 1.293 32 512: 28%|██▊ | 16/58 [00:01<00:02, 14.82it/s]
29/50 3.45G 0.945 0.7467 1.293 32 512: 31%|███ | 18/58 [00:01<00:02, 14.13it/s]
29/50 3.45G 0.9383 0.7408 1.285 31 512: 31%|███ | 18/58 [00:01<00:02, 14.13it/s]
29/50 3.45G 0.9384 0.7382 1.284 28 512: 31%|███ | 18/58 [00:01<00:02, 14.13it/s]
29/50 3.45G 0.9384 0.7382 1.284 28 512: 34%|███▍ | 20/58 [00:01<00:02, 14.29it/s]
29/50 3.45G 0.9399 0.738 1.285 42 512: 34%|███▍ | 20/58 [00:01<00:02, 14.29it/s]
29/50 3.45G 0.9365 0.7368 1.285 26 512: 34%|███▍ | 20/58 [00:01<00:02, 14.29it/s]
29/50 3.45G 0.9365 0.7368 1.285 26 512: 38%|███▊ | 22/58 [00:01<00:02, 14.38it/s]
29/50 3.45G 0.9433 0.7427 1.288 47 512: 38%|███▊ | 22/58 [00:01<00:02, 14.38it/s]
29/50 3.45G 0.9509 0.746 1.291 40 512: 38%|███▊ | 22/58 [00:01<00:02, 14.38it/s]
29/50 3.45G 0.9509 0.746 1.291 40 512: 41%|████▏ | 24/58 [00:01<00:02, 14.47it/s]
29/50 3.45G 0.9549 0.7485 1.295 30 512: 41%|████▏ | 24/58 [00:01<00:02, 14.47it/s]
29/50 3.45G 0.96 0.7548 1.298 33 512: 41%|████▏ | 24/58 [00:01<00:02, 14.47it/s]
29/50 3.45G 0.96 0.7548 1.298 33 512: 45%|████▍ | 26/58 [00:01<00:02, 13.85it/s]
29/50 3.45G 0.957 0.7503 1.297 35 512: 45%|████▍ | 26/58 [00:01<00:02, 13.85it/s]
29/50 3.45G 0.9612 0.7468 1.301 23 512: 45%|████▍ | 26/58 [00:01<00:02, 13.85it/s]
29/50 3.45G 0.9612 0.7468 1.301 23 512: 48%|████▊ | 28/58 [00:01<00:02, 13.77it/s]
29/50 3.45G 0.9697 0.7583 1.303 58 512: 48%|████▊ | 28/58 [00:02<00:02, 13.77it/s]
29/50 3.45G 0.973 0.7583 1.301 38 512: 48%|████▊ | 28/58 [00:02<00:02, 13.77it/s]
29/50 3.45G 0.973 0.7583 1.301 38 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.52it/s]
29/50 3.45G 0.9774 0.7621 1.307 22 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.52it/s]
29/50 3.45G 0.9749 0.7617 1.305 40 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.52it/s]
29/50 3.45G 0.9749 0.7617 1.305 40 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.61it/s]
29/50 3.45G 0.9671 0.7601 1.3 31 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.61it/s]
29/50 3.45G 0.9621 0.7593 1.3 24 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.61it/s]
29/50 3.45G 0.9621 0.7593 1.3 24 512: 59%|█████▊ | 34/58 [00:02<00:01, 12.71it/s]
29/50 3.45G 0.9627 0.7608 1.3 30 512: 59%|█████▊ | 34/58 [00:02<00:01, 12.71it/s]
29/50 3.45G 0.9621 0.7573 1.299 35 512: 59%|█████▊ | 34/58 [00:02<00:01, 12.71it/s]
29/50 3.45G 0.9621 0.7573 1.299 35 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.43it/s]
29/50 3.45G 0.963 0.7574 1.301 30 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.43it/s]
29/50 3.45G 0.9643 0.7576 1.302 23 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.43it/s]
29/50 3.45G 0.9643 0.7576 1.302 23 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.47it/s]
29/50 3.45G 0.9616 0.7557 1.3 36 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.47it/s]
29/50 3.45G 0.96 0.7559 1.302 25 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.47it/s]
29/50 3.45G 0.96 0.7559 1.302 25 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.90it/s]
29/50 3.45G 0.9619 0.7551 1.301 47 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.90it/s]
29/50 3.45G 0.9621 0.7527 1.303 29 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.90it/s]
29/50 3.45G 0.9621 0.7527 1.303 29 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.22it/s]
29/50 3.45G 0.9648 0.7599 1.307 22 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.22it/s]
29/50 3.45G 0.9611 0.7586 1.303 29 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.22it/s]
29/50 3.45G 0.9611 0.7586 1.303 29 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.06it/s]
29/50 3.45G 0.9573 0.7585 1.301 42 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.06it/s]
29/50 3.45G 0.9592 0.7577 1.306 26 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.06it/s]
29/50 3.45G 0.9592 0.7577 1.306 26 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.36it/s]
29/50 3.45G 0.9575 0.7577 1.306 29 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.36it/s]
29/50 3.45G 0.9563 0.7554 1.302 38 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.36it/s]
29/50 3.45G 0.9563 0.7554 1.302 38 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.43it/s]
29/50 3.45G 0.9562 0.7539 1.301 39 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.43it/s]
29/50 3.45G 0.9564 0.7526 1.303 28 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.43it/s]
29/50 3.45G 0.9564 0.7526 1.303 28 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.91it/s]
29/50 3.45G 0.9531 0.7518 1.303 32 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.91it/s]
29/50 3.45G 0.953 0.7511 1.304 28 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.91it/s]
29/50 3.45G 0.953 0.7511 1.304 28 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.29it/s]
29/50 3.45G 0.9478 0.747 1.3 35 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.29it/s]
29/50 3.45G 0.9506 0.7471 1.302 25 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.29it/s]
29/50 3.45G 0.9506 0.7471 1.302 25 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.74it/s]
29/50 3.45G 0.9508 0.748 1.302 25 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.74it/s]
29/50 3.45G 0.9478 0.7482 1.301 24 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.74it/s]
29/50 3.45G 0.9478 0.7482 1.301 24 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.69it/s]
29/50 3.45G 0.95 0.7502 1.302 29 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.69it/s]
29/50 3.45G 0.9472 0.7482 1.299 12 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.69it/s]
29/50 3.45G 0.9472 0.7482 1.299 12 512: 100%|██████████| 58/58 [00:04<00:00, 13.38it/s]
29/50 3.45G 0.9472 0.7482 1.299 12 512: 100%|██████████| 58/58 [00:04<00:00, 13.75it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 13.15it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.60it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.37it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.42it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.38it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.42it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.15it/s]
+ all 253 461 0.918 0.839 0.905 0.625
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
30/50 3.45G 1.065 0.8007 1.253 31 512: 0%| | 0/58 [00:00<?, ?it/s]
30/50 3.45G 1.144 0.8144 1.375 45 512: 0%| | 0/58 [00:00<?, ?it/s]
30/50 3.45G 1.144 0.8144 1.375 45 512: 3%|▎ | 2/58 [00:00<00:03, 15.80it/s]
30/50 3.45G 1.1 0.755 1.325 40 512: 3%|▎ | 2/58 [00:00<00:03, 15.80it/s]
30/50 3.45G 1.05 0.7133 1.315 36 512: 3%|▎ | 2/58 [00:00<00:03, 15.80it/s]
30/50 3.45G 1.05 0.7133 1.315 36 512: 7%|▋ | 4/58 [00:00<00:03, 15.28it/s]
30/50 3.45G 0.993 0.6956 1.284 23 512: 7%|▋ | 4/58 [00:00<00:03, 15.28it/s]
30/50 3.45G 1.005 0.6914 1.286 30 512: 7%|▋ | 4/58 [00:00<00:03, 15.28it/s]
30/50 3.45G 1.005 0.6914 1.286 30 512: 10%|█ | 6/58 [00:00<00:03, 15.28it/s]
30/50 3.45G 0.9743 0.6904 1.272 32 512: 10%|█ | 6/58 [00:00<00:03, 15.28it/s]
30/50 3.45G 1.005 0.7251 1.299 29 512: 10%|█ | 6/58 [00:00<00:03, 15.28it/s]
30/50 3.45G 1.005 0.7251 1.299 29 512: 14%|█▍ | 8/58 [00:00<00:03, 14.14it/s]
30/50 3.45G 0.9851 0.7078 1.289 31 512: 14%|█▍ | 8/58 [00:00<00:03, 14.14it/s]
30/50 3.45G 0.972 0.7004 1.291 31 512: 14%|█▍ | 8/58 [00:00<00:03, 14.14it/s]
30/50 3.45G 0.972 0.7004 1.291 31 512: 17%|█▋ | 10/58 [00:00<00:03, 14.32it/s]
30/50 3.45G 0.9459 0.6897 1.289 17 512: 17%|█▋ | 10/58 [00:00<00:03, 14.32it/s]
30/50 3.45G 0.9607 0.6989 1.303 28 512: 17%|█▋ | 10/58 [00:00<00:03, 14.32it/s]
30/50 3.45G 0.9607 0.6989 1.303 28 512: 21%|██ | 12/58 [00:00<00:03, 14.50it/s]
30/50 3.45G 0.9618 0.7109 1.315 22 512: 21%|██ | 12/58 [00:00<00:03, 14.50it/s]
30/50 3.45G 0.9491 0.7135 1.311 26 512: 21%|██ | 12/58 [00:00<00:03, 14.50it/s]
30/50 3.45G 0.9491 0.7135 1.311 26 512: 24%|██▍ | 14/58 [00:00<00:03, 14.59it/s]
30/50 3.45G 0.9537 0.7168 1.319 27 512: 24%|██▍ | 14/58 [00:01<00:03, 14.59it/s]
30/50 3.45G 0.9501 0.7107 1.313 41 512: 24%|██▍ | 14/58 [00:01<00:03, 14.59it/s]
30/50 3.45G 0.9501 0.7107 1.313 41 512: 28%|██▊ | 16/58 [00:01<00:02, 14.04it/s]
30/50 3.45G 0.9434 0.7098 1.304 38 512: 28%|██▊ | 16/58 [00:01<00:02, 14.04it/s]
30/50 3.45G 0.9359 0.7087 1.302 31 512: 28%|██▊ | 16/58 [00:01<00:02, 14.04it/s]
30/50 3.45G 0.9359 0.7087 1.302 31 512: 31%|███ | 18/58 [00:01<00:02, 14.55it/s]
30/50 3.45G 0.9511 0.7182 1.309 41 512: 31%|███ | 18/58 [00:01<00:02, 14.55it/s]
30/50 3.45G 0.9457 0.7152 1.305 29 512: 31%|███ | 18/58 [00:01<00:02, 14.55it/s]
30/50 3.45G 0.9457 0.7152 1.305 29 512: 34%|███▍ | 20/58 [00:01<00:02, 14.14it/s]
30/50 3.45G 0.9382 0.7167 1.299 28 512: 34%|███▍ | 20/58 [00:01<00:02, 14.14it/s]
30/50 3.45G 0.9521 0.7329 1.311 39 512: 34%|███▍ | 20/58 [00:01<00:02, 14.14it/s]
30/50 3.45G 0.9521 0.7329 1.311 39 512: 38%|███▊ | 22/58 [00:01<00:02, 14.53it/s]
30/50 3.45G 0.9531 0.7343 1.312 41 512: 38%|███▊ | 22/58 [00:01<00:02, 14.53it/s]
30/50 3.45G 0.9602 0.74 1.318 32 512: 38%|███▊ | 22/58 [00:01<00:02, 14.53it/s]
30/50 3.45G 0.9602 0.74 1.318 32 512: 41%|████▏ | 24/58 [00:01<00:02, 13.52it/s]
30/50 3.45G 0.9645 0.7382 1.321 32 512: 41%|████▏ | 24/58 [00:01<00:02, 13.52it/s]
30/50 3.45G 0.9663 0.7418 1.322 37 512: 41%|████▏ | 24/58 [00:01<00:02, 13.52it/s]
30/50 3.45G 0.9663 0.7418 1.322 37 512: 45%|████▍ | 26/58 [00:01<00:02, 14.22it/s]
30/50 3.45G 0.9644 0.74 1.317 45 512: 45%|████▍ | 26/58 [00:01<00:02, 14.22it/s]
30/50 3.45G 0.9616 0.7411 1.314 35 512: 45%|████▍ | 26/58 [00:01<00:02, 14.22it/s]
30/50 3.45G 0.9616 0.7411 1.314 35 512: 48%|████▊ | 28/58 [00:01<00:02, 14.57it/s]
30/50 3.45G 0.9608 0.7403 1.315 24 512: 48%|████▊ | 28/58 [00:02<00:02, 14.57it/s]
30/50 3.45G 0.9739 0.7474 1.326 27 512: 48%|████▊ | 28/58 [00:02<00:02, 14.57it/s]
30/50 3.45G 0.9739 0.7474 1.326 27 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.44it/s]
30/50 3.45G 0.9723 0.7474 1.323 34 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.44it/s]
30/50 3.45G 0.9694 0.7469 1.319 33 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.44it/s]
30/50 3.45G 0.9694 0.7469 1.319 33 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.56it/s]
30/50 3.45G 0.9665 0.7432 1.315 38 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.56it/s]
30/50 3.45G 0.9726 0.7507 1.315 50 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.56it/s]
30/50 3.45G 0.9726 0.7507 1.315 50 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.18it/s]
30/50 3.45G 0.9689 0.7494 1.315 27 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.18it/s]
30/50 3.45G 0.968 0.752 1.316 24 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.18it/s]
30/50 3.45G 0.968 0.752 1.316 24 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.19it/s]
30/50 3.45G 0.9662 0.7495 1.315 26 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.19it/s]
30/50 3.45G 0.9687 0.7535 1.314 42 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.19it/s]
30/50 3.45G 0.9687 0.7535 1.314 42 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.86it/s]
30/50 3.45G 0.9687 0.7523 1.313 26 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.86it/s]
30/50 3.45G 0.9735 0.7584 1.315 39 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.86it/s]
30/50 3.45G 0.9735 0.7584 1.315 39 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.99it/s]
30/50 3.45G 0.9711 0.7572 1.315 32 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.99it/s]
30/50 3.45G 0.9671 0.7543 1.312 27 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.99it/s]
30/50 3.45G 0.9671 0.7543 1.312 27 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.64it/s]
30/50 3.45G 0.9657 0.7524 1.313 27 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.64it/s]
30/50 3.45G 0.9658 0.7523 1.313 23 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.64it/s]
30/50 3.45G 0.9658 0.7523 1.313 23 512: 76%|███████▌ | 44/58 [00:03<00:01, 14.00it/s]
30/50 3.45G 0.9616 0.7509 1.31 28 512: 76%|███████▌ | 44/58 [00:03<00:01, 14.00it/s]
30/50 3.45G 0.9687 0.7554 1.311 54 512: 76%|███████▌ | 44/58 [00:03<00:01, 14.00it/s]
30/50 3.45G 0.9687 0.7554 1.311 54 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.55it/s]
30/50 3.45G 0.9669 0.7529 1.311 36 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.55it/s]
30/50 3.45G 0.9634 0.7528 1.308 32 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.55it/s]
30/50 3.45G 0.9634 0.7528 1.308 32 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.75it/s]
30/50 3.45G 0.9625 0.7545 1.307 32 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.75it/s]
30/50 3.45G 0.965 0.7562 1.305 32 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.75it/s]
30/50 3.45G 0.965 0.7562 1.305 32 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.58it/s]
30/50 3.45G 0.964 0.7549 1.306 43 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.58it/s]
30/50 3.45G 0.9577 0.7505 1.302 26 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.58it/s]
30/50 3.45G 0.9577 0.7505 1.302 26 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.30it/s]
30/50 3.45G 0.9597 0.7512 1.302 32 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.30it/s]
30/50 3.45G 0.9584 0.7497 1.301 32 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.30it/s]
30/50 3.45G 0.9584 0.7497 1.301 32 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.13it/s]
30/50 3.45G 0.9584 0.75 1.302 32 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.13it/s]
30/50 3.45G 0.9573 0.7505 1.301 37 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.13it/s]
30/50 3.45G 0.9573 0.7505 1.301 37 512: 97%|█████████▋| 56/58 [00:04<00:00, 12.91it/s]
30/50 3.45G 0.9612 0.751 1.304 33 512: 97%|█████████▋| 56/58 [00:04<00:00, 12.91it/s]
30/50 3.45G 0.9592 0.7502 1.303 16 512: 97%|█████████▋| 56/58 [00:04<00:00, 12.91it/s]
30/50 3.45G 0.9592 0.7502 1.303 16 512: 100%|██████████| 58/58 [00:04<00:00, 13.84it/s]
30/50 3.45G 0.9592 0.7502 1.303 16 512: 100%|██████████| 58/58 [00:04<00:00, 13.92it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 13.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 13.07it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.15it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 13.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.42it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 14.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 14.75it/s]
+ all 253 461 0.931 0.822 0.905 0.64
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
31/50 3.45G 0.9005 0.6167 1.299 27 512: 0%| | 0/58 [00:00<?, ?it/s]
31/50 3.45G 0.9648 0.7476 1.353 19 512: 0%| | 0/58 [00:00<?, ?it/s]
31/50 3.45G 0.9648 0.7476 1.353 19 512: 3%|▎ | 2/58 [00:00<00:03, 15.69it/s]
31/50 3.45G 1.029 0.7937 1.393 25 512: 3%|▎ | 2/58 [00:00<00:03, 15.69it/s]
31/50 3.45G 0.9594 0.7413 1.333 25 512: 3%|▎ | 2/58 [00:00<00:03, 15.69it/s]
31/50 3.45G 0.9594 0.7413 1.333 25 512: 7%|▋ | 4/58 [00:00<00:03, 15.74it/s]
31/50 3.45G 0.9441 0.7242 1.321 36 512: 7%|▋ | 4/58 [00:00<00:03, 15.74it/s]
31/50 3.45G 0.9322 0.7106 1.3 45 512: 7%|▋ | 4/58 [00:00<00:03, 15.74it/s]
31/50 3.45G 0.9322 0.7106 1.3 45 512: 10%|█ | 6/58 [00:00<00:03, 14.11it/s]
31/50 3.45G 0.942 0.722 1.305 37 512: 10%|█ | 6/58 [00:00<00:03, 14.11it/s]
31/50 3.45G 0.9643 0.7292 1.31 40 512: 10%|█ | 6/58 [00:00<00:03, 14.11it/s]
31/50 3.45G 0.9643 0.7292 1.31 40 512: 14%|█▍ | 8/58 [00:00<00:03, 14.82it/s]
31/50 3.45G 0.9485 0.7189 1.305 23 512: 14%|█▍ | 8/58 [00:00<00:03, 14.82it/s]
31/50 3.45G 0.9392 0.7159 1.291 42 512: 14%|█▍ | 8/58 [00:00<00:03, 14.82it/s]
31/50 3.45G 0.9392 0.7159 1.291 42 512: 17%|█▋ | 10/58 [00:00<00:03, 15.13it/s]
31/50 3.45G 0.945 0.7109 1.3 19 512: 17%|█▋ | 10/58 [00:00<00:03, 15.13it/s]
31/50 3.45G 0.9457 0.7254 1.307 24 512: 17%|█▋ | 10/58 [00:00<00:03, 15.13it/s]
31/50 3.45G 0.9457 0.7254 1.307 24 512: 21%|██ | 12/58 [00:00<00:03, 15.09it/s]
31/50 3.45G 0.9307 0.7172 1.296 28 512: 21%|██ | 12/58 [00:00<00:03, 15.09it/s]
31/50 3.45G 0.9218 0.7162 1.292 23 512: 21%|██ | 12/58 [00:00<00:03, 15.09it/s]
31/50 3.45G 0.9218 0.7162 1.292 23 512: 24%|██▍ | 14/58 [00:00<00:03, 14.13it/s]
31/50 3.45G 0.9205 0.7173 1.294 29 512: 24%|██▍ | 14/58 [00:01<00:03, 14.13it/s]
31/50 3.45G 0.9064 0.7046 1.281 25 512: 24%|██▍ | 14/58 [00:01<00:03, 14.13it/s]
31/50 3.45G 0.9064 0.7046 1.281 25 512: 28%|██▊ | 16/58 [00:01<00:02, 14.40it/s]
31/50 3.45G 0.9084 0.7082 1.281 36 512: 28%|██▊ | 16/58 [00:01<00:02, 14.40it/s]
31/50 3.45G 0.8975 0.703 1.272 25 512: 28%|██▊ | 16/58 [00:01<00:02, 14.40it/s]
31/50 3.45G 0.8975 0.703 1.272 25 512: 31%|███ | 18/58 [00:01<00:02, 14.60it/s]
31/50 3.45G 0.8922 0.6993 1.268 37 512: 31%|███ | 18/58 [00:01<00:02, 14.60it/s]
31/50 3.45G 0.8941 0.7001 1.267 29 512: 31%|███ | 18/58 [00:01<00:02, 14.60it/s]
31/50 3.45G 0.8941 0.7001 1.267 29 512: 34%|███▍ | 20/58 [00:01<00:02, 14.27it/s]
31/50 3.45G 0.8933 0.7008 1.262 36 512: 34%|███▍ | 20/58 [00:01<00:02, 14.27it/s]
31/50 3.45G 0.8947 0.6978 1.262 31 512: 34%|███▍ | 20/58 [00:01<00:02, 14.27it/s]
31/50 3.45G 0.8947 0.6978 1.262 31 512: 38%|███▊ | 22/58 [00:01<00:02, 13.48it/s]
31/50 3.45G 0.887 0.6923 1.258 31 512: 38%|███▊ | 22/58 [00:01<00:02, 13.48it/s]
31/50 3.45G 0.8821 0.6886 1.258 30 512: 38%|███▊ | 22/58 [00:01<00:02, 13.48it/s]
31/50 3.45G 0.8821 0.6886 1.258 30 512: 41%|████▏ | 24/58 [00:01<00:02, 14.11it/s]
31/50 3.45G 0.8758 0.6881 1.255 25 512: 41%|████▏ | 24/58 [00:01<00:02, 14.11it/s]
31/50 3.45G 0.8883 0.6907 1.271 19 512: 41%|████▏ | 24/58 [00:01<00:02, 14.11it/s]
31/50 3.45G 0.8883 0.6907 1.271 19 512: 45%|████▍ | 26/58 [00:01<00:02, 13.79it/s]
31/50 3.45G 0.891 0.6953 1.269 34 512: 45%|████▍ | 26/58 [00:01<00:02, 13.79it/s]
31/50 3.45G 0.8858 0.6938 1.267 31 512: 45%|████▍ | 26/58 [00:01<00:02, 13.79it/s]
31/50 3.45G 0.8858 0.6938 1.267 31 512: 48%|████▊ | 28/58 [00:01<00:02, 13.59it/s]
31/50 3.45G 0.8833 0.6932 1.265 26 512: 48%|████▊ | 28/58 [00:02<00:02, 13.59it/s]
31/50 3.45G 0.8868 0.6934 1.271 21 512: 48%|████▊ | 28/58 [00:02<00:02, 13.59it/s]
31/50 3.45G 0.8868 0.6934 1.271 21 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.44it/s]
31/50 3.45G 0.8849 0.6892 1.27 29 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.44it/s]
31/50 3.45G 0.8846 0.6858 1.269 33 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.44it/s]
31/50 3.45G 0.8846 0.6858 1.269 33 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.45it/s]
31/50 3.45G 0.8845 0.6856 1.268 44 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.45it/s]
31/50 3.45G 0.8794 0.6832 1.264 30 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.45it/s]
31/50 3.45G 0.8794 0.6832 1.264 30 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.04it/s]
31/50 3.45G 0.8815 0.6864 1.266 27 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.04it/s]
31/50 3.45G 0.8795 0.6869 1.265 28 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.04it/s]
31/50 3.45G 0.8795 0.6869 1.265 28 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.43it/s]
31/50 3.45G 0.8779 0.6864 1.264 34 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.43it/s]
31/50 3.45G 0.874 0.6857 1.261 29 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.43it/s]
31/50 3.45G 0.874 0.6857 1.261 29 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.54it/s]
31/50 3.45G 0.8775 0.6884 1.264 34 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.54it/s]
31/50 3.45G 0.8703 0.6854 1.26 26 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.54it/s]
31/50 3.45G 0.8703 0.6854 1.26 26 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.46it/s]
31/50 3.45G 0.875 0.6893 1.26 46 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.46it/s]
31/50 3.45G 0.8708 0.6899 1.257 19 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.46it/s]
31/50 3.45G 0.8708 0.6899 1.257 19 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.87it/s]
31/50 3.45G 0.8719 0.6875 1.256 31 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.87it/s]
31/50 3.45G 0.8695 0.6858 1.255 31 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.87it/s]
31/50 3.45G 0.8695 0.6858 1.255 31 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.96it/s]
31/50 3.45G 0.8674 0.6863 1.255 27 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.96it/s]
31/50 3.45G 0.8737 0.6908 1.26 37 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.96it/s]
31/50 3.45G 0.8737 0.6908 1.26 37 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.17it/s]
31/50 3.45G 0.8758 0.6899 1.261 35 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.17it/s]
31/50 3.45G 0.876 0.6907 1.261 30 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.17it/s]
31/50 3.45G 0.876 0.6907 1.261 30 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.78it/s]
31/50 3.45G 0.8829 0.6946 1.266 33 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.78it/s]
31/50 3.45G 0.885 0.6999 1.267 43 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.78it/s]
31/50 3.45G 0.885 0.6999 1.267 43 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.84it/s]
31/50 3.45G 0.8874 0.703 1.268 36 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.84it/s]
31/50 3.45G 0.8907 0.7036 1.27 35 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.84it/s]
31/50 3.45G 0.8907 0.7036 1.27 35 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.84it/s]
31/50 3.45G 0.8889 0.7014 1.27 27 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.84it/s]
31/50 3.45G 0.8932 0.7036 1.273 43 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.84it/s]
31/50 3.45G 0.8932 0.7036 1.273 43 512: 93%|█████████▎| 54/58 [00:03<00:00, 12.80it/s]
31/50 3.45G 0.8933 0.7033 1.273 26 512: 93%|█████████▎| 54/58 [00:03<00:00, 12.80it/s]
31/50 3.45G 0.895 0.7044 1.274 32 512: 93%|█████████▎| 54/58 [00:04<00:00, 12.80it/s]
31/50 3.45G 0.895 0.7044 1.274 32 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.31it/s]
31/50 3.45G 0.8999 0.7088 1.279 32 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.31it/s]
31/50 3.45G 0.9099 0.7122 1.285 13 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.31it/s]
31/50 3.45G 0.9099 0.7122 1.285 13 512: 100%|██████████| 58/58 [00:04<00:00, 13.89it/s]
31/50 3.45G 0.9099 0.7122 1.285 13 512: 100%|██████████| 58/58 [00:04<00:00, 13.86it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 16.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.46it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 12.61it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 13.80it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.64it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.93it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.59it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.41it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 14.90it/s]
+ all 253 461 0.915 0.792 0.896 0.635
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
32/50 3.45G 0.847 0.5802 1.367 26 512: 0%| | 0/58 [00:00<?, ?it/s]
32/50 3.45G 1.015 0.7217 1.355 38 512: 0%| | 0/58 [00:00<?, ?it/s]
32/50 3.45G 1.015 0.7217 1.355 38 512: 3%|▎ | 2/58 [00:00<00:03, 14.76it/s]
32/50 3.45G 0.9758 0.7304 1.359 25 512: 3%|▎ | 2/58 [00:00<00:03, 14.76it/s]
32/50 3.45G 0.9457 0.7145 1.333 30 512: 3%|▎ | 2/58 [00:00<00:03, 14.76it/s]
32/50 3.45G 0.9457 0.7145 1.333 30 512: 7%|▋ | 4/58 [00:00<00:04, 13.34it/s]
32/50 3.45G 0.9596 0.7064 1.332 36 512: 7%|▋ | 4/58 [00:00<00:04, 13.34it/s]
32/50 3.45G 0.938 0.6935 1.303 37 512: 7%|▋ | 4/58 [00:00<00:04, 13.34it/s]
32/50 3.45G 0.938 0.6935 1.303 37 512: 10%|█ | 6/58 [00:00<00:03, 14.28it/s]
32/50 3.45G 0.9256 0.694 1.291 35 512: 10%|█ | 6/58 [00:00<00:03, 14.28it/s]
32/50 3.45G 0.9055 0.6903 1.281 27 512: 10%|█ | 6/58 [00:00<00:03, 14.28it/s]
32/50 3.45G 0.9055 0.6903 1.281 27 512: 14%|█▍ | 8/58 [00:00<00:03, 14.37it/s]
32/50 3.45G 0.8924 0.6879 1.28 28 512: 14%|█▍ | 8/58 [00:00<00:03, 14.37it/s]
32/50 3.45G 0.8671 0.6669 1.264 18 512: 14%|█▍ | 8/58 [00:00<00:03, 14.37it/s]
32/50 3.45G 0.8671 0.6669 1.264 18 512: 17%|█▋ | 10/58 [00:00<00:03, 14.80it/s]
32/50 3.45G 0.8692 0.6724 1.272 33 512: 17%|█▋ | 10/58 [00:00<00:03, 14.80it/s]
32/50 3.45G 0.8885 0.683 1.284 34 512: 17%|█▋ | 10/58 [00:00<00:03, 14.80it/s]
32/50 3.45G 0.8885 0.683 1.284 34 512: 21%|██ | 12/58 [00:00<00:03, 14.12it/s]
32/50 3.45G 0.8895 0.6804 1.281 33 512: 21%|██ | 12/58 [00:00<00:03, 14.12it/s]
32/50 3.45G 0.8992 0.6871 1.281 40 512: 21%|██ | 12/58 [00:00<00:03, 14.12it/s]
32/50 3.45G 0.8992 0.6871 1.281 40 512: 24%|██▍ | 14/58 [00:00<00:03, 14.61it/s]
32/50 3.45G 0.8957 0.6833 1.278 33 512: 24%|██▍ | 14/58 [00:01<00:03, 14.61it/s]
32/50 3.45G 0.8948 0.6813 1.278 34 512: 24%|██▍ | 14/58 [00:01<00:03, 14.61it/s]
32/50 3.45G 0.8948 0.6813 1.278 34 512: 28%|██▊ | 16/58 [00:01<00:02, 14.91it/s]
32/50 3.45G 0.9015 0.6825 1.29 30 512: 28%|██▊ | 16/58 [00:01<00:02, 14.91it/s]
32/50 3.45G 0.8972 0.6773 1.285 35 512: 28%|██▊ | 16/58 [00:01<00:02, 14.91it/s]
32/50 3.45G 0.8972 0.6773 1.285 35 512: 31%|███ | 18/58 [00:01<00:02, 15.15it/s]
32/50 3.45G 0.8915 0.6708 1.279 41 512: 31%|███ | 18/58 [00:01<00:02, 15.15it/s]
32/50 3.45G 0.878 0.6678 1.269 24 512: 31%|███ | 18/58 [00:01<00:02, 15.15it/s]
32/50 3.45G 0.878 0.6678 1.269 24 512: 34%|███▍ | 20/58 [00:01<00:02, 14.40it/s]
32/50 3.45G 0.8778 0.6709 1.268 30 512: 34%|███▍ | 20/58 [00:01<00:02, 14.40it/s]
32/50 3.45G 0.8852 0.6782 1.275 33 512: 34%|███▍ | 20/58 [00:01<00:02, 14.40it/s]
32/50 3.45G 0.8852 0.6782 1.275 33 512: 38%|███▊ | 22/58 [00:01<00:02, 14.68it/s]
32/50 3.45G 0.8869 0.6808 1.284 19 512: 38%|███▊ | 22/58 [00:01<00:02, 14.68it/s]
32/50 3.45G 0.899 0.69 1.292 26 512: 38%|███▊ | 22/58 [00:01<00:02, 14.68it/s]
32/50 3.45G 0.899 0.69 1.292 26 512: 41%|████▏ | 24/58 [00:01<00:02, 14.94it/s]
32/50 3.45G 0.9152 0.7012 1.308 28 512: 41%|████▏ | 24/58 [00:01<00:02, 14.94it/s]
32/50 3.45G 0.9144 0.6998 1.309 26 512: 41%|████▏ | 24/58 [00:01<00:02, 14.94it/s]
32/50 3.45G 0.9144 0.6998 1.309 26 512: 45%|████▍ | 26/58 [00:01<00:02, 14.26it/s]
32/50 3.45G 0.9191 0.7 1.311 38 512: 45%|████▍ | 26/58 [00:01<00:02, 14.26it/s]
32/50 3.45G 0.9125 0.6974 1.305 39 512: 45%|████▍ | 26/58 [00:01<00:02, 14.26it/s]
32/50 3.45G 0.9125 0.6974 1.305 39 512: 48%|████▊ | 28/58 [00:01<00:02, 13.24it/s]
32/50 3.45G 0.9141 0.6966 1.306 34 512: 48%|████▊ | 28/58 [00:02<00:02, 13.24it/s]
32/50 3.45G 0.9083 0.6937 1.299 29 512: 48%|████▊ | 28/58 [00:02<00:02, 13.24it/s]
32/50 3.45G 0.9083 0.6937 1.299 29 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.82it/s]
32/50 3.45G 0.9089 0.6931 1.297 37 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.82it/s]
32/50 3.45G 0.9128 0.6963 1.298 21 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.82it/s]
32/50 3.45G 0.9128 0.6963 1.298 21 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.75it/s]
32/50 3.45G 0.9171 0.6953 1.302 30 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.75it/s]
32/50 3.45G 0.9148 0.6921 1.297 41 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.75it/s]
32/50 3.45G 0.9148 0.6921 1.297 41 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.53it/s]
32/50 3.45G 0.9089 0.6878 1.29 45 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.53it/s]
32/50 3.45G 0.9115 0.6865 1.294 31 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.53it/s]
32/50 3.45G 0.9115 0.6865 1.294 31 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.02it/s]
32/50 3.45G 0.9075 0.6887 1.292 22 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.02it/s]
32/50 3.45G 0.9086 0.6907 1.293 26 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.02it/s]
32/50 3.45G 0.9086 0.6907 1.293 26 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.78it/s]
32/50 3.45G 0.9127 0.693 1.296 38 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.78it/s]
32/50 3.45G 0.914 0.6938 1.295 23 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.78it/s]
32/50 3.45G 0.914 0.6938 1.295 23 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.85it/s]
32/50 3.45G 0.9106 0.6928 1.291 39 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.85it/s]
32/50 3.45G 0.9037 0.689 1.288 20 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.85it/s]
32/50 3.45G 0.9037 0.689 1.288 20 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.73it/s]
32/50 3.45G 0.9047 0.6895 1.287 54 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.73it/s]
32/50 3.45G 0.9028 0.6858 1.285 33 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.73it/s]
32/50 3.45G 0.9028 0.6858 1.285 33 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.71it/s]
32/50 3.45G 0.9026 0.6843 1.286 26 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.71it/s]
32/50 3.45G 0.9055 0.6882 1.288 37 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.71it/s]
32/50 3.45G 0.9055 0.6882 1.288 37 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.30it/s]
32/50 3.45G 0.9032 0.6859 1.286 33 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.30it/s]
32/50 3.45G 0.9042 0.6856 1.285 31 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.30it/s]
32/50 3.45G 0.9042 0.6856 1.285 31 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.45it/s]
32/50 3.45G 0.9027 0.6855 1.283 28 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.45it/s]
32/50 3.45G 0.9044 0.6877 1.285 25 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.45it/s]
32/50 3.45G 0.9044 0.6877 1.285 25 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.07it/s]
32/50 3.45G 0.9081 0.6897 1.287 33 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.07it/s]
32/50 3.45G 0.9088 0.6898 1.288 29 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.07it/s]
32/50 3.45G 0.9088 0.6898 1.288 29 512: 90%|████████▉ | 52/58 [00:03<00:00, 12.82it/s]
32/50 3.45G 0.9149 0.6941 1.292 34 512: 90%|████████▉ | 52/58 [00:03<00:00, 12.82it/s]
32/50 3.45G 0.9154 0.6935 1.294 25 512: 90%|████████▉ | 52/58 [00:03<00:00, 12.82it/s]
32/50 3.45G 0.9154 0.6935 1.294 25 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.65it/s]
32/50 3.45G 0.9215 0.6958 1.296 48 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.65it/s]
32/50 3.45G 0.9218 0.6972 1.297 24 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.65it/s]
32/50 3.45G 0.9218 0.6972 1.297 24 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.69it/s]
32/50 3.45G 0.923 0.7 1.297 41 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.69it/s]
32/50 3.45G 0.9207 0.6971 1.294 9 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.69it/s]
32/50 3.45G 0.9207 0.6971 1.294 9 512: 100%|██████████| 58/58 [00:04<00:00, 13.92it/s]
32/50 3.45G 0.9207 0.6971 1.294 9 512: 100%|██████████| 58/58 [00:04<00:00, 13.90it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 12.73it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.54it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.28it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 14.52it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 14.88it/s]
+ all 253 461 0.913 0.792 0.897 0.636
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
33/50 3.45G 1.013 0.7873 1.336 36 512: 0%| | 0/58 [00:00<?, ?it/s]
33/50 3.45G 0.9086 0.6734 1.255 29 512: 0%| | 0/58 [00:00<?, ?it/s]
33/50 3.45G 0.9086 0.6734 1.255 29 512: 3%|▎ | 2/58 [00:00<00:04, 13.33it/s]
33/50 3.45G 1.012 0.7347 1.327 43 512: 3%|▎ | 2/58 [00:00<00:04, 13.33it/s]
33/50 3.45G 0.9931 0.7505 1.337 18 512: 3%|▎ | 2/58 [00:00<00:04, 13.33it/s]
33/50 3.45G 0.9931 0.7505 1.337 18 512: 7%|▋ | 4/58 [00:00<00:03, 14.46it/s]
33/50 3.45G 0.9776 0.7374 1.307 54 512: 7%|▋ | 4/58 [00:00<00:03, 14.46it/s]
33/50 3.45G 0.9754 0.7276 1.311 36 512: 7%|▋ | 4/58 [00:00<00:03, 14.46it/s]
33/50 3.45G 0.9754 0.7276 1.311 36 512: 10%|█ | 6/58 [00:00<00:03, 14.43it/s]
33/50 3.45G 0.9492 0.7121 1.29 45 512: 10%|█ | 6/58 [00:00<00:03, 14.43it/s]
33/50 3.45G 0.9254 0.6938 1.284 26 512: 10%|█ | 6/58 [00:00<00:03, 14.43it/s]
33/50 3.45G 0.9254 0.6938 1.284 26 512: 14%|█▍ | 8/58 [00:00<00:03, 14.83it/s]
33/50 3.45G 0.9252 0.6969 1.285 42 512: 14%|█▍ | 8/58 [00:00<00:03, 14.83it/s]
33/50 3.45G 0.9145 0.6955 1.29 19 512: 14%|█▍ | 8/58 [00:00<00:03, 14.83it/s]
33/50 3.45G 0.9145 0.6955 1.29 19 512: 17%|█▋ | 10/58 [00:00<00:03, 14.08it/s]
33/50 3.45G 0.9173 0.6888 1.277 33 512: 17%|█▋ | 10/58 [00:00<00:03, 14.08it/s]
33/50 3.45G 0.9066 0.6802 1.274 22 512: 17%|█▋ | 10/58 [00:00<00:03, 14.08it/s]
33/50 3.45G 0.9066 0.6802 1.274 22 512: 21%|██ | 12/58 [00:00<00:03, 14.34it/s]
33/50 3.45G 0.9093 0.6794 1.271 57 512: 21%|██ | 12/58 [00:00<00:03, 14.34it/s]
33/50 3.45G 0.8973 0.6878 1.266 27 512: 21%|██ | 12/58 [00:00<00:03, 14.34it/s]
33/50 3.45G 0.8973 0.6878 1.266 27 512: 24%|██▍ | 14/58 [00:00<00:03, 14.59it/s]
33/50 3.45G 0.8965 0.6865 1.261 37 512: 24%|██▍ | 14/58 [00:01<00:03, 14.59it/s]
33/50 3.45G 0.9044 0.6914 1.273 28 512: 24%|██▍ | 14/58 [00:01<00:03, 14.59it/s]
33/50 3.45G 0.9044 0.6914 1.273 28 512: 28%|██▊ | 16/58 [00:01<00:02, 14.67it/s]
33/50 3.45G 0.8922 0.6834 1.264 36 512: 28%|██▊ | 16/58 [00:01<00:02, 14.67it/s]
33/50 3.45G 0.8972 0.6859 1.265 36 512: 28%|██▊ | 16/58 [00:01<00:02, 14.67it/s]
33/50 3.45G 0.8972 0.6859 1.265 36 512: 31%|███ | 18/58 [00:01<00:02, 14.12it/s]
33/50 3.45G 0.892 0.6833 1.258 32 512: 31%|███ | 18/58 [00:01<00:02, 14.12it/s]
33/50 3.45G 0.9032 0.6956 1.268 35 512: 31%|███ | 18/58 [00:01<00:02, 14.12it/s]
33/50 3.45G 0.9032 0.6956 1.268 35 512: 34%|███▍ | 20/58 [00:01<00:02, 14.53it/s]
33/50 3.45G 0.8938 0.692 1.265 32 512: 34%|███▍ | 20/58 [00:01<00:02, 14.53it/s]
33/50 3.45G 0.8924 0.6911 1.266 27 512: 34%|███▍ | 20/58 [00:01<00:02, 14.53it/s]
33/50 3.45G 0.8924 0.6911 1.266 27 512: 38%|███▊ | 22/58 [00:01<00:02, 14.77it/s]
33/50 3.45G 0.8936 0.6872 1.263 30 512: 38%|███▊ | 22/58 [00:01<00:02, 14.77it/s]
33/50 3.45G 0.896 0.6894 1.262 43 512: 38%|███▊ | 22/58 [00:01<00:02, 14.77it/s]
33/50 3.45G 0.896 0.6894 1.262 43 512: 41%|████▏ | 24/58 [00:01<00:02, 15.11it/s]
33/50 3.45G 0.8898 0.6884 1.26 23 512: 41%|████▏ | 24/58 [00:01<00:02, 15.11it/s]
33/50 3.45G 0.8871 0.6918 1.26 25 512: 41%|████▏ | 24/58 [00:01<00:02, 15.11it/s]
33/50 3.45G 0.8871 0.6918 1.26 25 512: 45%|████▍ | 26/58 [00:01<00:02, 13.34it/s]
33/50 3.45G 0.8796 0.6854 1.256 31 512: 45%|████▍ | 26/58 [00:01<00:02, 13.34it/s]
33/50 3.45G 0.8865 0.689 1.257 41 512: 45%|████▍ | 26/58 [00:01<00:02, 13.34it/s]
33/50 3.45G 0.8865 0.689 1.257 41 512: 48%|████▊ | 28/58 [00:01<00:02, 14.06it/s]
33/50 3.45G 0.8857 0.6871 1.256 33 512: 48%|████▊ | 28/58 [00:02<00:02, 14.06it/s]
33/50 3.45G 0.8857 0.6857 1.259 34 512: 48%|████▊ | 28/58 [00:02<00:02, 14.06it/s]
33/50 3.45G 0.8857 0.6857 1.259 34 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.91it/s]
33/50 3.45G 0.8856 0.6847 1.263 28 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.91it/s]
33/50 3.45G 0.8874 0.6843 1.262 40 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.91it/s]
33/50 3.45G 0.8874 0.6843 1.262 40 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.95it/s]
33/50 3.45G 0.8867 0.6832 1.258 34 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.95it/s]
33/50 3.45G 0.8866 0.682 1.256 37 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.95it/s]
33/50 3.45G 0.8866 0.682 1.256 37 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.15it/s]
33/50 3.45G 0.8865 0.681 1.255 21 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.15it/s]
33/50 3.45G 0.8955 0.6849 1.265 24 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.15it/s]
33/50 3.45G 0.8955 0.6849 1.265 24 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.92it/s]
33/50 3.45G 0.8965 0.6836 1.266 33 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.92it/s]
33/50 3.45G 0.8955 0.6805 1.263 41 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.92it/s]
33/50 3.45G 0.8955 0.6805 1.263 41 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.61it/s]
33/50 3.45G 0.8922 0.677 1.262 18 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.61it/s]
33/50 3.45G 0.8922 0.6756 1.262 41 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.61it/s]
33/50 3.45G 0.8922 0.6756 1.262 41 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.75it/s]
33/50 3.45G 0.8961 0.6782 1.269 20 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.75it/s]
33/50 3.45G 0.895 0.6771 1.271 19 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.75it/s]
33/50 3.45G 0.895 0.6771 1.271 19 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.92it/s]
33/50 3.45G 0.8935 0.6791 1.271 21 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.92it/s]
33/50 3.45G 0.8935 0.6795 1.271 37 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.92it/s]
33/50 3.45G 0.8935 0.6795 1.271 37 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.50it/s]
33/50 3.45G 0.8951 0.6777 1.27 36 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.50it/s]
33/50 3.45G 0.8884 0.6748 1.269 16 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.50it/s]
33/50 3.45G 0.8884 0.6748 1.269 16 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.84it/s]
33/50 3.45G 0.8873 0.6715 1.268 26 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.84it/s]
33/50 3.45G 0.8824 0.6695 1.266 17 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.84it/s]
33/50 3.45G 0.8824 0.6695 1.266 17 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.57it/s]
33/50 3.45G 0.8829 0.6682 1.266 27 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.57it/s]
33/50 3.45G 0.8848 0.6709 1.268 35 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.57it/s]
33/50 3.45G 0.8848 0.6709 1.268 35 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.46it/s]
33/50 3.45G 0.881 0.668 1.264 25 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.46it/s]
33/50 3.45G 0.8829 0.6721 1.265 48 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.46it/s]
33/50 3.45G 0.8829 0.6721 1.265 48 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.47it/s]
33/50 3.45G 0.8834 0.6705 1.266 25 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.47it/s]
33/50 3.45G 0.8911 0.6768 1.271 38 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.47it/s]
33/50 3.45G 0.8911 0.6768 1.271 38 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.71it/s]
33/50 3.45G 0.8879 0.6745 1.271 20 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.71it/s]
33/50 3.45G 0.8892 0.6739 1.273 27 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.71it/s]
33/50 3.45G 0.8892 0.6739 1.273 27 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.00it/s]
33/50 3.45G 0.8909 0.6725 1.274 28 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.00it/s]
33/50 3.45G 0.8909 0.6734 1.277 10 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.00it/s]
33/50 3.45G 0.8909 0.6734 1.277 10 512: 100%|██████████| 58/58 [00:04<00:00, 13.41it/s]
33/50 3.45G 0.8909 0.6734 1.277 10 512: 100%|██████████| 58/58 [00:04<00:00, 13.84it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 12.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.73it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.40it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.02it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.19it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.63it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.47it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.02it/s]
+ all 253 461 0.907 0.798 0.882 0.61
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
34/50 3.45G 1.035 0.8349 1.329 28 512: 0%| | 0/58 [00:00<?, ?it/s]
34/50 3.45G 0.9428 0.7315 1.248 45 512: 0%| | 0/58 [00:00<?, ?it/s]
34/50 3.45G 0.9428 0.7315 1.248 45 512: 3%|▎ | 2/58 [00:00<00:03, 16.20it/s]
34/50 3.45G 0.947 0.691 1.287 26 512: 3%|▎ | 2/58 [00:00<00:03, 16.20it/s]
34/50 3.45G 0.9655 0.7143 1.294 35 512: 3%|▎ | 2/58 [00:00<00:03, 16.20it/s]
34/50 3.45G 0.9655 0.7143 1.294 35 512: 7%|▋ | 4/58 [00:00<00:03, 15.41it/s]
34/50 3.45G 0.936 0.6838 1.278 30 512: 7%|▋ | 4/58 [00:00<00:03, 15.41it/s]
34/50 3.45G 0.9233 0.6705 1.27 30 512: 7%|▋ | 4/58 [00:00<00:03, 15.41it/s]
34/50 3.45G 0.9233 0.6705 1.27 30 512: 10%|█ | 6/58 [00:00<00:03, 15.16it/s]
34/50 3.45G 0.9191 0.6645 1.256 33 512: 10%|█ | 6/58 [00:00<00:03, 15.16it/s]
34/50 3.45G 0.9262 0.7296 1.277 32 512: 10%|█ | 6/58 [00:00<00:03, 15.16it/s]
34/50 3.45G 0.9262 0.7296 1.277 32 512: 14%|█▍ | 8/58 [00:00<00:03, 14.08it/s]
34/50 3.45G 0.9343 0.7095 1.297 23 512: 14%|█▍ | 8/58 [00:00<00:03, 14.08it/s]
34/50 3.45G 0.9264 0.7084 1.289 32 512: 14%|█▍ | 8/58 [00:00<00:03, 14.08it/s]
34/50 3.45G 0.9264 0.7084 1.289 32 512: 17%|█▋ | 10/58 [00:00<00:03, 14.62it/s]
34/50 3.45G 0.9278 0.7052 1.289 39 512: 17%|█▋ | 10/58 [00:00<00:03, 14.62it/s]
34/50 3.45G 0.9287 0.6985 1.297 24 512: 17%|█▋ | 10/58 [00:00<00:03, 14.62it/s]
34/50 3.45G 0.9287 0.6985 1.297 24 512: 21%|██ | 12/58 [00:00<00:03, 14.59it/s]
34/50 3.45G 0.918 0.6925 1.282 28 512: 21%|██ | 12/58 [00:00<00:03, 14.59it/s]
34/50 3.45G 0.9182 0.6948 1.279 35 512: 21%|██ | 12/58 [00:00<00:03, 14.59it/s]
34/50 3.45G 0.9182 0.6948 1.279 35 512: 24%|██▍ | 14/58 [00:00<00:02, 14.73it/s]
34/50 3.45G 0.9167 0.6969 1.281 24 512: 24%|██▍ | 14/58 [00:01<00:02, 14.73it/s]
34/50 3.45G 0.9105 0.6978 1.274 44 512: 24%|██▍ | 14/58 [00:01<00:02, 14.73it/s]
34/50 3.45G 0.9105 0.6978 1.274 44 512: 28%|██▊ | 16/58 [00:01<00:02, 14.13it/s]
34/50 3.45G 0.901 0.6861 1.265 34 512: 28%|██▊ | 16/58 [00:01<00:02, 14.13it/s]
34/50 3.45G 0.9096 0.6984 1.271 35 512: 28%|██▊ | 16/58 [00:01<00:02, 14.13it/s]
34/50 3.45G 0.9096 0.6984 1.271 35 512: 31%|███ | 18/58 [00:01<00:02, 14.70it/s]
34/50 3.45G 0.9007 0.688 1.261 37 512: 31%|███ | 18/58 [00:01<00:02, 14.70it/s]
34/50 3.45G 0.9182 0.7042 1.278 36 512: 31%|███ | 18/58 [00:01<00:02, 14.70it/s]
34/50 3.45G 0.9182 0.7042 1.278 36 512: 34%|███▍ | 20/58 [00:01<00:02, 14.90it/s]
34/50 3.45G 0.9099 0.6983 1.27 38 512: 34%|███▍ | 20/58 [00:01<00:02, 14.90it/s]
34/50 3.45G 0.9055 0.6913 1.27 28 512: 34%|███▍ | 20/58 [00:01<00:02, 14.90it/s]
34/50 3.45G 0.9055 0.6913 1.27 28 512: 38%|███▊ | 22/58 [00:01<00:02, 15.12it/s]
34/50 3.45G 0.9073 0.6963 1.271 24 512: 38%|███▊ | 22/58 [00:01<00:02, 15.12it/s]
34/50 3.45G 0.9042 0.6968 1.27 25 512: 38%|███▊ | 22/58 [00:01<00:02, 15.12it/s]
34/50 3.45G 0.9042 0.6968 1.27 25 512: 41%|████▏ | 24/58 [00:01<00:02, 14.25it/s]
34/50 3.45G 0.9011 0.6893 1.266 29 512: 41%|████▏ | 24/58 [00:01<00:02, 14.25it/s]
34/50 3.45G 0.8961 0.6882 1.264 26 512: 41%|████▏ | 24/58 [00:01<00:02, 14.25it/s]
34/50 3.45G 0.8961 0.6882 1.264 26 512: 45%|████▍ | 26/58 [00:01<00:02, 14.23it/s]
34/50 3.45G 0.8915 0.6854 1.263 26 512: 45%|████▍ | 26/58 [00:01<00:02, 14.23it/s]
34/50 3.45G 0.8982 0.6885 1.27 32 512: 45%|████▍ | 26/58 [00:01<00:02, 14.23it/s]
34/50 3.45G 0.8982 0.6885 1.27 32 512: 48%|████▊ | 28/58 [00:01<00:02, 14.37it/s]
34/50 3.45G 0.9048 0.6904 1.279 22 512: 48%|████▊ | 28/58 [00:02<00:02, 14.37it/s]
34/50 3.45G 0.9043 0.688 1.275 41 512: 48%|████▊ | 28/58 [00:02<00:02, 14.37it/s]
34/50 3.45G 0.9043 0.688 1.275 41 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.64it/s]
34/50 3.45G 0.907 0.6902 1.277 28 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.64it/s]
34/50 3.45G 0.9003 0.685 1.272 36 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.64it/s]
34/50 3.45G 0.9003 0.685 1.272 36 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.47it/s]
34/50 3.45G 0.9024 0.6843 1.274 28 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.47it/s]
34/50 3.45G 0.9041 0.6867 1.273 34 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.47it/s]
34/50 3.45G 0.9041 0.6867 1.273 34 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.26it/s]
34/50 3.45G 0.9019 0.6867 1.271 39 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.26it/s]
34/50 3.45G 0.9041 0.6897 1.272 33 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.26it/s]
34/50 3.45G 0.9041 0.6897 1.272 33 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.30it/s]
34/50 3.45G 0.905 0.6892 1.27 32 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.30it/s]
34/50 3.45G 0.9007 0.6903 1.271 23 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.30it/s]
34/50 3.45G 0.9007 0.6903 1.271 23 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.07it/s]
34/50 3.45G 0.9013 0.6881 1.269 37 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.07it/s]
34/50 3.45G 0.906 0.6931 1.274 29 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.07it/s]
34/50 3.45G 0.906 0.6931 1.274 29 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.87it/s]
34/50 3.45G 0.9098 0.6926 1.279 21 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.87it/s]
34/50 3.45G 0.9102 0.6931 1.279 34 512: 69%|██████▉ | 40/58 [00:03<00:01, 12.87it/s]
34/50 3.45G 0.9102 0.6931 1.279 34 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.59it/s]
34/50 3.45G 0.9111 0.6936 1.277 26 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.59it/s]
34/50 3.45G 0.9124 0.6953 1.278 35 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.59it/s]
34/50 3.45G 0.9124 0.6953 1.278 35 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.76it/s]
34/50 3.45G 0.9134 0.6946 1.279 24 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.76it/s]
34/50 3.45G 0.9138 0.696 1.277 37 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.76it/s]
34/50 3.45G 0.9138 0.696 1.277 37 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.34it/s]
34/50 3.45G 0.9133 0.6951 1.277 28 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.34it/s]
34/50 3.45G 0.9172 0.6982 1.276 46 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.34it/s]
34/50 3.45G 0.9172 0.6982 1.276 46 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.77it/s]
34/50 3.45G 0.9146 0.6958 1.274 29 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.77it/s]
34/50 3.45G 0.9124 0.6944 1.273 33 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.77it/s]
34/50 3.45G 0.9124 0.6944 1.273 33 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.57it/s]
34/50 3.45G 0.9141 0.6956 1.274 22 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.57it/s]
34/50 3.45G 0.9154 0.6963 1.276 23 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.57it/s]
34/50 3.45G 0.9154 0.6963 1.276 23 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.30it/s]
34/50 3.45G 0.9144 0.6958 1.275 29 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.30it/s]
34/50 3.45G 0.913 0.696 1.274 37 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.30it/s]
34/50 3.45G 0.913 0.696 1.274 37 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.96it/s]
34/50 3.45G 0.9107 0.695 1.272 27 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.96it/s]
34/50 3.45G 0.9089 0.6921 1.271 27 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.96it/s]
34/50 3.45G 0.9089 0.6921 1.271 27 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.16it/s]
34/50 3.45G 0.9087 0.6921 1.27 42 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.16it/s]
34/50 3.45G 0.9062 0.6946 1.269 13 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.16it/s]
34/50 3.45G 0.9062 0.6946 1.269 13 512: 100%|██████████| 58/58 [00:04<00:00, 13.67it/s]
34/50 3.45G 0.9062 0.6946 1.269 13 512: 100%|██████████| 58/58 [00:04<00:00, 13.80it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 14.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 16.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.98it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.25it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.31it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.33it/s]
+ all 253 461 0.899 0.842 0.908 0.636
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
35/50 3.45G 0.9581 0.8013 1.259 37 512: 0%| | 0/58 [00:00<?, ?it/s]
35/50 3.45G 0.849 0.7225 1.235 27 512: 0%| | 0/58 [00:00<?, ?it/s]
35/50 3.45G 0.849 0.7225 1.235 27 512: 3%|▎ | 2/58 [00:00<00:03, 15.85it/s]
35/50 3.45G 0.8168 0.677 1.187 36 512: 3%|▎ | 2/58 [00:00<00:03, 15.85it/s]
35/50 3.45G 0.8387 0.676 1.193 27 512: 3%|▎ | 2/58 [00:00<00:03, 15.85it/s]
35/50 3.45G 0.8387 0.676 1.193 27 512: 7%|▋ | 4/58 [00:00<00:03, 15.60it/s]
35/50 3.45G 0.837 0.6621 1.2 25 512: 7%|▋ | 4/58 [00:00<00:03, 15.60it/s]
35/50 3.45G 0.8491 0.6777 1.214 28 512: 7%|▋ | 4/58 [00:00<00:03, 15.60it/s]
35/50 3.45G 0.8491 0.6777 1.214 28 512: 10%|█ | 6/58 [00:00<00:03, 14.30it/s]
35/50 3.45G 0.8573 0.6793 1.22 39 512: 10%|█ | 6/58 [00:00<00:03, 14.30it/s]
35/50 3.45G 0.8509 0.6727 1.228 19 512: 10%|█ | 6/58 [00:00<00:03, 14.30it/s]
35/50 3.45G 0.8509 0.6727 1.228 19 512: 14%|█▍ | 8/58 [00:00<00:03, 14.49it/s]
35/50 3.45G 0.8522 0.6833 1.234 24 512: 14%|█▍ | 8/58 [00:00<00:03, 14.49it/s]
35/50 3.45G 0.8425 0.6645 1.223 38 512: 14%|█▍ | 8/58 [00:00<00:03, 14.49it/s]
35/50 3.45G 0.8425 0.6645 1.223 38 512: 17%|█▋ | 10/58 [00:00<00:03, 14.53it/s]
35/50 3.45G 0.8472 0.6717 1.239 18 512: 17%|█▋ | 10/58 [00:00<00:03, 14.53it/s]
35/50 3.45G 0.8572 0.6787 1.247 29 512: 17%|█▋ | 10/58 [00:00<00:03, 14.53it/s]
35/50 3.45G 0.8572 0.6787 1.247 29 512: 21%|██ | 12/58 [00:00<00:03, 14.69it/s]
35/50 3.45G 0.8583 0.6813 1.251 30 512: 21%|██ | 12/58 [00:00<00:03, 14.69it/s]
35/50 3.45G 0.8607 0.6771 1.254 46 512: 21%|██ | 12/58 [00:00<00:03, 14.69it/s]
35/50 3.45G 0.8607 0.6771 1.254 46 512: 24%|██▍ | 14/58 [00:00<00:03, 14.29it/s]
35/50 3.45G 0.8576 0.6683 1.252 33 512: 24%|██▍ | 14/58 [00:01<00:03, 14.29it/s]
35/50 3.45G 0.8609 0.6681 1.252 30 512: 24%|██▍ | 14/58 [00:01<00:03, 14.29it/s]
35/50 3.45G 0.8609 0.6681 1.252 30 512: 28%|██▊ | 16/58 [00:01<00:02, 14.70it/s]
35/50 3.45G 0.8801 0.6686 1.265 26 512: 28%|██▊ | 16/58 [00:01<00:02, 14.70it/s]
35/50 3.45G 0.883 0.6762 1.268 34 512: 28%|██▊ | 16/58 [00:01<00:02, 14.70it/s]
35/50 3.45G 0.883 0.6762 1.268 34 512: 31%|███ | 18/58 [00:01<00:02, 14.70it/s]
35/50 3.45G 0.8865 0.6793 1.271 21 512: 31%|███ | 18/58 [00:01<00:02, 14.70it/s]
35/50 3.45G 0.8898 0.6801 1.271 36 512: 31%|███ | 18/58 [00:01<00:02, 14.70it/s]
35/50 3.45G 0.8898 0.6801 1.271 36 512: 34%|███▍ | 20/58 [00:01<00:02, 15.02it/s]
35/50 3.45G 0.9001 0.6843 1.281 28 512: 34%|███▍ | 20/58 [00:01<00:02, 15.02it/s]
35/50 3.45G 0.9014 0.684 1.279 36 512: 34%|███▍ | 20/58 [00:01<00:02, 15.02it/s]
35/50 3.45G 0.9014 0.684 1.279 36 512: 38%|███▊ | 22/58 [00:01<00:02, 13.84it/s]
35/50 3.45G 0.8943 0.6781 1.277 23 512: 38%|███▊ | 22/58 [00:01<00:02, 13.84it/s]
35/50 3.45G 0.895 0.676 1.278 35 512: 38%|███▊ | 22/58 [00:01<00:02, 13.84it/s]
35/50 3.45G 0.895 0.676 1.278 35 512: 41%|████▏ | 24/58 [00:01<00:02, 14.28it/s]
35/50 3.45G 0.8991 0.683 1.282 21 512: 41%|████▏ | 24/58 [00:01<00:02, 14.28it/s]
35/50 3.45G 0.8887 0.677 1.276 33 512: 41%|████▏ | 24/58 [00:01<00:02, 14.28it/s]
35/50 3.45G 0.8887 0.677 1.276 33 512: 45%|████▍ | 26/58 [00:01<00:02, 14.23it/s]
35/50 3.45G 0.8811 0.6745 1.273 22 512: 45%|████▍ | 26/58 [00:01<00:02, 14.23it/s]
35/50 3.45G 0.8839 0.676 1.276 25 512: 45%|████▍ | 26/58 [00:01<00:02, 14.23it/s]
35/50 3.45G 0.8839 0.676 1.276 25 512: 48%|████▊ | 28/58 [00:01<00:02, 13.80it/s]
35/50 3.45G 0.8897 0.6783 1.277 37 512: 48%|████▊ | 28/58 [00:02<00:02, 13.80it/s]
35/50 3.45G 0.8922 0.682 1.278 53 512: 48%|████▊ | 28/58 [00:02<00:02, 13.80it/s]
35/50 3.45G 0.8922 0.682 1.278 53 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.09it/s]
35/50 3.45G 0.8976 0.6818 1.279 33 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.09it/s]
35/50 3.45G 0.905 0.6825 1.283 37 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.09it/s]
35/50 3.45G 0.905 0.6825 1.283 37 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.77it/s]
35/50 3.45G 0.9028 0.6812 1.282 22 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.77it/s]
35/50 3.45G 0.9103 0.684 1.284 44 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.77it/s]
35/50 3.45G 0.9103 0.684 1.284 44 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.22it/s]
35/50 3.45G 0.9098 0.6858 1.283 33 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.22it/s]
35/50 3.45G 0.9123 0.6836 1.286 28 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.22it/s]
35/50 3.45G 0.9123 0.6836 1.286 28 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.83it/s]
35/50 3.45G 0.9148 0.6839 1.288 30 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.83it/s]
35/50 3.45G 0.914 0.687 1.285 36 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.83it/s]
35/50 3.45G 0.914 0.687 1.285 36 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.36it/s]
35/50 3.45G 0.9138 0.6848 1.285 29 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.36it/s]
35/50 3.45G 0.9137 0.6893 1.285 26 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.36it/s]
35/50 3.45G 0.9137 0.6893 1.285 26 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.43it/s]
35/50 3.45G 0.9146 0.6903 1.286 25 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.43it/s]
35/50 3.45G 0.9165 0.6892 1.289 29 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.43it/s]
35/50 3.45G 0.9165 0.6892 1.289 29 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.48it/s]
35/50 3.45G 0.9161 0.6898 1.286 33 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.48it/s]
35/50 3.45G 0.9149 0.6892 1.288 22 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.48it/s]
35/50 3.45G 0.9149 0.6892 1.288 22 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.43it/s]
35/50 3.45G 0.9161 0.6897 1.286 41 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.43it/s]
35/50 3.45G 0.9159 0.6888 1.286 39 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.43it/s]
35/50 3.45G 0.9159 0.6888 1.286 39 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.76it/s]
35/50 3.45G 0.9124 0.6878 1.283 27 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.76it/s]
35/50 3.45G 0.9118 0.6885 1.28 26 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.76it/s]
35/50 3.45G 0.9118 0.6885 1.28 26 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.06it/s]
35/50 3.45G 0.9088 0.687 1.277 32 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.06it/s]
35/50 3.45G 0.9055 0.6877 1.277 30 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.06it/s]
35/50 3.45G 0.9055 0.6877 1.277 30 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.45it/s]
35/50 3.45G 0.9073 0.6865 1.277 34 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.45it/s]
35/50 3.45G 0.9031 0.6846 1.275 21 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.45it/s]
35/50 3.45G 0.9031 0.6846 1.275 21 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.25it/s]
35/50 3.45G 0.8985 0.6809 1.272 27 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.25it/s]
35/50 3.45G 0.8967 0.6788 1.271 27 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.25it/s]
35/50 3.45G 0.8967 0.6788 1.271 27 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.02it/s]
35/50 3.45G 0.8945 0.6774 1.273 23 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.02it/s]
35/50 3.45G 0.8914 0.6759 1.272 24 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.02it/s]
35/50 3.45G 0.8914 0.6759 1.272 24 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.76it/s]
35/50 3.45G 0.8917 0.6749 1.272 30 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.76it/s]
35/50 3.45G 0.8901 0.6741 1.27 11 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.76it/s]
35/50 3.45G 0.8901 0.6741 1.27 11 512: 100%|██████████| 58/58 [00:04<00:00, 14.41it/s]
35/50 3.45G 0.8901 0.6741 1.27 11 512: 100%|██████████| 58/58 [00:04<00:00, 13.89it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 17.31it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.19it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.51it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.31it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.21it/s]
+ all 253 461 0.915 0.829 0.897 0.634
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
36/50 3.45G 0.8336 0.8394 1.28 25 512: 0%| | 0/58 [00:00<?, ?it/s]
36/50 3.45G 0.9528 0.9113 1.315 42 512: 0%| | 0/58 [00:00<?, ?it/s]
36/50 3.45G 0.9528 0.9113 1.315 42 512: 3%|▎ | 2/58 [00:00<00:03, 15.77it/s]
36/50 3.45G 0.8844 0.8217 1.255 38 512: 3%|▎ | 2/58 [00:00<00:03, 15.77it/s]
36/50 3.45G 0.9097 0.7796 1.269 28 512: 3%|▎ | 2/58 [00:00<00:03, 15.77it/s]
36/50 3.45G 0.9097 0.7796 1.269 28 512: 7%|▋ | 4/58 [00:00<00:03, 13.95it/s]
36/50 3.45G 0.8789 0.729 1.245 25 512: 7%|▋ | 4/58 [00:00<00:03, 13.95it/s]
36/50 3.45G 0.861 0.7162 1.243 29 512: 7%|▋ | 4/58 [00:00<00:03, 13.95it/s]
36/50 3.45G 0.861 0.7162 1.243 29 512: 10%|█ | 6/58 [00:00<00:03, 14.76it/s]
36/50 3.45G 0.8749 0.7058 1.25 29 512: 10%|█ | 6/58 [00:00<00:03, 14.76it/s]
36/50 3.45G 0.8926 0.7166 1.266 37 512: 10%|█ | 6/58 [00:00<00:03, 14.76it/s]
36/50 3.45G 0.8926 0.7166 1.266 37 512: 14%|█▍ | 8/58 [00:00<00:03, 14.82it/s]
36/50 3.45G 0.8705 0.6945 1.252 24 512: 14%|█▍ | 8/58 [00:00<00:03, 14.82it/s]
36/50 3.45G 0.8959 0.71 1.268 33 512: 14%|█▍ | 8/58 [00:00<00:03, 14.82it/s]
36/50 3.45G 0.8959 0.71 1.268 33 512: 17%|█▋ | 10/58 [00:00<00:03, 15.07it/s]
36/50 3.45G 0.8794 0.693 1.26 29 512: 17%|█▋ | 10/58 [00:00<00:03, 15.07it/s]
36/50 3.45G 0.8663 0.6798 1.252 27 512: 17%|█▋ | 10/58 [00:00<00:03, 15.07it/s]
36/50 3.45G 0.8663 0.6798 1.252 27 512: 21%|██ | 12/58 [00:00<00:03, 14.10it/s]
36/50 3.45G 0.8499 0.6636 1.24 26 512: 21%|██ | 12/58 [00:00<00:03, 14.10it/s]
36/50 3.45G 0.862 0.6669 1.24 40 512: 21%|██ | 12/58 [00:00<00:03, 14.10it/s]
36/50 3.45G 0.862 0.6669 1.24 40 512: 24%|██▍ | 14/58 [00:00<00:03, 14.41it/s]
36/50 3.45G 0.8618 0.6645 1.25 22 512: 24%|██▍ | 14/58 [00:01<00:03, 14.41it/s]
36/50 3.45G 0.8661 0.6667 1.255 25 512: 24%|██▍ | 14/58 [00:01<00:03, 14.41it/s]
36/50 3.45G 0.8661 0.6667 1.255 25 512: 28%|██▊ | 16/58 [00:01<00:02, 14.87it/s]
36/50 3.45G 0.8586 0.6594 1.246 27 512: 28%|██▊ | 16/58 [00:01<00:02, 14.87it/s]
36/50 3.45G 0.8605 0.664 1.246 29 512: 28%|██▊ | 16/58 [00:01<00:02, 14.87it/s]
36/50 3.45G 0.8605 0.664 1.246 29 512: 31%|███ | 18/58 [00:01<00:02, 15.08it/s]
36/50 3.45G 0.8506 0.6564 1.239 20 512: 31%|███ | 18/58 [00:01<00:02, 15.08it/s]
36/50 3.45G 0.8568 0.6578 1.238 44 512: 31%|███ | 18/58 [00:01<00:02, 15.08it/s]
36/50 3.45G 0.8568 0.6578 1.238 44 512: 34%|███▍ | 20/58 [00:01<00:02, 13.18it/s]
36/50 3.45G 0.8571 0.6548 1.238 28 512: 34%|███▍ | 20/58 [00:01<00:02, 13.18it/s]
36/50 3.45G 0.8549 0.6528 1.234 39 512: 34%|███▍ | 20/58 [00:01<00:02, 13.18it/s]
36/50 3.45G 0.8549 0.6528 1.234 39 512: 38%|███▊ | 22/58 [00:01<00:02, 13.78it/s]
36/50 3.45G 0.8532 0.6518 1.234 34 512: 38%|███▊ | 22/58 [00:01<00:02, 13.78it/s]
36/50 3.45G 0.8514 0.6516 1.231 30 512: 38%|███▊ | 22/58 [00:01<00:02, 13.78it/s]
36/50 3.45G 0.8514 0.6516 1.231 30 512: 41%|████▏ | 24/58 [00:01<00:02, 14.07it/s]
36/50 3.45G 0.846 0.6478 1.23 29 512: 41%|████▏ | 24/58 [00:01<00:02, 14.07it/s]
36/50 3.45G 0.8564 0.655 1.234 34 512: 41%|████▏ | 24/58 [00:01<00:02, 14.07it/s]
36/50 3.45G 0.8564 0.655 1.234 34 512: 45%|████▍ | 26/58 [00:01<00:02, 14.13it/s]
36/50 3.45G 0.854 0.6552 1.231 37 512: 45%|████▍ | 26/58 [00:01<00:02, 14.13it/s]
36/50 3.45G 0.8491 0.6524 1.226 40 512: 45%|████▍ | 26/58 [00:01<00:02, 14.13it/s]
36/50 3.45G 0.8491 0.6524 1.226 40 512: 48%|████▊ | 28/58 [00:01<00:02, 13.31it/s]
36/50 3.45G 0.8514 0.6559 1.228 31 512: 48%|████▊ | 28/58 [00:02<00:02, 13.31it/s]
36/50 3.45G 0.8562 0.6566 1.228 38 512: 48%|████▊ | 28/58 [00:02<00:02, 13.31it/s]
36/50 3.45G 0.8562 0.6566 1.228 38 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.82it/s]
36/50 3.45G 0.8492 0.6548 1.224 34 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.82it/s]
36/50 3.45G 0.8497 0.6535 1.222 36 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.82it/s]
36/50 3.45G 0.8497 0.6535 1.222 36 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.46it/s]
36/50 3.45G 0.8515 0.6571 1.225 34 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.46it/s]
36/50 3.45G 0.8508 0.6542 1.224 30 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.46it/s]
36/50 3.45G 0.8508 0.6542 1.224 30 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.62it/s]
36/50 3.45G 0.8544 0.657 1.227 34 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.62it/s]
36/50 3.45G 0.8493 0.6526 1.224 29 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.62it/s]
36/50 3.45G 0.8493 0.6526 1.224 29 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.13it/s]
36/50 3.45G 0.8504 0.654 1.223 35 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.13it/s]
36/50 3.45G 0.8481 0.6547 1.223 24 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.13it/s]
36/50 3.45G 0.8481 0.6547 1.223 24 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.78it/s]
36/50 3.45G 0.8456 0.6535 1.22 29 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.78it/s]
36/50 3.45G 0.8475 0.6526 1.22 36 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.78it/s]
36/50 3.45G 0.8475 0.6526 1.22 36 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.41it/s]
36/50 3.45G 0.8468 0.6556 1.225 13 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.41it/s]
36/50 3.45G 0.8514 0.6593 1.23 26 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.41it/s]
36/50 3.45G 0.8514 0.6593 1.23 26 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.60it/s]
36/50 3.45G 0.8527 0.6621 1.23 24 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.60it/s]
36/50 3.45G 0.855 0.6646 1.232 35 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.60it/s]
36/50 3.45G 0.855 0.6646 1.232 35 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.61it/s]
36/50 3.45G 0.8543 0.665 1.232 29 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.61it/s]
36/50 3.45G 0.8567 0.6686 1.234 40 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.61it/s]
36/50 3.45G 0.8567 0.6686 1.234 40 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.39it/s]
36/50 3.45G 0.8543 0.6667 1.233 24 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.39it/s]
36/50 3.45G 0.8521 0.6657 1.232 34 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.39it/s]
36/50 3.45G 0.8521 0.6657 1.232 34 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.06it/s]
36/50 3.45G 0.8514 0.6668 1.231 34 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.06it/s]
36/50 3.45G 0.8524 0.6665 1.233 28 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.06it/s]
36/50 3.45G 0.8524 0.6665 1.233 28 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.02it/s]
36/50 3.45G 0.854 0.6652 1.233 29 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.02it/s]
36/50 3.45G 0.8581 0.6675 1.236 30 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.02it/s]
36/50 3.45G 0.8581 0.6675 1.236 30 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.31it/s]
36/50 3.45G 0.8621 0.6706 1.238 33 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.31it/s]
36/50 3.45G 0.8643 0.6718 1.237 49 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.31it/s]
36/50 3.45G 0.8643 0.6718 1.237 49 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.72it/s]
36/50 3.45G 0.8639 0.6709 1.237 31 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.72it/s]
36/50 3.45G 0.8655 0.6699 1.238 31 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.72it/s]
36/50 3.45G 0.8655 0.6699 1.238 31 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.18it/s]
36/50 3.45G 0.8653 0.6682 1.238 35 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.18it/s]
36/50 3.45G 0.8676 0.6677 1.239 14 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.18it/s]
36/50 3.45G 0.8676 0.6677 1.239 14 512: 100%|██████████| 58/58 [00:04<00:00, 13.61it/s]
36/50 3.45G 0.8676 0.6677 1.239 14 512: 100%|██████████| 58/58 [00:04<00:00, 13.82it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 17.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 13.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.41it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.21it/s]
+ all 253 461 0.887 0.833 0.903 0.621
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
37/50 3.45G 0.8212 0.6146 1.296 28 512: 0%| | 0/58 [00:00<?, ?it/s]
37/50 3.45G 0.8744 0.6637 1.307 23 512: 0%| | 0/58 [00:00<?, ?it/s]
37/50 3.45G 0.8744 0.6637 1.307 23 512: 3%|▎ | 2/58 [00:00<00:04, 13.58it/s]
37/50 3.45G 0.8764 0.6316 1.28 28 512: 3%|▎ | 2/58 [00:00<00:04, 13.58it/s]
37/50 3.45G 0.8807 0.6671 1.283 30 512: 3%|▎ | 2/58 [00:00<00:04, 13.58it/s]
37/50 3.45G 0.8807 0.6671 1.283 30 512: 7%|▋ | 4/58 [00:00<00:03, 14.91it/s]
37/50 3.45G 0.8616 0.645 1.265 30 512: 7%|▋ | 4/58 [00:00<00:03, 14.91it/s]
37/50 3.45G 0.8786 0.6565 1.266 30 512: 7%|▋ | 4/58 [00:00<00:03, 14.91it/s]
37/50 3.45G 0.8786 0.6565 1.266 30 512: 10%|█ | 6/58 [00:00<00:03, 15.03it/s]
37/50 3.45G 0.8308 0.6296 1.235 25 512: 10%|█ | 6/58 [00:00<00:03, 15.03it/s]
37/50 3.45G 0.8452 0.629 1.234 33 512: 10%|█ | 6/58 [00:00<00:03, 15.03it/s]
37/50 3.45G 0.8452 0.629 1.234 33 512: 14%|█▍ | 8/58 [00:00<00:03, 15.13it/s]
37/50 3.45G 0.8402 0.6459 1.234 27 512: 14%|█▍ | 8/58 [00:00<00:03, 15.13it/s]
37/50 3.45G 0.8347 0.6425 1.227 25 512: 14%|█▍ | 8/58 [00:00<00:03, 15.13it/s]
37/50 3.45G 0.8347 0.6425 1.227 25 512: 17%|█▋ | 10/58 [00:00<00:03, 14.25it/s]
37/50 3.45G 0.839 0.6372 1.224 37 512: 17%|█▋ | 10/58 [00:00<00:03, 14.25it/s]
37/50 3.45G 0.8554 0.6425 1.236 39 512: 17%|█▋ | 10/58 [00:00<00:03, 14.25it/s]
37/50 3.45G 0.8554 0.6425 1.236 39 512: 21%|██ | 12/58 [00:00<00:03, 14.63it/s]
37/50 3.45G 0.8461 0.638 1.233 27 512: 21%|██ | 12/58 [00:00<00:03, 14.63it/s]
37/50 3.45G 0.8566 0.6437 1.234 44 512: 21%|██ | 12/58 [00:00<00:03, 14.63it/s]
37/50 3.45G 0.8566 0.6437 1.234 44 512: 24%|██▍ | 14/58 [00:00<00:02, 14.98it/s]
37/50 3.45G 0.8606 0.6502 1.24 35 512: 24%|██▍ | 14/58 [00:01<00:02, 14.98it/s]
37/50 3.45G 0.8788 0.6525 1.248 30 512: 24%|██▍ | 14/58 [00:01<00:02, 14.98it/s]
37/50 3.45G 0.8788 0.6525 1.248 30 512: 28%|██▊ | 16/58 [00:01<00:02, 14.47it/s]
37/50 3.45G 0.8771 0.65 1.246 35 512: 28%|██▊ | 16/58 [00:01<00:02, 14.47it/s]
37/50 3.45G 0.8893 0.6592 1.259 24 512: 28%|██▊ | 16/58 [00:01<00:02, 14.47it/s]
37/50 3.45G 0.8893 0.6592 1.259 24 512: 31%|███ | 18/58 [00:01<00:03, 12.88it/s]
37/50 3.45G 0.8828 0.6562 1.25 47 512: 31%|███ | 18/58 [00:01<00:03, 12.88it/s]
37/50 3.45G 0.8929 0.6585 1.263 22 512: 31%|███ | 18/58 [00:01<00:03, 12.88it/s]
37/50 3.45G 0.8929 0.6585 1.263 22 512: 34%|███▍ | 20/58 [00:01<00:02, 13.73it/s]
37/50 3.45G 0.8879 0.6552 1.258 34 512: 34%|███▍ | 20/58 [00:01<00:02, 13.73it/s]
37/50 3.45G 0.8878 0.6552 1.256 34 512: 34%|███▍ | 20/58 [00:01<00:02, 13.73it/s]
37/50 3.45G 0.8878 0.6552 1.256 34 512: 38%|███▊ | 22/58 [00:01<00:02, 14.26it/s]
37/50 3.45G 0.8812 0.6483 1.258 23 512: 38%|███▊ | 22/58 [00:01<00:02, 14.26it/s]
37/50 3.45G 0.8748 0.6418 1.25 24 512: 38%|███▊ | 22/58 [00:01<00:02, 14.26it/s]
37/50 3.45G 0.8748 0.6418 1.25 24 512: 41%|████▏ | 24/58 [00:01<00:02, 14.15it/s]
37/50 3.45G 0.8694 0.6412 1.25 22 512: 41%|████▏ | 24/58 [00:01<00:02, 14.15it/s]
37/50 3.45G 0.8633 0.6361 1.247 26 512: 41%|████▏ | 24/58 [00:01<00:02, 14.15it/s]
37/50 3.45G 0.8633 0.6361 1.247 26 512: 45%|████▍ | 26/58 [00:01<00:02, 13.03it/s]
37/50 3.45G 0.8587 0.631 1.241 39 512: 45%|████▍ | 26/58 [00:01<00:02, 13.03it/s]
37/50 3.45G 0.8604 0.63 1.242 28 512: 45%|████▍ | 26/58 [00:01<00:02, 13.03it/s]
37/50 3.45G 0.8604 0.63 1.242 28 512: 48%|████▊ | 28/58 [00:01<00:02, 13.63it/s]
37/50 3.45G 0.8589 0.6278 1.24 31 512: 48%|████▊ | 28/58 [00:02<00:02, 13.63it/s]
37/50 3.45G 0.8674 0.6349 1.242 44 512: 48%|████▊ | 28/58 [00:02<00:02, 13.63it/s]
37/50 3.45G 0.8674 0.6349 1.242 44 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.69it/s]
37/50 3.45G 0.8642 0.635 1.241 30 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.69it/s]
37/50 3.45G 0.8624 0.6307 1.238 33 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.69it/s]
37/50 3.45G 0.8624 0.6307 1.238 33 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.92it/s]
37/50 3.45G 0.8684 0.6359 1.244 38 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.92it/s]
37/50 3.45G 0.876 0.6421 1.247 40 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.92it/s]
37/50 3.45G 0.876 0.6421 1.247 40 512: 59%|█████▊ | 34/58 [00:02<00:01, 12.78it/s]
37/50 3.45G 0.8811 0.6482 1.251 29 512: 59%|█████▊ | 34/58 [00:02<00:01, 12.78it/s]
37/50 3.45G 0.888 0.6532 1.26 21 512: 59%|█████▊ | 34/58 [00:02<00:01, 12.78it/s]
37/50 3.45G 0.888 0.6532 1.26 21 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.43it/s]
37/50 3.45G 0.8892 0.6537 1.26 25 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.43it/s]
37/50 3.45G 0.8924 0.6565 1.263 30 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.43it/s]
37/50 3.45G 0.8924 0.6565 1.263 30 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.41it/s]
37/50 3.45G 0.8935 0.6544 1.262 30 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.41it/s]
37/50 3.45G 0.8898 0.6543 1.26 20 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.41it/s]
37/50 3.45G 0.8898 0.6543 1.26 20 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.30it/s]
37/50 3.45G 0.8871 0.6535 1.258 34 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.30it/s]
37/50 3.45G 0.8867 0.654 1.255 51 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.30it/s]
37/50 3.45G 0.8867 0.654 1.255 51 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.89it/s]
37/50 3.45G 0.8886 0.653 1.257 28 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.89it/s]
37/50 3.45G 0.8897 0.6565 1.259 29 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.89it/s]
37/50 3.45G 0.8897 0.6565 1.259 29 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.80it/s]
37/50 3.45G 0.8883 0.6551 1.258 23 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.80it/s]
37/50 3.45G 0.8853 0.654 1.256 30 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.80it/s]
37/50 3.45G 0.8853 0.654 1.256 30 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.56it/s]
37/50 3.45G 0.8831 0.6521 1.253 32 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.56it/s]
37/50 3.45G 0.8824 0.6509 1.253 25 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.56it/s]
37/50 3.45G 0.8824 0.6509 1.253 25 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.67it/s]
37/50 3.45G 0.8814 0.651 1.252 30 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.67it/s]
37/50 3.45G 0.8835 0.6521 1.255 33 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.67it/s]
37/50 3.45G 0.8835 0.6521 1.255 33 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.95it/s]
37/50 3.45G 0.8805 0.652 1.253 26 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.95it/s]
37/50 3.45G 0.882 0.651 1.253 44 512: 86%|████████▌ | 50/58 [00:03<00:00, 12.95it/s]
37/50 3.45G 0.882 0.651 1.253 44 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.26it/s]
37/50 3.45G 0.8836 0.6531 1.255 26 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.26it/s]
37/50 3.45G 0.8844 0.6531 1.256 29 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.26it/s]
37/50 3.45G 0.8844 0.6531 1.256 29 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.31it/s]
37/50 3.45G 0.884 0.6521 1.256 28 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.31it/s]
37/50 3.45G 0.8855 0.6523 1.257 33 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.31it/s]
37/50 3.45G 0.8855 0.6523 1.257 33 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.01it/s]
37/50 3.45G 0.8886 0.6545 1.257 59 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.01it/s]
37/50 3.45G 0.8922 0.6559 1.261 13 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.01it/s]
37/50 3.45G 0.8922 0.6559 1.261 13 512: 100%|██████████| 58/58 [00:04<00:00, 13.81it/s]
37/50 3.45G 0.8922 0.6559 1.261 13 512: 100%|██████████| 58/58 [00:04<00:00, 13.69it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 12.50it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.18it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.18it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.34it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 16.27it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.37it/s]
+ all 253 461 0.907 0.842 0.911 0.626
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
38/50 3.45G 0.8227 0.6256 1.224 30 512: 0%| | 0/58 [00:00<?, ?it/s]
38/50 3.45G 0.9288 0.6654 1.284 28 512: 0%| | 0/58 [00:00<?, ?it/s]
38/50 3.45G 0.9288 0.6654 1.284 28 512: 3%|▎ | 2/58 [00:00<00:03, 15.64it/s]
38/50 3.45G 0.8958 0.6536 1.267 25 512: 3%|▎ | 2/58 [00:00<00:03, 15.64it/s]
38/50 3.45G 0.9607 0.679 1.339 25 512: 3%|▎ | 2/58 [00:00<00:03, 15.64it/s]
38/50 3.45G 0.9607 0.679 1.339 25 512: 7%|▋ | 4/58 [00:00<00:03, 15.24it/s]
38/50 3.45G 0.9628 0.6851 1.342 22 512: 7%|▋ | 4/58 [00:00<00:03, 15.24it/s]
38/50 3.45G 0.9657 0.6918 1.347 32 512: 7%|▋ | 4/58 [00:00<00:03, 15.24it/s]
38/50 3.45G 0.9657 0.6918 1.347 32 512: 10%|█ | 6/58 [00:00<00:03, 15.43it/s]
38/50 3.45G 0.9686 0.7208 1.347 19 512: 10%|█ | 6/58 [00:00<00:03, 15.43it/s]
38/50 3.45G 0.9665 0.7035 1.34 30 512: 10%|█ | 6/58 [00:00<00:03, 15.43it/s]
38/50 3.45G 0.9665 0.7035 1.34 30 512: 14%|█▍ | 8/58 [00:00<00:03, 14.41it/s]
38/50 3.45G 0.9626 0.7058 1.336 29 512: 14%|█▍ | 8/58 [00:00<00:03, 14.41it/s]
38/50 3.45G 0.977 0.7257 1.334 36 512: 14%|█▍ | 8/58 [00:00<00:03, 14.41it/s]
38/50 3.45G 0.977 0.7257 1.334 36 512: 17%|█▋ | 10/58 [00:00<00:03, 15.01it/s]
38/50 3.45G 0.9653 0.7172 1.324 27 512: 17%|█▋ | 10/58 [00:00<00:03, 15.01it/s]
38/50 3.45G 0.9409 0.7012 1.308 22 512: 17%|█▋ | 10/58 [00:00<00:03, 15.01it/s]
38/50 3.45G 0.9409 0.7012 1.308 22 512: 21%|██ | 12/58 [00:00<00:03, 15.27it/s]
38/50 3.45G 0.9308 0.6983 1.298 32 512: 21%|██ | 12/58 [00:00<00:03, 15.27it/s]
38/50 3.45G 0.9268 0.6994 1.288 48 512: 21%|██ | 12/58 [00:00<00:03, 15.27it/s]
38/50 3.45G 0.9268 0.6994 1.288 48 512: 24%|██▍ | 14/58 [00:00<00:02, 15.22it/s]
38/50 3.45G 0.9161 0.6904 1.275 34 512: 24%|██▍ | 14/58 [00:00<00:02, 15.22it/s]
38/50 3.45G 0.9125 0.6859 1.266 46 512: 24%|██▍ | 14/58 [00:01<00:02, 15.22it/s]
38/50 3.45G 0.9125 0.6859 1.266 46 512: 28%|██▊ | 16/58 [00:01<00:02, 14.50it/s]
38/50 3.45G 0.901 0.6743 1.257 27 512: 28%|██▊ | 16/58 [00:01<00:02, 14.50it/s]
38/50 3.45G 0.8993 0.6723 1.254 25 512: 28%|██▊ | 16/58 [00:01<00:02, 14.50it/s]
38/50 3.45G 0.8993 0.6723 1.254 25 512: 31%|███ | 18/58 [00:01<00:02, 14.67it/s]
38/50 3.45G 0.8938 0.669 1.249 33 512: 31%|███ | 18/58 [00:01<00:02, 14.67it/s]
38/50 3.45G 0.891 0.6669 1.246 38 512: 31%|███ | 18/58 [00:01<00:02, 14.67it/s]
38/50 3.45G 0.891 0.6669 1.246 38 512: 34%|███▍ | 20/58 [00:01<00:02, 14.31it/s]
38/50 3.45G 0.8879 0.6603 1.248 30 512: 34%|███▍ | 20/58 [00:01<00:02, 14.31it/s]
38/50 3.45G 0.8851 0.6648 1.247 26 512: 34%|███▍ | 20/58 [00:01<00:02, 14.31it/s]
38/50 3.45G 0.8851 0.6648 1.247 26 512: 38%|███▊ | 22/58 [00:01<00:02, 14.17it/s]
38/50 3.45G 0.8887 0.6713 1.242 39 512: 38%|███▊ | 22/58 [00:01<00:02, 14.17it/s]
38/50 3.45G 0.8826 0.6656 1.239 25 512: 38%|███▊ | 22/58 [00:01<00:02, 14.17it/s]
38/50 3.45G 0.8826 0.6656 1.239 25 512: 41%|████▏ | 24/58 [00:01<00:02, 13.55it/s]
38/50 3.45G 0.8865 0.668 1.241 38 512: 41%|████▏ | 24/58 [00:01<00:02, 13.55it/s]
38/50 3.45G 0.887 0.6688 1.244 33 512: 41%|████▏ | 24/58 [00:01<00:02, 13.55it/s]
38/50 3.45G 0.887 0.6688 1.244 33 512: 45%|████▍ | 26/58 [00:01<00:02, 13.92it/s]
38/50 3.45G 0.8924 0.6721 1.244 53 512: 45%|████▍ | 26/58 [00:01<00:02, 13.92it/s]
38/50 3.45G 0.8888 0.6712 1.24 35 512: 45%|████▍ | 26/58 [00:01<00:02, 13.92it/s]
38/50 3.45G 0.8888 0.6712 1.24 35 512: 48%|████▊ | 28/58 [00:01<00:02, 14.18it/s]
38/50 3.45G 0.8871 0.6708 1.24 28 512: 48%|████▊ | 28/58 [00:01<00:02, 14.18it/s]
38/50 3.45G 0.8862 0.6709 1.238 32 512: 48%|████▊ | 28/58 [00:02<00:02, 14.18it/s]
38/50 3.45G 0.8862 0.6709 1.238 32 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.87it/s]
38/50 3.45G 0.8876 0.6731 1.24 42 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.87it/s]
38/50 3.45G 0.8854 0.671 1.238 31 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.87it/s]
38/50 3.45G 0.8854 0.671 1.238 31 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.93it/s]
38/50 3.45G 0.8919 0.6747 1.24 53 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.93it/s]
38/50 3.45G 0.8865 0.6729 1.238 31 512: 55%|█████▌ | 32/58 [00:02<00:02, 12.93it/s]
38/50 3.45G 0.8865 0.6729 1.238 31 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.58it/s]
38/50 3.45G 0.8932 0.6815 1.241 57 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.58it/s]
38/50 3.45G 0.8928 0.6863 1.243 28 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.58it/s]
38/50 3.45G 0.8928 0.6863 1.243 28 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.42it/s]
38/50 3.45G 0.8938 0.6831 1.242 39 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.42it/s]
38/50 3.45G 0.886 0.6782 1.238 25 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.42it/s]
38/50 3.45G 0.886 0.6782 1.238 25 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.54it/s]
38/50 3.45G 0.8899 0.6785 1.24 43 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.54it/s]
38/50 3.45G 0.8849 0.6758 1.237 31 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.54it/s]
38/50 3.45G 0.8849 0.6758 1.237 31 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.04it/s]
38/50 3.45G 0.8869 0.6756 1.237 34 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.04it/s]
38/50 3.45G 0.8824 0.6725 1.234 27 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.04it/s]
38/50 3.45G 0.8824 0.6725 1.234 27 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.63it/s]
38/50 3.45G 0.8803 0.671 1.234 31 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.63it/s]
38/50 3.45G 0.8783 0.6726 1.233 49 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.63it/s]
38/50 3.45G 0.8783 0.6726 1.233 49 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.27it/s]
38/50 3.45G 0.8772 0.6702 1.231 38 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.27it/s]
38/50 3.45G 0.8742 0.6678 1.231 34 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.27it/s]
38/50 3.45G 0.8742 0.6678 1.231 34 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.88it/s]
38/50 3.45G 0.8748 0.6681 1.231 29 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.88it/s]
38/50 3.45G 0.8743 0.6654 1.23 30 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.88it/s]
38/50 3.45G 0.8743 0.6654 1.23 30 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.68it/s]
38/50 3.45G 0.8747 0.6673 1.232 24 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.68it/s]
38/50 3.45G 0.8733 0.6638 1.23 37 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.68it/s]
38/50 3.45G 0.8733 0.6638 1.23 37 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.29it/s]
38/50 3.45G 0.8726 0.6605 1.229 29 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.29it/s]
38/50 3.45G 0.8776 0.669 1.235 17 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.29it/s]
38/50 3.45G 0.8776 0.669 1.235 17 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.91it/s]
38/50 3.45G 0.8763 0.667 1.237 18 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.91it/s]
38/50 3.45G 0.8775 0.6658 1.239 29 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.91it/s]
38/50 3.45G 0.8775 0.6658 1.239 29 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.67it/s]
38/50 3.45G 0.8836 0.6677 1.246 23 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.67it/s]
38/50 3.45G 0.8823 0.6667 1.245 33 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.67it/s]
38/50 3.45G 0.8823 0.6667 1.245 33 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.50it/s]
38/50 3.45G 0.8801 0.665 1.244 35 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.50it/s]
38/50 3.45G 0.8852 0.6671 1.25 12 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.50it/s]
38/50 3.45G 0.8852 0.6671 1.25 12 512: 100%|██████████| 58/58 [00:04<00:00, 14.08it/s]
38/50 3.45G 0.8852 0.6671 1.25 12 512: 100%|██████████| 58/58 [00:04<00:00, 13.90it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 17.26it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 12.38it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 13.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.52it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.18it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.42it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 14.96it/s]
+ all 253 461 0.897 0.832 0.903 0.642
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
39/50 3.45G 0.7478 0.6505 1.146 39 512: 0%| | 0/58 [00:00<?, ?it/s]
39/50 3.45G 0.7941 0.6709 1.218 26 512: 0%| | 0/58 [00:00<?, ?it/s]
39/50 3.45G 0.7941 0.6709 1.218 26 512: 3%|▎ | 2/58 [00:00<00:03, 15.19it/s]
39/50 3.45G 0.825 0.6729 1.237 25 512: 3%|▎ | 2/58 [00:00<00:03, 15.19it/s]
39/50 3.45G 0.8121 0.6403 1.203 31 512: 3%|▎ | 2/58 [00:00<00:03, 15.19it/s]
39/50 3.45G 0.8121 0.6403 1.203 31 512: 7%|▋ | 4/58 [00:00<00:03, 15.10it/s]
39/50 3.45G 0.8068 0.6266 1.197 22 512: 7%|▋ | 4/58 [00:00<00:03, 15.10it/s]
39/50 3.45G 0.8121 0.644 1.217 19 512: 7%|▋ | 4/58 [00:00<00:03, 15.10it/s]
39/50 3.45G 0.8121 0.644 1.217 19 512: 10%|█ | 6/58 [00:00<00:03, 13.94it/s]
39/50 3.45G 0.843 0.6568 1.259 25 512: 10%|█ | 6/58 [00:00<00:03, 13.94it/s]
39/50 3.45G 0.8401 0.6592 1.249 30 512: 10%|█ | 6/58 [00:00<00:03, 13.94it/s]
39/50 3.45G 0.8401 0.6592 1.249 30 512: 14%|█▍ | 8/58 [00:00<00:03, 14.61it/s]
39/50 3.45G 0.8451 0.6465 1.241 34 512: 14%|█▍ | 8/58 [00:00<00:03, 14.61it/s]
39/50 3.45G 0.8325 0.6535 1.238 22 512: 14%|█▍ | 8/58 [00:00<00:03, 14.61it/s]
39/50 3.45G 0.8325 0.6535 1.238 22 512: 17%|█▋ | 10/58 [00:00<00:03, 14.74it/s]
39/50 3.45G 0.8296 0.6455 1.23 25 512: 17%|█▋ | 10/58 [00:00<00:03, 14.74it/s]
39/50 3.45G 0.8274 0.6416 1.227 26 512: 17%|█▋ | 10/58 [00:00<00:03, 14.74it/s]
39/50 3.45G 0.8274 0.6416 1.227 26 512: 21%|██ | 12/58 [00:00<00:03, 14.97it/s]
39/50 3.45G 0.8363 0.6397 1.231 33 512: 21%|██ | 12/58 [00:00<00:03, 14.97it/s]
39/50 3.45G 0.8261 0.6365 1.229 19 512: 21%|██ | 12/58 [00:00<00:03, 14.97it/s]
39/50 3.45G 0.8261 0.6365 1.229 19 512: 24%|██▍ | 14/58 [00:00<00:03, 14.37it/s]
39/50 3.45G 0.8279 0.6487 1.226 25 512: 24%|██▍ | 14/58 [00:01<00:03, 14.37it/s]
39/50 3.45G 0.8253 0.6453 1.217 48 512: 24%|██▍ | 14/58 [00:01<00:03, 14.37it/s]
39/50 3.45G 0.8253 0.6453 1.217 48 512: 28%|██▊ | 16/58 [00:01<00:02, 14.58it/s]
39/50 3.45G 0.836 0.6438 1.227 33 512: 28%|██▊ | 16/58 [00:01<00:02, 14.58it/s]
39/50 3.45G 0.8258 0.6379 1.223 26 512: 28%|██▊ | 16/58 [00:01<00:02, 14.58it/s]
39/50 3.45G 0.8258 0.6379 1.223 26 512: 31%|███ | 18/58 [00:01<00:02, 14.85it/s]
39/50 3.45G 0.8266 0.6349 1.223 41 512: 31%|███ | 18/58 [00:01<00:02, 14.85it/s]
39/50 3.45G 0.8307 0.6332 1.225 34 512: 31%|███ | 18/58 [00:01<00:02, 14.85it/s]
39/50 3.45G 0.8307 0.6332 1.225 34 512: 34%|███▍ | 20/58 [00:01<00:02, 14.52it/s]
39/50 3.45G 0.8313 0.6308 1.225 39 512: 34%|███▍ | 20/58 [00:01<00:02, 14.52it/s]
39/50 3.45G 0.8279 0.628 1.224 24 512: 34%|███▍ | 20/58 [00:01<00:02, 14.52it/s]
39/50 3.45G 0.8279 0.628 1.224 24 512: 38%|███▊ | 22/58 [00:01<00:02, 13.19it/s]
39/50 3.45G 0.83 0.6262 1.224 26 512: 38%|███▊ | 22/58 [00:01<00:02, 13.19it/s]
39/50 3.45G 0.8318 0.6242 1.225 30 512: 38%|███▊ | 22/58 [00:01<00:02, 13.19it/s]
39/50 3.45G 0.8318 0.6242 1.225 30 512: 41%|████▏ | 24/58 [00:01<00:02, 13.55it/s]
39/50 3.45G 0.829 0.6208 1.224 30 512: 41%|████▏ | 24/58 [00:01<00:02, 13.55it/s]
39/50 3.45G 0.8277 0.6175 1.221 39 512: 41%|████▏ | 24/58 [00:01<00:02, 13.55it/s]
39/50 3.45G 0.8277 0.6175 1.221 39 512: 45%|████▍ | 26/58 [00:01<00:02, 14.08it/s]
39/50 3.45G 0.8412 0.6254 1.224 55 512: 45%|████▍ | 26/58 [00:01<00:02, 14.08it/s]
39/50 3.45G 0.8365 0.6195 1.22 37 512: 45%|████▍ | 26/58 [00:01<00:02, 14.08it/s]
39/50 3.45G 0.8365 0.6195 1.22 37 512: 48%|████▊ | 28/58 [00:01<00:02, 14.40it/s]
39/50 3.45G 0.8342 0.6166 1.218 20 512: 48%|████▊ | 28/58 [00:02<00:02, 14.40it/s]
39/50 3.45G 0.8342 0.6145 1.214 39 512: 48%|████▊ | 28/58 [00:02<00:02, 14.40it/s]
39/50 3.45G 0.8342 0.6145 1.214 39 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.71it/s]
39/50 3.45G 0.8309 0.6132 1.212 27 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.71it/s]
39/50 3.45G 0.8336 0.6139 1.214 26 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.71it/s]
39/50 3.45G 0.8336 0.6139 1.214 26 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.12it/s]
39/50 3.45G 0.8347 0.6155 1.212 45 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.12it/s]
39/50 3.45G 0.8303 0.611 1.21 25 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.12it/s]
39/50 3.45G 0.8303 0.611 1.21 25 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.84it/s]
39/50 3.45G 0.8299 0.6144 1.212 26 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.84it/s]
39/50 3.45G 0.8321 0.6146 1.214 24 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.84it/s]
39/50 3.45G 0.8321 0.6146 1.214 24 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.79it/s]
39/50 3.45G 0.8312 0.6117 1.212 30 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.79it/s]
39/50 3.45G 0.8322 0.6116 1.213 25 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.79it/s]
39/50 3.45G 0.8322 0.6116 1.213 25 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.83it/s]
39/50 3.45G 0.8364 0.6118 1.216 31 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.83it/s]
39/50 3.45G 0.834 0.6155 1.215 25 512: 66%|██████▌ | 38/58 [00:02<00:01, 12.83it/s]
39/50 3.45G 0.834 0.6155 1.215 25 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.57it/s]
39/50 3.45G 0.834 0.6156 1.213 32 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.57it/s]
39/50 3.45G 0.8308 0.614 1.211 27 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.57it/s]
39/50 3.45G 0.8308 0.614 1.211 27 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.91it/s]
39/50 3.45G 0.8358 0.6153 1.214 22 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.91it/s]
39/50 3.45G 0.8309 0.6135 1.212 27 512: 72%|███████▏ | 42/58 [00:03<00:01, 12.91it/s]
39/50 3.45G 0.8309 0.6135 1.212 27 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.94it/s]
39/50 3.45G 0.8338 0.6171 1.214 40 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.94it/s]
39/50 3.45G 0.8364 0.6195 1.213 37 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.94it/s]
39/50 3.45G 0.8364 0.6195 1.213 37 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.87it/s]
39/50 3.45G 0.8368 0.6209 1.215 23 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.87it/s]
39/50 3.45G 0.8389 0.6217 1.218 24 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.87it/s]
39/50 3.45G 0.8389 0.6217 1.218 24 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.58it/s]
39/50 3.45G 0.8415 0.624 1.218 40 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.58it/s]
39/50 3.45G 0.8403 0.6241 1.218 32 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.58it/s]
39/50 3.45G 0.8403 0.6241 1.218 32 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.72it/s]
39/50 3.45G 0.8394 0.6242 1.219 29 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.72it/s]
39/50 3.45G 0.8383 0.6239 1.217 33 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.72it/s]
39/50 3.45G 0.8383 0.6239 1.217 33 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.46it/s]
39/50 3.45G 0.8365 0.6233 1.215 24 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.46it/s]
39/50 3.45G 0.8367 0.6251 1.214 27 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.46it/s]
39/50 3.45G 0.8367 0.6251 1.214 27 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.35it/s]
39/50 3.45G 0.8366 0.6249 1.216 20 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.35it/s]
39/50 3.45G 0.8381 0.6284 1.219 29 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.35it/s]
39/50 3.45G 0.8381 0.6284 1.219 29 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.06it/s]
39/50 3.45G 0.8397 0.6292 1.22 39 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.06it/s]
39/50 3.45G 0.8375 0.6262 1.219 12 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.06it/s]
39/50 3.45G 0.8375 0.6262 1.219 12 512: 100%|██████████| 58/58 [00:04<00:00, 14.57it/s]
39/50 3.45G 0.8375 0.6262 1.219 12 512: 100%|██████████| 58/58 [00:04<00:00, 13.93it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 13.57it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.73it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 12.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 13.81it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.52it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 14.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.44it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.32it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 14.76it/s]
+ all 253 461 0.893 0.85 0.912 0.657
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
40/50 3.45G 0.7769 0.5858 1.347 18 512: 0%| | 0/58 [00:00<?, ?it/s]
40/50 3.45G 0.6965 0.5439 1.217 27 512: 0%| | 0/58 [00:00<?, ?it/s]
40/50 3.45G 0.6965 0.5439 1.217 27 512: 3%|▎ | 2/58 [00:00<00:03, 15.38it/s]
40/50 3.45G 0.7531 0.5956 1.248 35 512: 3%|▎ | 2/58 [00:00<00:03, 15.38it/s]
40/50 3.45G 0.7969 0.6093 1.257 26 512: 3%|▎ | 2/58 [00:00<00:03, 15.38it/s]
40/50 3.45G 0.7969 0.6093 1.257 26 512: 7%|▋ | 4/58 [00:00<00:03, 13.64it/s]
40/50 3.45G 0.8189 0.636 1.26 24 512: 7%|▋ | 4/58 [00:00<00:03, 13.64it/s]
40/50 3.45G 0.807 0.6276 1.235 32 512: 7%|▋ | 4/58 [00:00<00:03, 13.64it/s]
40/50 3.45G 0.807 0.6276 1.235 32 512: 10%|█ | 6/58 [00:00<00:03, 14.25it/s]
40/50 3.45G 0.7949 0.609 1.222 33 512: 10%|█ | 6/58 [00:00<00:03, 14.25it/s]
40/50 3.45G 0.803 0.6066 1.226 32 512: 10%|█ | 6/58 [00:00<00:03, 14.25it/s]
40/50 3.45G 0.803 0.6066 1.226 32 512: 14%|█▍ | 8/58 [00:00<00:03, 14.47it/s]
40/50 3.45G 0.8228 0.6286 1.237 33 512: 14%|█▍ | 8/58 [00:00<00:03, 14.47it/s]
40/50 3.45G 0.8281 0.6271 1.233 31 512: 14%|█▍ | 8/58 [00:00<00:03, 14.47it/s]
40/50 3.45G 0.8281 0.6271 1.233 31 512: 17%|█▋ | 10/58 [00:00<00:03, 14.87it/s]
40/50 3.45G 0.8389 0.6275 1.239 25 512: 17%|█▋ | 10/58 [00:00<00:03, 14.87it/s]
40/50 3.45G 0.8249 0.6383 1.227 20 512: 17%|█▋ | 10/58 [00:00<00:03, 14.87it/s]
40/50 3.45G 0.8249 0.6383 1.227 20 512: 21%|██ | 12/58 [00:00<00:03, 14.35it/s]
40/50 3.45G 0.8192 0.6331 1.221 21 512: 21%|██ | 12/58 [00:00<00:03, 14.35it/s]
40/50 3.45G 0.8175 0.6234 1.216 32 512: 21%|██ | 12/58 [00:00<00:03, 14.35it/s]
40/50 3.45G 0.8175 0.6234 1.216 32 512: 24%|██▍ | 14/58 [00:00<00:03, 14.58it/s]
40/50 3.45G 0.8067 0.6226 1.208 23 512: 24%|██▍ | 14/58 [00:01<00:03, 14.58it/s]
40/50 3.45G 0.8044 0.6196 1.199 36 512: 24%|██▍ | 14/58 [00:01<00:03, 14.58it/s]
40/50 3.45G 0.8044 0.6196 1.199 36 512: 28%|██▊ | 16/58 [00:01<00:02, 14.79it/s]
40/50 3.45G 0.8066 0.6159 1.197 25 512: 28%|██▊ | 16/58 [00:01<00:02, 14.79it/s]
40/50 3.45G 0.813 0.6154 1.203 27 512: 28%|██▊ | 16/58 [00:01<00:02, 14.79it/s]
40/50 3.45G 0.813 0.6154 1.203 27 512: 31%|███ | 18/58 [00:01<00:02, 14.85it/s]
40/50 3.45G 0.8016 0.61 1.195 33 512: 31%|███ | 18/58 [00:01<00:02, 14.85it/s]
40/50 3.45G 0.8047 0.6079 1.201 28 512: 31%|███ | 18/58 [00:01<00:02, 14.85it/s]
40/50 3.45G 0.8047 0.6079 1.201 28 512: 34%|███▍ | 20/58 [00:01<00:02, 14.26it/s]
40/50 3.45G 0.8105 0.6131 1.203 37 512: 34%|███▍ | 20/58 [00:01<00:02, 14.26it/s]
40/50 3.45G 0.8146 0.6178 1.207 34 512: 34%|███▍ | 20/58 [00:01<00:02, 14.26it/s]
40/50 3.45G 0.8146 0.6178 1.207 34 512: 38%|███▊ | 22/58 [00:01<00:02, 14.66it/s]
40/50 3.45G 0.8141 0.6142 1.206 29 512: 38%|███▊ | 22/58 [00:01<00:02, 14.66it/s]
40/50 3.45G 0.8101 0.6131 1.204 35 512: 38%|███▊ | 22/58 [00:01<00:02, 14.66it/s]
40/50 3.45G 0.8101 0.6131 1.204 35 512: 41%|████▏ | 24/58 [00:01<00:02, 14.40it/s]
40/50 3.45G 0.8162 0.6169 1.209 30 512: 41%|████▏ | 24/58 [00:01<00:02, 14.40it/s]
40/50 3.45G 0.8159 0.6249 1.206 35 512: 41%|████▏ | 24/58 [00:01<00:02, 14.40it/s]
40/50 3.45G 0.8159 0.6249 1.206 35 512: 45%|████▍ | 26/58 [00:01<00:02, 13.69it/s]
40/50 3.45G 0.821 0.6271 1.208 25 512: 45%|████▍ | 26/58 [00:01<00:02, 13.69it/s]
40/50 3.45G 0.8193 0.6223 1.207 36 512: 45%|████▍ | 26/58 [00:01<00:02, 13.69it/s]
40/50 3.45G 0.8193 0.6223 1.207 36 512: 48%|████▊ | 28/58 [00:01<00:02, 12.84it/s]
40/50 3.45G 0.815 0.6215 1.201 40 512: 48%|████▊ | 28/58 [00:02<00:02, 12.84it/s]
40/50 3.45G 0.8138 0.6173 1.2 29 512: 48%|████▊ | 28/58 [00:02<00:02, 12.84it/s]
40/50 3.45G 0.8138 0.6173 1.2 29 512: 52%|█████▏ | 30/58 [00:02<00:02, 12.71it/s]
40/50 3.45G 0.816 0.617 1.2 27 512: 52%|█████▏ | 30/58 [00:02<00:02, 12.71it/s]
40/50 3.45G 0.8145 0.6144 1.201 27 512: 52%|█████▏ | 30/58 [00:02<00:02, 12.71it/s]
40/50 3.45G 0.8145 0.6144 1.201 27 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.21it/s]
40/50 3.45G 0.8131 0.6114 1.198 24 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.21it/s]
40/50 3.45G 0.8101 0.6109 1.195 31 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.21it/s]
40/50 3.45G 0.8101 0.6109 1.195 31 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.62it/s]
40/50 3.45G 0.8131 0.6108 1.195 44 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.62it/s]
40/50 3.45G 0.8188 0.6123 1.198 27 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.62it/s]
40/50 3.45G 0.8188 0.6123 1.198 27 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.89it/s]
40/50 3.45G 0.8137 0.6067 1.194 35 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.89it/s]
40/50 3.45G 0.8137 0.6061 1.195 29 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.89it/s]
40/50 3.45G 0.8137 0.6061 1.195 29 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.62it/s]
40/50 3.45G 0.8169 0.6067 1.197 34 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.62it/s]
40/50 3.45G 0.8225 0.6085 1.2 34 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.62it/s]
40/50 3.45G 0.8225 0.6085 1.2 34 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.79it/s]
40/50 3.45G 0.8214 0.6063 1.198 42 512: 69%|██████▉ | 40/58 [00:02<00:01, 12.79it/s]
40/50 3.45G 0.8266 0.6116 1.198 53 512: 69%|██████▉ | 40/58 [00:03<00:01, 12.79it/s]
40/50 3.45G 0.8266 0.6116 1.198 53 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.19it/s]
40/50 3.45G 0.8289 0.6137 1.198 32 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.19it/s]
40/50 3.45G 0.8302 0.6142 1.198 34 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.19it/s]
40/50 3.45G 0.8302 0.6142 1.198 34 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.71it/s]
40/50 3.45G 0.8362 0.6204 1.203 58 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.71it/s]
40/50 3.45G 0.8435 0.6264 1.21 39 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.71it/s]
40/50 3.45G 0.8435 0.6264 1.21 39 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.48it/s]
40/50 3.45G 0.8446 0.6263 1.21 44 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.48it/s]
40/50 3.45G 0.8485 0.6268 1.213 35 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.48it/s]
40/50 3.45G 0.8485 0.6268 1.213 35 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.78it/s]
40/50 3.45G 0.8519 0.6291 1.215 39 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.78it/s]
40/50 3.45G 0.8529 0.6294 1.217 32 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.78it/s]
40/50 3.45G 0.8529 0.6294 1.217 32 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.68it/s]
40/50 3.45G 0.8513 0.6284 1.215 38 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.68it/s]
40/50 3.45G 0.8518 0.631 1.214 26 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.68it/s]
40/50 3.45G 0.8518 0.631 1.214 26 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.17it/s]
40/50 3.45G 0.8539 0.6296 1.218 25 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.17it/s]
40/50 3.45G 0.8562 0.6329 1.219 52 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.17it/s]
40/50 3.45G 0.8562 0.6329 1.219 52 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.59it/s]
40/50 3.45G 0.854 0.6319 1.217 42 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.59it/s]
40/50 3.45G 0.8516 0.63 1.214 24 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.59it/s]
40/50 3.45G 0.8516 0.63 1.214 24 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.62it/s]
40/50 3.45G 0.852 0.6298 1.215 33 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.62it/s]
40/50 3.45G 0.8529 0.6283 1.214 17 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.62it/s]
40/50 3.45G 0.8529 0.6283 1.214 17 512: 100%|██████████| 58/58 [00:04<00:00, 14.38it/s]
40/50 3.45G 0.8529 0.6283 1.214 17 512: 100%|██████████| 58/58 [00:04<00:00, 13.79it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 14.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.15it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 13.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.42it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.25it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.50it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.64it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.14it/s]
+ all 253 461 0.932 0.829 0.912 0.657
+Closing dataloader mosaic
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
41/50 3.45G 0.652 0.5876 1.158 11 512: 0%| | 0/58 [00:00<?, ?it/s]
41/50 3.45G 0.652 0.5876 1.158 11 512: 2%|▏ | 1/58 [00:00<00:09, 6.10it/s]
41/50 3.45G 0.6185 0.5901 1.074 12 512: 2%|▏ | 1/58 [00:00<00:09, 6.10it/s]
41/50 3.45G 0.6185 0.5901 1.074 12 512: 3%|▎ | 2/58 [00:00<00:07, 7.14it/s]
41/50 3.45G 0.664 0.536 1.072 18 512: 3%|▎ | 2/58 [00:00<00:07, 7.14it/s]
41/50 3.45G 0.6619 0.5245 1.066 13 512: 3%|▎ | 2/58 [00:00<00:07, 7.14it/s]
41/50 3.45G 0.6619 0.5245 1.066 13 512: 7%|▋ | 4/58 [00:00<00:05, 9.30it/s]
41/50 3.45G 0.6734 0.5162 1.126 11 512: 7%|▋ | 4/58 [00:00<00:05, 9.30it/s]
41/50 3.45G 0.6756 0.518 1.116 13 512: 7%|▋ | 4/58 [00:00<00:05, 9.30it/s]
41/50 3.45G 0.6756 0.518 1.116 13 512: 10%|█ | 6/58 [00:00<00:04, 11.59it/s]
41/50 3.45G 0.6763 0.5086 1.106 11 512: 10%|█ | 6/58 [00:00<00:04, 11.59it/s]
41/50 3.45G 0.6983 0.5263 1.126 10 512: 10%|█ | 6/58 [00:00<00:04, 11.59it/s]
41/50 3.45G 0.6983 0.5263 1.126 10 512: 14%|█▍ | 8/58 [00:00<00:03, 12.87it/s]
41/50 3.45G 0.7197 0.5431 1.132 13 512: 14%|█▍ | 8/58 [00:00<00:03, 12.87it/s]
41/50 3.45G 0.7277 0.5416 1.156 11 512: 14%|█▍ | 8/58 [00:00<00:03, 12.87it/s]
41/50 3.45G 0.7277 0.5416 1.156 11 512: 17%|█▋ | 10/58 [00:00<00:03, 12.43it/s]
41/50 3.45G 0.7063 0.5382 1.148 8 512: 17%|█▋ | 10/58 [00:00<00:03, 12.43it/s]
41/50 3.45G 0.7131 0.5504 1.141 14 512: 17%|█▋ | 10/58 [00:01<00:03, 12.43it/s]
41/50 3.45G 0.7131 0.5504 1.141 14 512: 21%|██ | 12/58 [00:01<00:03, 13.29it/s]
41/50 3.45G 0.7224 0.5535 1.141 18 512: 21%|██ | 12/58 [00:01<00:03, 13.29it/s]
41/50 3.45G 0.7151 0.5447 1.129 16 512: 21%|██ | 12/58 [00:01<00:03, 13.29it/s]
41/50 3.45G 0.7151 0.5447 1.129 16 512: 24%|██▍ | 14/58 [00:01<00:03, 13.12it/s]
41/50 3.45G 0.7192 0.54 1.136 13 512: 24%|██▍ | 14/58 [00:01<00:03, 13.12it/s]
41/50 3.45G 0.7093 0.5279 1.126 14 512: 24%|██▍ | 14/58 [00:01<00:03, 13.12it/s]
41/50 3.45G 0.7093 0.5279 1.126 14 512: 28%|██▊ | 16/58 [00:01<00:03, 12.75it/s]
41/50 3.45G 0.7054 0.5232 1.125 11 512: 28%|██▊ | 16/58 [00:01<00:03, 12.75it/s]
41/50 3.45G 0.717 0.5377 1.126 33 512: 28%|██▊ | 16/58 [00:01<00:03, 12.75it/s]
41/50 3.45G 0.717 0.5377 1.126 33 512: 31%|███ | 18/58 [00:01<00:03, 12.83it/s]
41/50 3.45G 0.7093 0.535 1.13 8 512: 31%|███ | 18/58 [00:01<00:03, 12.83it/s]
41/50 3.45G 0.7169 0.5386 1.139 14 512: 31%|███ | 18/58 [00:01<00:03, 12.83it/s]
41/50 3.45G 0.7169 0.5386 1.139 14 512: 34%|███▍ | 20/58 [00:01<00:02, 13.56it/s]
41/50 3.45G 0.713 0.5333 1.137 16 512: 34%|███▍ | 20/58 [00:01<00:02, 13.56it/s]
41/50 3.45G 0.7138 0.5273 1.137 12 512: 34%|███▍ | 20/58 [00:01<00:02, 13.56it/s]
41/50 3.45G 0.7138 0.5273 1.137 12 512: 38%|███▊ | 22/58 [00:01<00:02, 14.18it/s]
41/50 3.45G 0.7142 0.5206 1.14 13 512: 38%|███▊ | 22/58 [00:01<00:02, 14.18it/s]
41/50 3.45G 0.7153 0.5167 1.142 12 512: 38%|███▊ | 22/58 [00:01<00:02, 14.18it/s]
41/50 3.45G 0.7153 0.5167 1.142 12 512: 41%|████▏ | 24/58 [00:01<00:02, 14.52it/s]
41/50 3.45G 0.7175 0.5201 1.147 11 512: 41%|████▏ | 24/58 [00:01<00:02, 14.52it/s]
41/50 3.45G 0.7109 0.5159 1.148 8 512: 41%|████▏ | 24/58 [00:02<00:02, 14.52it/s]
41/50 3.45G 0.7109 0.5159 1.148 8 512: 45%|████▍ | 26/58 [00:02<00:02, 13.40it/s]
41/50 3.45G 0.7178 0.5219 1.146 15 512: 45%|████▍ | 26/58 [00:02<00:02, 13.40it/s]
41/50 3.45G 0.7173 0.5166 1.147 11 512: 45%|████▍ | 26/58 [00:02<00:02, 13.40it/s]
41/50 3.45G 0.7173 0.5166 1.147 11 512: 48%|████▊ | 28/58 [00:02<00:02, 14.09it/s]
41/50 3.45G 0.7269 0.5226 1.151 29 512: 48%|████▊ | 28/58 [00:02<00:02, 14.09it/s]
41/50 3.45G 0.7335 0.524 1.153 17 512: 48%|████▊ | 28/58 [00:02<00:02, 14.09it/s]
41/50 3.45G 0.7335 0.524 1.153 17 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.26it/s]
41/50 3.45G 0.7294 0.5218 1.152 8 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.26it/s]
41/50 3.45G 0.7236 0.5167 1.15 14 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.26it/s]
41/50 3.45G 0.7236 0.5167 1.15 14 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.20it/s]
41/50 3.45G 0.7194 0.5165 1.146 11 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.20it/s]
41/50 3.45G 0.719 0.5176 1.146 13 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.20it/s]
41/50 3.45G 0.719 0.5176 1.146 13 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.02it/s]
41/50 3.45G 0.7219 0.5162 1.148 23 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.02it/s]
41/50 3.45G 0.7286 0.5215 1.152 15 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.02it/s]
41/50 3.45G 0.7286 0.5215 1.152 15 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.83it/s]
41/50 3.45G 0.7282 0.5181 1.151 10 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.83it/s]
41/50 3.45G 0.7246 0.5146 1.146 12 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.83it/s]
41/50 3.45G 0.7246 0.5146 1.146 12 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.95it/s]
41/50 3.45G 0.7243 0.5116 1.148 8 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.95it/s]
41/50 3.45G 0.7198 0.5093 1.148 9 512: 66%|██████▌ | 38/58 [00:03<00:01, 13.95it/s]
41/50 3.45G 0.7198 0.5093 1.148 9 512: 69%|██████▉ | 40/58 [00:03<00:01, 14.05it/s]
41/50 3.45G 0.7192 0.5074 1.144 12 512: 69%|██████▉ | 40/58 [00:03<00:01, 14.05it/s]
41/50 3.45G 0.7168 0.5033 1.142 10 512: 69%|██████▉ | 40/58 [00:03<00:01, 14.05it/s]
41/50 3.45G 0.7168 0.5033 1.142 10 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.46it/s]
41/50 3.45G 0.7133 0.5006 1.141 13 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.46it/s]
41/50 3.45G 0.7151 0.4991 1.146 8 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.46it/s]
41/50 3.45G 0.7151 0.4991 1.146 8 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.97it/s]
41/50 3.45G 0.7121 0.4975 1.143 15 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.97it/s]
41/50 3.45G 0.7104 0.4984 1.143 11 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.97it/s]
41/50 3.45G 0.7104 0.4984 1.143 11 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.48it/s]
41/50 3.45G 0.7111 0.4962 1.144 11 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.48it/s]
41/50 3.45G 0.7097 0.4936 1.145 16 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.48it/s]
41/50 3.45G 0.7097 0.4936 1.145 16 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.95it/s]
41/50 3.45G 0.7088 0.4928 1.145 11 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.95it/s]
41/50 3.45G 0.7143 0.5002 1.153 9 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.95it/s]
41/50 3.45G 0.7143 0.5002 1.153 9 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.89it/s]
41/50 3.45G 0.7122 0.4997 1.152 18 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.89it/s]
41/50 3.45G 0.7114 0.4982 1.153 13 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.89it/s]
41/50 3.45G 0.7114 0.4982 1.153 13 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.48it/s]
41/50 3.45G 0.71 0.4966 1.153 13 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.48it/s]
41/50 3.45G 0.7107 0.4952 1.155 12 512: 90%|████████▉ | 52/58 [00:04<00:00, 14.48it/s]
41/50 3.45G 0.7107 0.4952 1.155 12 512: 93%|█████████▎| 54/58 [00:04<00:00, 14.72it/s]
41/50 3.45G 0.7133 0.494 1.157 10 512: 93%|█████████▎| 54/58 [00:04<00:00, 14.72it/s]
41/50 3.45G 0.7162 0.4946 1.162 11 512: 93%|█████████▎| 54/58 [00:04<00:00, 14.72it/s]
41/50 3.45G 0.7162 0.4946 1.162 11 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.32it/s]
41/50 3.45G 0.7137 0.4945 1.16 16 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.32it/s]
41/50 3.45G 0.7095 0.4921 1.159 3 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.32it/s]
41/50 3.45G 0.7095 0.4921 1.159 3 512: 100%|██████████| 58/58 [00:04<00:00, 13.46it/s]
41/50 3.45G 0.7095 0.4921 1.159 3 512: 100%|██████████| 58/58 [00:04<00:00, 13.38it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 16.58it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 16.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.50it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.14it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.25it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.49it/s]
+ all 253 461 0.932 0.839 0.909 0.633
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
42/50 3.45G 0.4712 0.3902 1.085 10 512: 0%| | 0/58 [00:00<?, ?it/s]
42/50 3.45G 0.6812 0.5348 1.285 13 512: 0%| | 0/58 [00:00<?, ?it/s]
42/50 3.45G 0.6812 0.5348 1.285 13 512: 3%|▎ | 2/58 [00:00<00:03, 16.14it/s]
42/50 3.45G 0.6499 0.5035 1.216 15 512: 3%|▎ | 2/58 [00:00<00:03, 16.14it/s]
42/50 3.45G 0.6394 0.4837 1.182 14 512: 3%|▎ | 2/58 [00:00<00:03, 16.14it/s]
42/50 3.45G 0.6394 0.4837 1.182 14 512: 7%|▋ | 4/58 [00:00<00:03, 15.70it/s]
42/50 3.45G 0.6909 0.5032 1.225 13 512: 7%|▋ | 4/58 [00:00<00:03, 15.70it/s]
42/50 3.45G 0.693 0.4804 1.215 12 512: 7%|▋ | 4/58 [00:00<00:03, 15.70it/s]
42/50 3.45G 0.693 0.4804 1.215 12 512: 10%|█ | 6/58 [00:00<00:03, 15.72it/s]
42/50 3.45G 0.6982 0.469 1.22 12 512: 10%|█ | 6/58 [00:00<00:03, 15.72it/s]
42/50 3.45G 0.6926 0.4653 1.196 11 512: 10%|█ | 6/58 [00:00<00:03, 15.72it/s]
42/50 3.45G 0.6926 0.4653 1.196 11 512: 14%|█▍ | 8/58 [00:00<00:03, 14.84it/s]
42/50 3.45G 0.6937 0.464 1.2 15 512: 14%|█▍ | 8/58 [00:00<00:03, 14.84it/s]
42/50 3.45G 0.6733 0.452 1.178 11 512: 14%|█▍ | 8/58 [00:00<00:03, 14.84it/s]
42/50 3.45G 0.6733 0.452 1.178 11 512: 17%|█▋ | 10/58 [00:00<00:03, 15.20it/s]
42/50 3.45G 0.6925 0.4691 1.181 23 512: 17%|█▋ | 10/58 [00:00<00:03, 15.20it/s]
42/50 3.45G 0.6788 0.4729 1.172 10 512: 17%|█▋ | 10/58 [00:00<00:03, 15.20it/s]
42/50 3.45G 0.6788 0.4729 1.172 10 512: 21%|██ | 12/58 [00:00<00:03, 15.15it/s]
42/50 3.45G 0.6957 0.4885 1.176 23 512: 21%|██ | 12/58 [00:00<00:03, 15.15it/s]
42/50 3.45G 0.6966 0.4851 1.17 11 512: 21%|██ | 12/58 [00:00<00:03, 15.15it/s]
42/50 3.45G 0.6966 0.4851 1.17 11 512: 24%|██▍ | 14/58 [00:00<00:03, 14.34it/s]
42/50 3.45G 0.6982 0.4808 1.161 16 512: 24%|██▍ | 14/58 [00:01<00:03, 14.34it/s]
42/50 3.45G 0.696 0.4756 1.159 11 512: 24%|██▍ | 14/58 [00:01<00:03, 14.34it/s]
42/50 3.45G 0.696 0.4756 1.159 11 512: 28%|██▊ | 16/58 [00:01<00:03, 13.40it/s]
42/50 3.45G 0.6789 0.4655 1.152 8 512: 28%|██▊ | 16/58 [00:01<00:03, 13.40it/s]
42/50 3.45G 0.6737 0.4653 1.143 23 512: 28%|██▊ | 16/58 [00:01<00:03, 13.40it/s]
42/50 3.45G 0.6737 0.4653 1.143 23 512: 31%|███ | 18/58 [00:01<00:02, 14.03it/s]
42/50 3.45G 0.6848 0.4805 1.15 21 512: 31%|███ | 18/58 [00:01<00:02, 14.03it/s]
42/50 3.45G 0.6842 0.4756 1.154 9 512: 31%|███ | 18/58 [00:01<00:02, 14.03it/s]
42/50 3.45G 0.6842 0.4756 1.154 9 512: 34%|███▍ | 20/58 [00:01<00:02, 14.13it/s]
42/50 3.45G 0.6864 0.473 1.162 9 512: 34%|███▍ | 20/58 [00:01<00:02, 14.13it/s]
42/50 3.45G 0.6723 0.4668 1.157 8 512: 34%|███▍ | 20/58 [00:01<00:02, 14.13it/s]
42/50 3.45G 0.6723 0.4668 1.157 8 512: 38%|███▊ | 22/58 [00:01<00:02, 14.22it/s]
42/50 3.45G 0.6881 0.4829 1.165 27 512: 38%|███▊ | 22/58 [00:01<00:02, 14.22it/s]
42/50 3.45G 0.7047 0.5053 1.165 25 512: 38%|███▊ | 22/58 [00:01<00:02, 14.22it/s]
42/50 3.45G 0.7047 0.5053 1.165 25 512: 41%|████▏ | 24/58 [00:01<00:02, 13.89it/s]
42/50 3.45G 0.6964 0.4987 1.161 11 512: 41%|████▏ | 24/58 [00:01<00:02, 13.89it/s]
42/50 3.45G 0.6924 0.4943 1.153 18 512: 41%|████▏ | 24/58 [00:01<00:02, 13.89it/s]
42/50 3.45G 0.6924 0.4943 1.153 18 512: 45%|████▍ | 26/58 [00:01<00:02, 14.28it/s]
42/50 3.45G 0.6861 0.4931 1.156 8 512: 45%|████▍ | 26/58 [00:01<00:02, 14.28it/s]
42/50 3.45G 0.685 0.4924 1.156 18 512: 45%|████▍ | 26/58 [00:01<00:02, 14.28it/s]
42/50 3.45G 0.685 0.4924 1.156 18 512: 48%|████▊ | 28/58 [00:01<00:02, 14.62it/s]
42/50 3.45G 0.6828 0.4878 1.156 10 512: 48%|████▊ | 28/58 [00:01<00:02, 14.62it/s]
42/50 3.45G 0.6878 0.4876 1.16 14 512: 48%|████▊ | 28/58 [00:02<00:02, 14.62it/s]
42/50 3.45G 0.6878 0.4876 1.16 14 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.66it/s]
42/50 3.45G 0.6881 0.4925 1.164 9 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.66it/s]
42/50 3.45G 0.6811 0.4887 1.157 9 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.66it/s]
42/50 3.45G 0.6811 0.4887 1.157 9 512: 55%|█████▌ | 32/58 [00:02<00:02, 10.44it/s]
42/50 3.45G 0.6865 0.4905 1.161 15 512: 55%|█████▌ | 32/58 [00:02<00:02, 10.44it/s]
42/50 3.45G 0.686 0.4892 1.16 12 512: 55%|█████▌ | 32/58 [00:02<00:02, 10.44it/s]
42/50 3.45G 0.686 0.4892 1.16 12 512: 59%|█████▊ | 34/58 [00:02<00:02, 11.70it/s]
42/50 3.45G 0.6843 0.4876 1.159 17 512: 59%|█████▊ | 34/58 [00:02<00:02, 11.70it/s]
42/50 3.45G 0.6811 0.4834 1.155 10 512: 59%|█████▊ | 34/58 [00:02<00:02, 11.70it/s]
42/50 3.45G 0.6811 0.4834 1.155 10 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.66it/s]
42/50 3.45G 0.6795 0.484 1.152 9 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.66it/s]
42/50 3.45G 0.6806 0.4842 1.151 11 512: 62%|██████▏ | 36/58 [00:02<00:01, 12.66it/s]
42/50 3.45G 0.6806 0.4842 1.151 11 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.32it/s]
42/50 3.45G 0.6803 0.4818 1.152 9 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.32it/s]
42/50 3.45G 0.6762 0.4834 1.152 10 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.32it/s]
42/50 3.45G 0.6762 0.4834 1.152 10 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.26it/s]
42/50 3.45G 0.6759 0.4833 1.149 15 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.26it/s]
42/50 3.45G 0.6779 0.481 1.149 13 512: 69%|██████▉ | 40/58 [00:03<00:01, 13.26it/s]
42/50 3.45G 0.6779 0.481 1.149 13 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.89it/s]
42/50 3.45G 0.677 0.4786 1.149 13 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.89it/s]
42/50 3.45G 0.6789 0.4775 1.149 17 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.89it/s]
42/50 3.45G 0.6789 0.4775 1.149 17 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.17it/s]
42/50 3.45G 0.6867 0.4851 1.154 20 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.17it/s]
42/50 3.45G 0.6841 0.4831 1.152 10 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.17it/s]
42/50 3.45G 0.6841 0.4831 1.152 10 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.47it/s]
42/50 3.45G 0.6859 0.4829 1.156 8 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.47it/s]
42/50 3.45G 0.6884 0.4829 1.158 10 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.47it/s]
42/50 3.45G 0.6884 0.4829 1.158 10 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.94it/s]
42/50 3.45G 0.6862 0.4805 1.158 9 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.94it/s]
42/50 3.45G 0.6851 0.4788 1.156 10 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.94it/s]
42/50 3.45G 0.6851 0.4788 1.156 10 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.40it/s]
42/50 3.45G 0.6842 0.4771 1.154 15 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.40it/s]
42/50 3.45G 0.6837 0.4748 1.152 8 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.40it/s]
42/50 3.45G 0.6837 0.4748 1.152 8 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.60it/s]
42/50 3.45G 0.6822 0.4727 1.15 13 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.60it/s]
42/50 3.45G 0.6865 0.4755 1.152 12 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.60it/s]
42/50 3.45G 0.6865 0.4755 1.152 12 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.87it/s]
42/50 3.45G 0.6845 0.4731 1.151 10 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.87it/s]
42/50 3.45G 0.6815 0.4707 1.148 9 512: 93%|█████████▎| 54/58 [00:04<00:00, 14.87it/s]
42/50 3.45G 0.6815 0.4707 1.148 9 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.22it/s]
42/50 3.45G 0.6856 0.4701 1.152 15 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.22it/s]
42/50 3.45G 0.689 0.4803 1.157 2 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.22it/s]
42/50 3.45G 0.689 0.4803 1.157 2 512: 100%|██████████| 58/58 [00:04<00:00, 14.64it/s]
42/50 3.45G 0.689 0.4803 1.157 2 512: 100%|██████████| 58/58 [00:04<00:00, 14.01it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 15.24it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 16.64it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.46it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.49it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.44it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 16.18it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.77it/s]
+ all 253 461 0.933 0.844 0.914 0.638
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
43/50 3.45G 0.5297 0.3852 1.08 14 512: 0%| | 0/58 [00:00<?, ?it/s]
43/50 3.45G 0.578 0.3877 1.074 9 512: 0%| | 0/58 [00:00<?, ?it/s]
43/50 3.45G 0.578 0.3877 1.074 9 512: 3%|▎ | 2/58 [00:00<00:03, 15.97it/s]
43/50 3.45G 0.5508 0.4109 1.057 11 512: 3%|▎ | 2/58 [00:00<00:03, 15.97it/s]
43/50 3.45G 0.6474 0.4559 1.155 15 512: 3%|▎ | 2/58 [00:00<00:03, 15.97it/s]
43/50 3.45G 0.6474 0.4559 1.155 15 512: 7%|▋ | 4/58 [00:00<00:03, 16.04it/s]
43/50 3.45G 0.6557 0.4458 1.166 9 512: 7%|▋ | 4/58 [00:00<00:03, 16.04it/s]
43/50 3.45G 0.6537 0.4356 1.145 12 512: 7%|▋ | 4/58 [00:00<00:03, 16.04it/s]
43/50 3.45G 0.6537 0.4356 1.145 12 512: 10%|█ | 6/58 [00:00<00:03, 14.76it/s]
43/50 3.45G 0.6406 0.4463 1.131 9 512: 10%|█ | 6/58 [00:00<00:03, 14.76it/s]
43/50 3.45G 0.6582 0.4777 1.154 8 512: 10%|█ | 6/58 [00:00<00:03, 14.76it/s]
43/50 3.45G 0.6582 0.4777 1.154 8 512: 14%|█▍ | 8/58 [00:00<00:03, 15.08it/s]
43/50 3.45G 0.6517 0.4702 1.154 14 512: 14%|█▍ | 8/58 [00:00<00:03, 15.08it/s]
43/50 3.45G 0.6663 0.4791 1.155 14 512: 14%|█▍ | 8/58 [00:00<00:03, 15.08it/s]
43/50 3.45G 0.6663 0.4791 1.155 14 512: 17%|█▋ | 10/58 [00:00<00:03, 15.26it/s]
43/50 3.45G 0.682 0.4869 1.174 14 512: 17%|█▋ | 10/58 [00:00<00:03, 15.26it/s]
43/50 3.45G 0.6805 0.4752 1.171 12 512: 17%|█▋ | 10/58 [00:00<00:03, 15.26it/s]
43/50 3.45G 0.6805 0.4752 1.171 12 512: 21%|██ | 12/58 [00:00<00:03, 15.03it/s]
43/50 3.45G 0.6733 0.4655 1.159 12 512: 21%|██ | 12/58 [00:00<00:03, 15.03it/s]
43/50 3.45G 0.6603 0.4558 1.157 10 512: 21%|██ | 12/58 [00:00<00:03, 15.03it/s]
43/50 3.45G 0.6603 0.4558 1.157 10 512: 24%|██▍ | 14/58 [00:00<00:03, 14.19it/s]
43/50 3.45G 0.6493 0.4531 1.146 9 512: 24%|██▍ | 14/58 [00:01<00:03, 14.19it/s]
43/50 3.45G 0.6425 0.4456 1.144 12 512: 24%|██▍ | 14/58 [00:01<00:03, 14.19it/s]
43/50 3.45G 0.6425 0.4456 1.144 12 512: 28%|██▊ | 16/58 [00:01<00:02, 14.59it/s]
43/50 3.45G 0.6447 0.4414 1.135 13 512: 28%|██▊ | 16/58 [00:01<00:02, 14.59it/s]
43/50 3.45G 0.6406 0.4378 1.126 14 512: 28%|██▊ | 16/58 [00:01<00:02, 14.59it/s]
43/50 3.45G 0.6406 0.4378 1.126 14 512: 31%|███ | 18/58 [00:01<00:02, 14.94it/s]
43/50 3.45G 0.639 0.4384 1.118 13 512: 31%|███ | 18/58 [00:01<00:02, 14.94it/s]
43/50 3.45G 0.6413 0.4446 1.124 18 512: 31%|███ | 18/58 [00:01<00:02, 14.94it/s]
43/50 3.45G 0.6413 0.4446 1.124 18 512: 34%|███▍ | 20/58 [00:01<00:02, 15.15it/s]
43/50 3.45G 0.642 0.44 1.124 10 512: 34%|███▍ | 20/58 [00:01<00:02, 15.15it/s]
43/50 3.45G 0.6394 0.4381 1.118 13 512: 34%|███▍ | 20/58 [00:01<00:02, 15.15it/s]
43/50 3.45G 0.6394 0.4381 1.118 13 512: 38%|███▊ | 22/58 [00:01<00:02, 14.39it/s]
43/50 3.45G 0.636 0.4324 1.114 8 512: 38%|███▊ | 22/58 [00:01<00:02, 14.39it/s]
43/50 3.45G 0.649 0.4472 1.126 15 512: 38%|███▊ | 22/58 [00:01<00:02, 14.39it/s]
43/50 3.45G 0.649 0.4472 1.126 15 512: 41%|████▏ | 24/58 [00:01<00:02, 14.94it/s]
43/50 3.45G 0.6516 0.4443 1.126 15 512: 41%|████▏ | 24/58 [00:01<00:02, 14.94it/s]
43/50 3.45G 0.6566 0.4445 1.131 13 512: 41%|████▏ | 24/58 [00:01<00:02, 14.94it/s]
43/50 3.45G 0.6566 0.4445 1.131 13 512: 45%|████▍ | 26/58 [00:01<00:02, 14.83it/s]
43/50 3.45G 0.6524 0.4424 1.127 15 512: 45%|████▍ | 26/58 [00:01<00:02, 14.83it/s]
43/50 3.45G 0.6542 0.4399 1.128 12 512: 45%|████▍ | 26/58 [00:01<00:02, 14.83it/s]
43/50 3.45G 0.6542 0.4399 1.128 12 512: 48%|████▊ | 28/58 [00:01<00:02, 14.59it/s]
43/50 3.45G 0.6574 0.4453 1.13 14 512: 48%|████▊ | 28/58 [00:01<00:02, 14.59it/s]
43/50 3.45G 0.6608 0.4431 1.127 13 512: 48%|████▊ | 28/58 [00:02<00:02, 14.59it/s]
43/50 3.45G 0.6608 0.4431 1.127 13 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.63it/s]
43/50 3.45G 0.6567 0.4411 1.126 8 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.63it/s]
43/50 3.45G 0.6632 0.4461 1.131 17 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.63it/s]
43/50 3.45G 0.6632 0.4461 1.131 17 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.03it/s]
43/50 3.45G 0.6717 0.4465 1.135 16 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.03it/s]
43/50 3.45G 0.676 0.4542 1.134 20 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.03it/s]
43/50 3.45G 0.676 0.4542 1.134 20 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.53it/s]
43/50 3.45G 0.6743 0.4544 1.129 16 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.53it/s]
43/50 3.45G 0.6758 0.4533 1.13 14 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.53it/s]
43/50 3.45G 0.6758 0.4533 1.13 14 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.36it/s]
43/50 3.45G 0.6735 0.4522 1.128 13 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.36it/s]
43/50 3.45G 0.6727 0.4533 1.128 14 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.36it/s]
43/50 3.45G 0.6727 0.4533 1.128 14 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.89it/s]
43/50 3.45G 0.6719 0.4503 1.126 9 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.89it/s]
43/50 3.45G 0.6706 0.4536 1.126 22 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.89it/s]
43/50 3.45G 0.6706 0.4536 1.126 22 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.52it/s]
43/50 3.45G 0.6779 0.4604 1.129 15 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.52it/s]
43/50 3.45G 0.6773 0.4603 1.126 20 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.52it/s]
43/50 3.45G 0.6773 0.4603 1.126 20 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.61it/s]
43/50 3.45G 0.6707 0.4557 1.121 8 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.61it/s]
43/50 3.45G 0.6715 0.4546 1.121 10 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.61it/s]
43/50 3.45G 0.6715 0.4546 1.121 10 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.90it/s]
43/50 3.45G 0.6771 0.457 1.121 25 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.90it/s]
43/50 3.45G 0.6728 0.4549 1.12 10 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.90it/s]
43/50 3.45G 0.6728 0.4549 1.12 10 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.80it/s]
43/50 3.45G 0.6739 0.4571 1.117 15 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.80it/s]
43/50 3.45G 0.6702 0.4569 1.116 10 512: 79%|███████▉ | 46/58 [00:03<00:00, 12.80it/s]
43/50 3.45G 0.6702 0.4569 1.116 10 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.48it/s]
43/50 3.45G 0.6693 0.4572 1.119 8 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.48it/s]
43/50 3.45G 0.6691 0.4553 1.122 8 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.48it/s]
43/50 3.45G 0.6691 0.4553 1.122 8 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.09it/s]
43/50 3.45G 0.6649 0.453 1.121 9 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.09it/s]
43/50 3.45G 0.6634 0.4509 1.118 10 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.09it/s]
43/50 3.45G 0.6634 0.4509 1.118 10 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.41it/s]
43/50 3.45G 0.6641 0.4525 1.119 17 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.41it/s]
43/50 3.45G 0.6696 0.4585 1.125 19 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.41it/s]
43/50 3.45G 0.6696 0.4585 1.125 19 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.97it/s]
43/50 3.45G 0.6719 0.46 1.129 16 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.97it/s]
43/50 3.45G 0.6791 0.4601 1.134 10 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.97it/s]
43/50 3.45G 0.6791 0.4601 1.134 10 512: 97%|█████████▋| 56/58 [00:03<00:00, 13.96it/s]
43/50 3.45G 0.6791 0.459 1.134 17 512: 97%|█████████▋| 56/58 [00:03<00:00, 13.96it/s]
43/50 3.45G 0.6823 0.482 1.147 3 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.96it/s]
43/50 3.45G 0.6823 0.482 1.147 3 512: 100%|██████████| 58/58 [00:04<00:00, 14.54it/s]
43/50 3.45G 0.6823 0.482 1.147 3 512: 100%|██████████| 58/58 [00:04<00:00, 14.36it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 16.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 16.46it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.45it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.31it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.50it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.17it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.39it/s]
+ all 253 461 0.902 0.856 0.907 0.638
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
44/50 3.45G 0.6798 0.3886 1.085 16 512: 0%| | 0/58 [00:00<?, ?it/s]
44/50 3.45G 0.6628 0.3995 1.141 13 512: 0%| | 0/58 [00:00<?, ?it/s]
44/50 3.45G 0.6628 0.3995 1.141 13 512: 3%|▎ | 2/58 [00:00<00:03, 16.05it/s]
44/50 3.45G 0.6144 0.3815 1.1 15 512: 3%|▎ | 2/58 [00:00<00:03, 16.05it/s]
44/50 3.45G 0.6431 0.3916 1.113 14 512: 3%|▎ | 2/58 [00:00<00:03, 16.05it/s]
44/50 3.45G 0.6431 0.3916 1.113 14 512: 7%|▋ | 4/58 [00:00<00:03, 13.85it/s]
44/50 3.45G 0.6115 0.3879 1.114 8 512: 7%|▋ | 4/58 [00:00<00:03, 13.85it/s]
44/50 3.45G 0.602 0.389 1.084 10 512: 7%|▋ | 4/58 [00:00<00:03, 13.85it/s]
44/50 3.45G 0.602 0.389 1.084 10 512: 10%|█ | 6/58 [00:00<00:03, 14.71it/s]
44/50 3.45G 0.5946 0.384 1.095 9 512: 10%|█ | 6/58 [00:00<00:03, 14.71it/s]
44/50 3.45G 0.599 0.3975 1.088 24 512: 10%|█ | 6/58 [00:00<00:03, 14.71it/s]
44/50 3.45G 0.599 0.3975 1.088 24 512: 14%|█▍ | 8/58 [00:00<00:03, 14.83it/s]
44/50 3.45G 0.619 0.393 1.099 8 512: 14%|█▍ | 8/58 [00:00<00:03, 14.83it/s]
44/50 3.45G 0.6034 0.3942 1.094 10 512: 14%|█▍ | 8/58 [00:00<00:03, 14.83it/s]
44/50 3.45G 0.6034 0.3942 1.094 10 512: 17%|█▋ | 10/58 [00:00<00:03, 15.28it/s]
44/50 3.45G 0.5991 0.3964 1.096 12 512: 17%|█▋ | 10/58 [00:00<00:03, 15.28it/s]
44/50 3.45G 0.5934 0.3932 1.093 12 512: 17%|█▋ | 10/58 [00:00<00:03, 15.28it/s]
44/50 3.45G 0.5934 0.3932 1.093 12 512: 21%|██ | 12/58 [00:00<00:03, 14.39it/s]
44/50 3.45G 0.5983 0.4021 1.097 16 512: 21%|██ | 12/58 [00:00<00:03, 14.39it/s]
44/50 3.45G 0.6172 0.4011 1.112 10 512: 21%|██ | 12/58 [00:00<00:03, 14.39it/s]
44/50 3.45G 0.6172 0.4011 1.112 10 512: 24%|██▍ | 14/58 [00:00<00:02, 14.73it/s]
44/50 3.45G 0.6245 0.4011 1.114 18 512: 24%|██▍ | 14/58 [00:01<00:02, 14.73it/s]
44/50 3.45G 0.6186 0.3965 1.109 12 512: 24%|██▍ | 14/58 [00:01<00:02, 14.73it/s]
44/50 3.45G 0.6186 0.3965 1.109 12 512: 28%|██▊ | 16/58 [00:01<00:02, 15.02it/s]
44/50 3.45G 0.6073 0.3939 1.104 9 512: 28%|██▊ | 16/58 [00:01<00:02, 15.02it/s]
44/50 3.45G 0.6122 0.3927 1.111 11 512: 28%|██▊ | 16/58 [00:01<00:02, 15.02it/s]
44/50 3.45G 0.6122 0.3927 1.111 11 512: 31%|███ | 18/58 [00:01<00:02, 15.12it/s]
44/50 3.45G 0.6101 0.3903 1.11 11 512: 31%|███ | 18/58 [00:01<00:02, 15.12it/s]
44/50 3.45G 0.6042 0.3886 1.104 11 512: 31%|███ | 18/58 [00:01<00:02, 15.12it/s]
44/50 3.45G 0.6042 0.3886 1.104 11 512: 34%|███▍ | 20/58 [00:01<00:02, 13.80it/s]
44/50 3.45G 0.5992 0.3862 1.097 13 512: 34%|███▍ | 20/58 [00:01<00:02, 13.80it/s]
44/50 3.45G 0.6002 0.3881 1.101 13 512: 34%|███▍ | 20/58 [00:01<00:02, 13.80it/s]
44/50 3.45G 0.6002 0.3881 1.101 13 512: 38%|███▊ | 22/58 [00:01<00:02, 14.18it/s]
44/50 3.45G 0.6089 0.3923 1.099 16 512: 38%|███▊ | 22/58 [00:01<00:02, 14.18it/s]
44/50 3.45G 0.6095 0.3911 1.095 21 512: 38%|███▊ | 22/58 [00:01<00:02, 14.18it/s]
44/50 3.45G 0.6095 0.3911 1.095 21 512: 41%|████▏ | 24/58 [00:01<00:02, 14.28it/s]
44/50 3.45G 0.6139 0.3896 1.098 10 512: 41%|████▏ | 24/58 [00:01<00:02, 14.28it/s]
44/50 3.45G 0.618 0.3934 1.093 17 512: 41%|████▏ | 24/58 [00:01<00:02, 14.28it/s]
44/50 3.45G 0.618 0.3934 1.093 17 512: 45%|████▍ | 26/58 [00:01<00:02, 14.16it/s]
44/50 3.45G 0.6157 0.3947 1.092 8 512: 45%|████▍ | 26/58 [00:01<00:02, 14.16it/s]
44/50 3.45G 0.6126 0.3947 1.084 11 512: 45%|████▍ | 26/58 [00:01<00:02, 14.16it/s]
44/50 3.45G 0.6126 0.3947 1.084 11 512: 48%|████▊ | 28/58 [00:01<00:02, 13.05it/s]
44/50 3.45G 0.6046 0.3936 1.083 9 512: 48%|████▊ | 28/58 [00:02<00:02, 13.05it/s]
44/50 3.45G 0.6038 0.3957 1.083 20 512: 48%|████▊ | 28/58 [00:02<00:02, 13.05it/s]
44/50 3.45G 0.6038 0.3957 1.083 20 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.87it/s]
44/50 3.45G 0.6069 0.3951 1.086 8 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.87it/s]
44/50 3.45G 0.6058 0.3979 1.088 11 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.87it/s]
44/50 3.45G 0.6058 0.3979 1.088 11 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.52it/s]
44/50 3.45G 0.6046 0.4015 1.086 8 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.52it/s]
44/50 3.45G 0.6012 0.4005 1.083 9 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.52it/s]
44/50 3.45G 0.6012 0.4005 1.083 9 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.04it/s]
44/50 3.45G 0.6054 0.4048 1.087 14 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.04it/s]
44/50 3.45G 0.6021 0.4018 1.086 10 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.04it/s]
44/50 3.45G 0.6021 0.4018 1.086 10 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.70it/s]
44/50 3.45G 0.6077 0.4019 1.094 8 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.70it/s]
44/50 3.45G 0.6043 0.3992 1.089 13 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.70it/s]
44/50 3.45G 0.6043 0.3992 1.089 13 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.20it/s]
44/50 3.45G 0.6015 0.3983 1.095 8 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.20it/s]
44/50 3.45G 0.6021 0.3992 1.094 14 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.20it/s]
44/50 3.45G 0.6021 0.3992 1.094 14 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.61it/s]
44/50 3.45G 0.6004 0.3994 1.095 12 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.61it/s]
44/50 3.45G 0.6087 0.4033 1.1 17 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.61it/s]
44/50 3.45G 0.6087 0.4033 1.1 17 512: 72%|███████▏ | 42/58 [00:02<00:01, 14.31it/s]
44/50 3.45G 0.6048 0.4013 1.098 10 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.31it/s]
44/50 3.45G 0.6161 0.4076 1.104 18 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.31it/s]
44/50 3.45G 0.6161 0.4076 1.104 18 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.68it/s]
44/50 3.45G 0.6218 0.4112 1.107 19 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.68it/s]
44/50 3.45G 0.6327 0.4197 1.112 33 512: 76%|███████▌ | 44/58 [00:03<00:01, 13.68it/s]
44/50 3.45G 0.6327 0.4197 1.112 33 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.26it/s]
44/50 3.45G 0.6322 0.4193 1.115 9 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.26it/s]
44/50 3.45G 0.6386 0.4211 1.118 19 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.26it/s]
44/50 3.45G 0.6386 0.4211 1.118 19 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.44it/s]
44/50 3.45G 0.6368 0.4187 1.119 8 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.44it/s]
44/50 3.45G 0.6341 0.4182 1.117 8 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.44it/s]
44/50 3.45G 0.6341 0.4182 1.117 8 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.97it/s]
44/50 3.45G 0.6377 0.4193 1.118 16 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.97it/s]
44/50 3.45G 0.6461 0.4249 1.121 29 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.97it/s]
44/50 3.45G 0.6461 0.4249 1.121 29 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.71it/s]
44/50 3.45G 0.6459 0.4263 1.122 15 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.71it/s]
44/50 3.45G 0.6457 0.4246 1.125 10 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.71it/s]
44/50 3.45G 0.6457 0.4246 1.125 10 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.37it/s]
44/50 3.45G 0.6436 0.4235 1.123 9 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.37it/s]
44/50 3.45G 0.6414 0.422 1.122 13 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.37it/s]
44/50 3.45G 0.6414 0.422 1.122 13 512: 97%|█████████▋| 56/58 [00:03<00:00, 14.49it/s]
44/50 3.45G 0.6455 0.4268 1.12 14 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.49it/s]
44/50 3.45G 0.6391 0.4257 1.118 3 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.49it/s]
44/50 3.45G 0.6391 0.4257 1.118 3 512: 100%|██████████| 58/58 [00:04<00:00, 15.05it/s]
44/50 3.45G 0.6391 0.4257 1.118 3 512: 100%|██████████| 58/58 [00:04<00:00, 14.28it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 13.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.93it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.48it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.32it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.63it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 14.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.18it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.26it/s]
+ all 253 461 0.916 0.831 0.914 0.647
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
45/50 3.45G 0.9228 0.5853 1.323 18 512: 0%| | 0/58 [00:00<?, ?it/s]
45/50 3.45G 0.9465 0.6456 1.246 31 512: 0%| | 0/58 [00:00<?, ?it/s]
45/50 3.45G 0.9465 0.6456 1.246 31 512: 3%|▎ | 2/58 [00:00<00:04, 13.67it/s]
45/50 3.45G 0.9621 0.6174 1.313 9 512: 3%|▎ | 2/58 [00:00<00:04, 13.67it/s]
45/50 3.45G 0.859 0.5612 1.254 13 512: 3%|▎ | 2/58 [00:00<00:04, 13.67it/s]
45/50 3.45G 0.859 0.5612 1.254 13 512: 7%|▋ | 4/58 [00:00<00:03, 14.51it/s]
45/50 3.45G 0.7784 0.5062 1.213 8 512: 7%|▋ | 4/58 [00:00<00:03, 14.51it/s]
45/50 3.45G 0.7455 0.4742 1.192 10 512: 7%|▋ | 4/58 [00:00<00:03, 14.51it/s]
45/50 3.45G 0.7455 0.4742 1.192 10 512: 10%|█ | 6/58 [00:00<00:03, 14.88it/s]
45/50 3.45G 0.7333 0.4752 1.191 12 512: 10%|█ | 6/58 [00:00<00:03, 14.88it/s]
45/50 3.45G 0.6867 0.4558 1.17 9 512: 10%|█ | 6/58 [00:00<00:03, 14.88it/s]
45/50 3.45G 0.6867 0.4558 1.17 9 512: 14%|█▍ | 8/58 [00:00<00:03, 14.95it/s]
45/50 3.45G 0.6574 0.4393 1.148 14 512: 14%|█▍ | 8/58 [00:00<00:03, 14.95it/s]
45/50 3.45G 0.6535 0.4296 1.143 11 512: 14%|█▍ | 8/58 [00:00<00:03, 14.95it/s]
45/50 3.45G 0.6535 0.4296 1.143 11 512: 17%|█▋ | 10/58 [00:00<00:03, 14.32it/s]
45/50 3.45G 0.6798 0.4419 1.165 14 512: 17%|█▋ | 10/58 [00:00<00:03, 14.32it/s]
45/50 3.45G 0.6955 0.4449 1.169 13 512: 17%|█▋ | 10/58 [00:00<00:03, 14.32it/s]
45/50 3.45G 0.6955 0.4449 1.169 13 512: 21%|██ | 12/58 [00:00<00:03, 14.41it/s]
45/50 3.45G 0.7166 0.4564 1.172 27 512: 21%|██ | 12/58 [00:00<00:03, 14.41it/s]
45/50 3.45G 0.7223 0.4595 1.175 16 512: 21%|██ | 12/58 [00:00<00:03, 14.41it/s]
45/50 3.45G 0.7223 0.4595 1.175 16 512: 24%|██▍ | 14/58 [00:00<00:03, 14.64it/s]
45/50 3.45G 0.7298 0.4622 1.185 16 512: 24%|██▍ | 14/58 [00:01<00:03, 14.64it/s]
45/50 3.45G 0.7175 0.4602 1.175 11 512: 24%|██▍ | 14/58 [00:01<00:03, 14.64it/s]
45/50 3.45G 0.7175 0.4602 1.175 11 512: 28%|██▊ | 16/58 [00:01<00:02, 14.97it/s]
45/50 3.45G 0.7071 0.4556 1.164 10 512: 28%|██▊ | 16/58 [00:01<00:02, 14.97it/s]
45/50 3.45G 0.702 0.4569 1.162 9 512: 28%|██▊ | 16/58 [00:01<00:02, 14.97it/s]
45/50 3.45G 0.702 0.4569 1.162 9 512: 31%|███ | 18/58 [00:01<00:02, 14.18it/s]
45/50 3.45G 0.6907 0.4547 1.157 10 512: 31%|███ | 18/58 [00:01<00:02, 14.18it/s]
45/50 3.45G 0.6893 0.4535 1.164 11 512: 31%|███ | 18/58 [00:01<00:02, 14.18it/s]
45/50 3.45G 0.6893 0.4535 1.164 11 512: 34%|███▍ | 20/58 [00:01<00:02, 14.63it/s]
45/50 3.45G 0.687 0.4492 1.161 10 512: 34%|███▍ | 20/58 [00:01<00:02, 14.63it/s]
45/50 3.45G 0.6937 0.4502 1.158 14 512: 34%|███▍ | 20/58 [00:01<00:02, 14.63it/s]
45/50 3.45G 0.6937 0.4502 1.158 14 512: 38%|███▊ | 22/58 [00:01<00:02, 14.97it/s]
45/50 3.45G 0.6951 0.4495 1.155 18 512: 38%|███▊ | 22/58 [00:01<00:02, 14.97it/s]
45/50 3.45G 0.7015 0.4502 1.164 12 512: 38%|███▊ | 22/58 [00:01<00:02, 14.97it/s]
45/50 3.45G 0.7015 0.4502 1.164 12 512: 41%|████▏ | 24/58 [00:01<00:02, 15.08it/s]
45/50 3.45G 0.6937 0.4481 1.158 14 512: 41%|████▏ | 24/58 [00:01<00:02, 15.08it/s]
45/50 3.45G 0.6873 0.4437 1.154 10 512: 41%|████▏ | 24/58 [00:01<00:02, 15.08it/s]
45/50 3.45G 0.6873 0.4437 1.154 10 512: 45%|████▍ | 26/58 [00:01<00:02, 14.17it/s]
45/50 3.45G 0.6803 0.4402 1.15 9 512: 45%|████▍ | 26/58 [00:01<00:02, 14.17it/s]
45/50 3.45G 0.6773 0.4365 1.141 18 512: 45%|████▍ | 26/58 [00:01<00:02, 14.17it/s]
45/50 3.45G 0.6773 0.4365 1.141 18 512: 48%|████▊ | 28/58 [00:01<00:02, 14.13it/s]
45/50 3.45G 0.6787 0.4397 1.147 10 512: 48%|████▊ | 28/58 [00:01<00:02, 14.13it/s]
45/50 3.45G 0.6724 0.4339 1.143 8 512: 48%|████▊ | 28/58 [00:02<00:02, 14.13it/s]
45/50 3.45G 0.6724 0.4339 1.143 8 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.92it/s]
45/50 3.45G 0.6707 0.4326 1.142 10 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.92it/s]
45/50 3.45G 0.6688 0.4317 1.141 15 512: 52%|█████▏ | 30/58 [00:02<00:02, 13.92it/s]
45/50 3.45G 0.6688 0.4317 1.141 15 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.01it/s]
45/50 3.45G 0.6743 0.4341 1.148 9 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.01it/s]
45/50 3.45G 0.673 0.4318 1.145 15 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.01it/s]
45/50 3.45G 0.673 0.4318 1.145 15 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.69it/s]
45/50 3.45G 0.6677 0.428 1.143 8 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.69it/s]
45/50 3.45G 0.6697 0.4291 1.146 11 512: 59%|█████▊ | 34/58 [00:02<00:01, 13.69it/s]
45/50 3.45G 0.6697 0.4291 1.146 11 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.35it/s]
45/50 3.45G 0.6661 0.4283 1.143 12 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.35it/s]
45/50 3.45G 0.6647 0.4301 1.142 18 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.35it/s]
45/50 3.45G 0.6647 0.4301 1.142 18 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.62it/s]
45/50 3.45G 0.658 0.4278 1.141 8 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.62it/s]
45/50 3.45G 0.6531 0.426 1.137 13 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.62it/s]
45/50 3.45G 0.6531 0.426 1.137 13 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.83it/s]
45/50 3.45G 0.6521 0.4245 1.133 18 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.83it/s]
45/50 3.45G 0.6514 0.4235 1.134 11 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.83it/s]
45/50 3.45G 0.6514 0.4235 1.134 11 512: 72%|███████▏ | 42/58 [00:02<00:01, 14.08it/s]
45/50 3.45G 0.6512 0.4232 1.133 12 512: 72%|███████▏ | 42/58 [00:02<00:01, 14.08it/s]
45/50 3.45G 0.6508 0.4236 1.13 20 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.08it/s]
45/50 3.45G 0.6508 0.4236 1.13 20 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.33it/s]
45/50 3.45G 0.6549 0.426 1.13 21 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.33it/s]
45/50 3.45G 0.658 0.4276 1.13 20 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.33it/s]
45/50 3.45G 0.658 0.4276 1.13 20 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.51it/s]
45/50 3.45G 0.6538 0.4248 1.127 8 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.51it/s]
45/50 3.45G 0.6631 0.4297 1.138 13 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.51it/s]
45/50 3.45G 0.6631 0.4297 1.138 13 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.74it/s]
45/50 3.45G 0.6603 0.4276 1.137 8 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.74it/s]
45/50 3.45G 0.6577 0.4258 1.134 12 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.74it/s]
45/50 3.45G 0.6577 0.4258 1.134 12 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.97it/s]
45/50 3.45G 0.6574 0.4248 1.136 9 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.97it/s]
45/50 3.45G 0.6575 0.4227 1.136 11 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.97it/s]
45/50 3.45G 0.6575 0.4227 1.136 11 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.31it/s]
45/50 3.45G 0.6585 0.423 1.135 11 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.31it/s]
45/50 3.45G 0.6582 0.4225 1.134 17 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.31it/s]
45/50 3.45G 0.6582 0.4225 1.134 17 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.26it/s]
45/50 3.45G 0.6565 0.4216 1.132 9 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.26it/s]
45/50 3.45G 0.6533 0.4204 1.131 11 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.26it/s]
45/50 3.45G 0.6533 0.4204 1.131 11 512: 97%|█████████▋| 56/58 [00:03<00:00, 13.92it/s]
45/50 3.45G 0.6495 0.4178 1.127 11 512: 97%|█████████▋| 56/58 [00:03<00:00, 13.92it/s]
45/50 3.45G 0.6492 0.417 1.127 11 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.92it/s]
45/50 3.45G 0.6492 0.417 1.127 11 512: 100%|██████████| 58/58 [00:04<00:00, 13.85it/s]
45/50 3.45G 0.6492 0.417 1.127 11 512: 100%|██████████| 58/58 [00:04<00:00, 14.32it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 16.14it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 16.59it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.24it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.29it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.59it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.86it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 16.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.89it/s]
+ all 253 461 0.909 0.833 0.91 0.656
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
46/50 3.45G 0.5146 0.4162 0.9439 13 512: 0%| | 0/58 [00:00<?, ?it/s]
46/50 3.45G 0.6347 0.3895 1.116 11 512: 0%| | 0/58 [00:00<?, ?it/s]
46/50 3.45G 0.6347 0.3895 1.116 11 512: 3%|▎ | 2/58 [00:00<00:03, 15.69it/s]
46/50 3.45G 0.6037 0.375 1.095 16 512: 3%|▎ | 2/58 [00:00<00:03, 15.69it/s]
46/50 3.45G 0.5924 0.3679 1.052 15 512: 3%|▎ | 2/58 [00:00<00:03, 15.69it/s]
46/50 3.45G 0.5924 0.3679 1.052 15 512: 7%|▋ | 4/58 [00:00<00:03, 15.90it/s]
46/50 3.45G 0.5982 0.3664 1.072 9 512: 7%|▋ | 4/58 [00:00<00:03, 15.90it/s]
46/50 3.45G 0.6673 0.4121 1.122 25 512: 7%|▋ | 4/58 [00:00<00:03, 15.90it/s]
46/50 3.45G 0.6673 0.4121 1.122 25 512: 10%|█ | 6/58 [00:00<00:03, 15.37it/s]
46/50 3.45G 0.6577 0.4135 1.128 15 512: 10%|█ | 6/58 [00:00<00:03, 15.37it/s]
46/50 3.45G 0.6705 0.4188 1.137 14 512: 10%|█ | 6/58 [00:00<00:03, 15.37it/s]
46/50 3.45G 0.6705 0.4188 1.137 14 512: 14%|█▍ | 8/58 [00:00<00:03, 14.19it/s]
46/50 3.45G 0.671 0.4206 1.129 12 512: 14%|█▍ | 8/58 [00:00<00:03, 14.19it/s]
46/50 3.45G 0.6887 0.4329 1.133 17 512: 14%|█▍ | 8/58 [00:00<00:03, 14.19it/s]
46/50 3.45G 0.6887 0.4329 1.133 17 512: 17%|█▋ | 10/58 [00:00<00:03, 14.67it/s]
46/50 3.45G 0.6802 0.4311 1.133 11 512: 17%|█▋ | 10/58 [00:00<00:03, 14.67it/s]
46/50 3.45G 0.6984 0.4449 1.138 19 512: 17%|█▋ | 10/58 [00:00<00:03, 14.67it/s]
46/50 3.45G 0.6984 0.4449 1.138 19 512: 21%|██ | 12/58 [00:00<00:03, 15.13it/s]
46/50 3.45G 0.71 0.4551 1.137 14 512: 21%|██ | 12/58 [00:00<00:03, 15.13it/s]
46/50 3.45G 0.6871 0.4457 1.125 10 512: 21%|██ | 12/58 [00:00<00:03, 15.13it/s]
46/50 3.45G 0.6871 0.4457 1.125 10 512: 24%|██▍ | 14/58 [00:00<00:02, 15.32it/s]
46/50 3.45G 0.6941 0.4536 1.134 18 512: 24%|██▍ | 14/58 [00:00<00:02, 15.32it/s]
46/50 3.45G 0.6845 0.4484 1.132 11 512: 24%|██▍ | 14/58 [00:01<00:02, 15.32it/s]
46/50 3.45G 0.6845 0.4484 1.132 11 512: 28%|██▊ | 16/58 [00:01<00:02, 14.44it/s]
46/50 3.45G 0.6799 0.4427 1.131 12 512: 28%|██▊ | 16/58 [00:01<00:02, 14.44it/s]
46/50 3.45G 0.6993 0.4641 1.144 20 512: 28%|██▊ | 16/58 [00:01<00:02, 14.44it/s]
46/50 3.45G 0.6993 0.4641 1.144 20 512: 31%|███ | 18/58 [00:01<00:02, 14.75it/s]
46/50 3.45G 0.6977 0.4609 1.146 12 512: 31%|███ | 18/58 [00:01<00:02, 14.75it/s]
46/50 3.45G 0.7004 0.4571 1.147 12 512: 31%|███ | 18/58 [00:01<00:02, 14.75it/s]
46/50 3.45G 0.7004 0.4571 1.147 12 512: 34%|███▍ | 20/58 [00:01<00:02, 14.92it/s]
46/50 3.45G 0.6954 0.4515 1.148 8 512: 34%|███▍ | 20/58 [00:01<00:02, 14.92it/s]
46/50 3.45G 0.6801 0.4463 1.14 9 512: 34%|███▍ | 20/58 [00:01<00:02, 14.92it/s]
46/50 3.45G 0.6801 0.4463 1.14 9 512: 38%|███▊ | 22/58 [00:01<00:02, 14.91it/s]
46/50 3.45G 0.6762 0.4454 1.135 16 512: 38%|███▊ | 22/58 [00:01<00:02, 14.91it/s]
46/50 3.45G 0.6695 0.4405 1.134 9 512: 38%|███▊ | 22/58 [00:01<00:02, 14.91it/s]
46/50 3.45G 0.6695 0.4405 1.134 9 512: 41%|████▏ | 24/58 [00:01<00:02, 14.38it/s]
46/50 3.45G 0.6799 0.4444 1.143 18 512: 41%|████▏ | 24/58 [00:01<00:02, 14.38it/s]
46/50 3.45G 0.6834 0.443 1.146 9 512: 41%|████▏ | 24/58 [00:01<00:02, 14.38it/s]
46/50 3.45G 0.6834 0.443 1.146 9 512: 45%|████▍ | 26/58 [00:01<00:02, 14.68it/s]
46/50 3.45G 0.6853 0.4418 1.146 15 512: 45%|████▍ | 26/58 [00:01<00:02, 14.68it/s]
46/50 3.45G 0.6813 0.4383 1.146 8 512: 45%|████▍ | 26/58 [00:01<00:02, 14.68it/s]
46/50 3.45G 0.6813 0.4383 1.146 8 512: 48%|████▊ | 28/58 [00:01<00:02, 14.90it/s]
46/50 3.45G 0.689 0.4412 1.148 16 512: 48%|████▊ | 28/58 [00:01<00:02, 14.90it/s]
46/50 3.45G 0.687 0.4373 1.144 13 512: 48%|████▊ | 28/58 [00:02<00:02, 14.90it/s]
46/50 3.45G 0.687 0.4373 1.144 13 512: 52%|█████▏ | 30/58 [00:02<00:01, 15.15it/s]
46/50 3.45G 0.6781 0.4322 1.139 8 512: 52%|█████▏ | 30/58 [00:02<00:01, 15.15it/s]
46/50 3.45G 0.6738 0.4294 1.134 11 512: 52%|█████▏ | 30/58 [00:02<00:01, 15.15it/s]
46/50 3.45G 0.6738 0.4294 1.134 11 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.87it/s]
46/50 3.45G 0.6772 0.4284 1.133 11 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.87it/s]
46/50 3.45G 0.6764 0.427 1.132 13 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.87it/s]
46/50 3.45G 0.6764 0.427 1.132 13 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.41it/s]
46/50 3.45G 0.6706 0.4223 1.126 10 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.41it/s]
46/50 3.45G 0.6697 0.421 1.123 11 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.41it/s]
46/50 3.45G 0.6697 0.421 1.123 11 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.23it/s]
46/50 3.45G 0.6675 0.4181 1.122 10 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.23it/s]
46/50 3.45G 0.6599 0.4157 1.116 13 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.23it/s]
46/50 3.45G 0.6599 0.4157 1.116 13 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.94it/s]
46/50 3.45G 0.6593 0.4139 1.114 20 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.94it/s]
46/50 3.45G 0.6577 0.4126 1.114 8 512: 66%|██████▌ | 38/58 [00:02<00:01, 13.94it/s]
46/50 3.45G 0.6577 0.4126 1.114 8 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.36it/s]
46/50 3.45G 0.6572 0.4117 1.112 15 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.36it/s]
46/50 3.45G 0.6561 0.4138 1.11 15 512: 69%|██████▉ | 40/58 [00:02<00:01, 13.36it/s]
46/50 3.45G 0.6561 0.4138 1.11 15 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.83it/s]
46/50 3.45G 0.652 0.4111 1.108 8 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.83it/s]
46/50 3.45G 0.6502 0.4105 1.108 11 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.83it/s]
46/50 3.45G 0.6502 0.4105 1.108 11 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.16it/s]
46/50 3.45G 0.6516 0.41 1.11 11 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.16it/s]
46/50 3.45G 0.65 0.4102 1.11 12 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.16it/s]
46/50 3.45G 0.65 0.4102 1.11 12 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.19it/s]
46/50 3.45G 0.6586 0.4159 1.117 14 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.19it/s]
46/50 3.45G 0.6644 0.4172 1.121 13 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.19it/s]
46/50 3.45G 0.6644 0.4172 1.121 13 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.11it/s]
46/50 3.45G 0.6615 0.416 1.121 11 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.11it/s]
46/50 3.45G 0.6602 0.415 1.119 16 512: 83%|████████▎ | 48/58 [00:03<00:00, 13.11it/s]
46/50 3.45G 0.6602 0.415 1.119 16 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.80it/s]
46/50 3.45G 0.6566 0.4134 1.115 12 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.80it/s]
46/50 3.45G 0.6572 0.4138 1.115 21 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.80it/s]
46/50 3.45G 0.6572 0.4138 1.115 21 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.24it/s]
46/50 3.45G 0.6519 0.4115 1.114 11 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.24it/s]
46/50 3.45G 0.6531 0.4118 1.115 11 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.24it/s]
46/50 3.45G 0.6531 0.4118 1.115 11 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.74it/s]
46/50 3.45G 0.6482 0.409 1.114 8 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.74it/s]
46/50 3.45G 0.6501 0.4108 1.115 20 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.74it/s]
46/50 3.45G 0.6501 0.4108 1.115 20 512: 97%|█████████▋| 56/58 [00:03<00:00, 13.84it/s]
46/50 3.45G 0.6543 0.4129 1.118 16 512: 97%|█████████▋| 56/58 [00:03<00:00, 13.84it/s]
46/50 3.45G 0.653 0.4108 1.118 3 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.84it/s]
46/50 3.45G 0.653 0.4108 1.118 3 512: 100%|██████████| 58/58 [00:04<00:00, 14.35it/s]
46/50 3.45G 0.653 0.4108 1.118 3 512: 100%|██████████| 58/58 [00:04<00:00, 14.40it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 16.55it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.93it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.62it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.56it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.31it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 14.55it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.53it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.25it/s]
+ all 253 461 0.921 0.824 0.908 0.65
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
47/50 3.45G 0.5006 0.3445 1.063 13 512: 0%| | 0/58 [00:00<?, ?it/s]
47/50 3.45G 0.5797 0.399 1.134 13 512: 0%| | 0/58 [00:00<?, ?it/s]
47/50 3.45G 0.5797 0.399 1.134 13 512: 3%|▎ | 2/58 [00:00<00:03, 16.29it/s]
47/50 3.45G 0.5364 0.3674 1.084 10 512: 3%|▎ | 2/58 [00:00<00:03, 16.29it/s]
47/50 3.45G 0.597 0.3727 1.091 11 512: 3%|▎ | 2/58 [00:00<00:03, 16.29it/s]
47/50 3.45G 0.597 0.3727 1.091 11 512: 7%|▋ | 4/58 [00:00<00:03, 15.20it/s]
47/50 3.45G 0.6585 0.4008 1.11 20 512: 7%|▋ | 4/58 [00:00<00:03, 15.20it/s]
47/50 3.45G 0.6867 0.4031 1.165 10 512: 7%|▋ | 4/58 [00:00<00:03, 15.20it/s]
47/50 3.45G 0.6867 0.4031 1.165 10 512: 10%|█ | 6/58 [00:00<00:03, 14.23it/s]
47/50 3.45G 0.6985 0.4104 1.181 9 512: 10%|█ | 6/58 [00:00<00:03, 14.23it/s]
47/50 3.45G 0.6781 0.4066 1.155 14 512: 10%|█ | 6/58 [00:00<00:03, 14.23it/s]
47/50 3.45G 0.6781 0.4066 1.155 14 512: 14%|█▍ | 8/58 [00:00<00:03, 14.75it/s]
47/50 3.45G 0.6557 0.3937 1.137 9 512: 14%|█▍ | 8/58 [00:00<00:03, 14.75it/s]
47/50 3.45G 0.6345 0.3979 1.128 13 512: 14%|█▍ | 8/58 [00:00<00:03, 14.75it/s]
47/50 3.45G 0.6345 0.3979 1.128 13 512: 17%|█▋ | 10/58 [00:00<00:03, 15.21it/s]
47/50 3.45G 0.6379 0.3969 1.133 11 512: 17%|█▋ | 10/58 [00:00<00:03, 15.21it/s]
47/50 3.45G 0.6558 0.4174 1.149 17 512: 17%|█▋ | 10/58 [00:00<00:03, 15.21it/s]
47/50 3.45G 0.6558 0.4174 1.149 17 512: 21%|██ | 12/58 [00:00<00:03, 15.05it/s]
47/50 3.45G 0.6626 0.4186 1.147 13 512: 21%|██ | 12/58 [00:00<00:03, 15.05it/s]
47/50 3.45G 0.6619 0.412 1.134 12 512: 21%|██ | 12/58 [00:00<00:03, 15.05it/s]
47/50 3.45G 0.6619 0.412 1.134 12 512: 24%|██▍ | 14/58 [00:00<00:03, 14.45it/s]
47/50 3.45G 0.6622 0.4095 1.131 12 512: 24%|██▍ | 14/58 [00:01<00:03, 14.45it/s]
47/50 3.45G 0.6577 0.4075 1.128 10 512: 24%|██▍ | 14/58 [00:01<00:03, 14.45it/s]
47/50 3.45G 0.6577 0.4075 1.128 10 512: 28%|██▊ | 16/58 [00:01<00:02, 14.73it/s]
47/50 3.45G 0.6422 0.4016 1.12 8 512: 28%|██▊ | 16/58 [00:01<00:02, 14.73it/s]
47/50 3.45G 0.6454 0.4039 1.115 25 512: 28%|██▊ | 16/58 [00:01<00:02, 14.73it/s]
47/50 3.45G 0.6454 0.4039 1.115 25 512: 31%|███ | 18/58 [00:01<00:02, 15.00it/s]
47/50 3.45G 0.6369 0.4003 1.111 8 512: 31%|███ | 18/58 [00:01<00:02, 15.00it/s]
47/50 3.45G 0.6476 0.4076 1.116 14 512: 31%|███ | 18/58 [00:01<00:02, 15.00it/s]
47/50 3.45G 0.6476 0.4076 1.116 14 512: 34%|███▍ | 20/58 [00:01<00:02, 14.57it/s]
47/50 3.45G 0.6372 0.4025 1.109 8 512: 34%|███▍ | 20/58 [00:01<00:02, 14.57it/s]
47/50 3.45G 0.6264 0.3965 1.108 8 512: 34%|███▍ | 20/58 [00:01<00:02, 14.57it/s]
47/50 3.45G 0.6264 0.3965 1.108 8 512: 38%|███▊ | 22/58 [00:01<00:02, 13.95it/s]
47/50 3.45G 0.619 0.3914 1.101 10 512: 38%|███▊ | 22/58 [00:01<00:02, 13.95it/s]
47/50 3.45G 0.6218 0.3943 1.099 14 512: 38%|███▊ | 22/58 [00:01<00:02, 13.95it/s]
47/50 3.45G 0.6218 0.3943 1.099 14 512: 41%|████▏ | 24/58 [00:01<00:02, 14.55it/s]
47/50 3.45G 0.6175 0.3921 1.096 12 512: 41%|████▏ | 24/58 [00:01<00:02, 14.55it/s]
47/50 3.45G 0.609 0.393 1.098 8 512: 41%|████▏ | 24/58 [00:01<00:02, 14.55it/s]
47/50 3.45G 0.609 0.393 1.098 8 512: 45%|████▍ | 26/58 [00:01<00:02, 14.39it/s]
47/50 3.45G 0.618 0.3941 1.099 18 512: 45%|████▍ | 26/58 [00:01<00:02, 14.39it/s]
47/50 3.45G 0.6147 0.3935 1.099 8 512: 45%|████▍ | 26/58 [00:01<00:02, 14.39it/s]
47/50 3.45G 0.6147 0.3935 1.099 8 512: 48%|████▊ | 28/58 [00:01<00:02, 14.57it/s]
47/50 3.45G 0.6157 0.3973 1.101 12 512: 48%|████▊ | 28/58 [00:01<00:02, 14.57it/s]
47/50 3.45G 0.6191 0.4022 1.101 11 512: 48%|████▊ | 28/58 [00:02<00:02, 14.57it/s]
47/50 3.45G 0.6191 0.4022 1.101 11 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.00it/s]
47/50 3.45G 0.6271 0.4083 1.106 18 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.00it/s]
47/50 3.45G 0.6321 0.4077 1.111 16 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.00it/s]
47/50 3.45G 0.6321 0.4077 1.111 16 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.35it/s]
47/50 3.45G 0.6442 0.4148 1.12 17 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.35it/s]
47/50 3.45G 0.6402 0.4113 1.117 8 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.35it/s]
47/50 3.45G 0.6402 0.4113 1.117 8 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.66it/s]
47/50 3.45G 0.6379 0.4089 1.114 14 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.66it/s]
47/50 3.45G 0.6343 0.4062 1.11 9 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.66it/s]
47/50 3.45G 0.6343 0.4062 1.11 9 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.89it/s]
47/50 3.45G 0.6303 0.4047 1.107 14 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.89it/s]
47/50 3.45G 0.6298 0.4058 1.108 11 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.89it/s]
47/50 3.45G 0.6298 0.4058 1.108 11 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.17it/s]
47/50 3.45G 0.6317 0.4095 1.109 17 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.17it/s]
47/50 3.45G 0.6363 0.4134 1.109 28 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.17it/s]
47/50 3.45G 0.6363 0.4134 1.109 28 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.42it/s]
47/50 3.45G 0.6311 0.4103 1.106 10 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.42it/s]
47/50 3.45G 0.6296 0.4083 1.105 12 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.42it/s]
47/50 3.45G 0.6296 0.4083 1.105 12 512: 72%|███████▏ | 42/58 [00:02<00:01, 14.02it/s]
47/50 3.45G 0.6295 0.4064 1.102 11 512: 72%|███████▏ | 42/58 [00:02<00:01, 14.02it/s]
47/50 3.45G 0.6312 0.4057 1.101 16 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.02it/s]
47/50 3.45G 0.6312 0.4057 1.101 16 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.60it/s]
47/50 3.45G 0.6344 0.4077 1.101 24 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.60it/s]
47/50 3.45G 0.6321 0.4064 1.098 11 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.60it/s]
47/50 3.45G 0.6321 0.4064 1.098 11 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.63it/s]
47/50 3.45G 0.6342 0.4072 1.099 14 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.63it/s]
47/50 3.45G 0.6333 0.4065 1.097 9 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.63it/s]
47/50 3.45G 0.6333 0.4065 1.097 9 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.18it/s]
47/50 3.45G 0.6394 0.4079 1.099 17 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.18it/s]
47/50 3.45G 0.6395 0.4075 1.096 18 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.18it/s]
47/50 3.45G 0.6395 0.4075 1.096 18 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.51it/s]
47/50 3.45G 0.6381 0.4057 1.096 8 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.51it/s]
47/50 3.45G 0.6349 0.4045 1.096 10 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.51it/s]
47/50 3.45G 0.6349 0.4045 1.096 10 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.52it/s]
47/50 3.45G 0.6361 0.4055 1.096 10 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.52it/s]
47/50 3.45G 0.6397 0.4043 1.099 15 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.52it/s]
47/50 3.45G 0.6397 0.4043 1.099 15 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.76it/s]
47/50 3.45G 0.6422 0.4054 1.099 31 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.76it/s]
47/50 3.45G 0.6497 0.4057 1.104 9 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.76it/s]
47/50 3.45G 0.6497 0.4057 1.104 9 512: 97%|█████████▋| 56/58 [00:03<00:00, 14.19it/s]
47/50 3.45G 0.646 0.404 1.103 9 512: 97%|█████████▋| 56/58 [00:03<00:00, 14.19it/s]
47/50 3.45G 0.6515 0.406 1.104 5 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.19it/s]
47/50 3.45G 0.6515 0.406 1.104 5 512: 100%|██████████| 58/58 [00:04<00:00, 14.66it/s]
47/50 3.45G 0.6515 0.406 1.104 5 512: 100%|██████████| 58/58 [00:04<00:00, 14.47it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 17.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.59it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.34it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 14.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 16.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.37it/s]
+ all 253 461 0.932 0.833 0.909 0.653
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
48/50 3.45G 0.4971 0.286 1.067 10 512: 0%| | 0/58 [00:00<?, ?it/s]
48/50 3.45G 0.4272 0.2943 0.9816 8 512: 0%| | 0/58 [00:00<?, ?it/s]
48/50 3.45G 0.4272 0.2943 0.9816 8 512: 3%|▎ | 2/58 [00:00<00:03, 15.74it/s]
48/50 3.45G 0.5251 0.359 1.018 23 512: 3%|▎ | 2/58 [00:00<00:03, 15.74it/s]
48/50 3.45G 0.5799 0.403 1.039 24 512: 3%|▎ | 2/58 [00:00<00:03, 15.74it/s]
48/50 3.45G 0.5799 0.403 1.039 24 512: 7%|▋ | 4/58 [00:00<00:05, 9.10it/s]
48/50 3.45G 0.6086 0.4177 1.08 11 512: 7%|▋ | 4/58 [00:00<00:05, 9.10it/s]
48/50 3.45G 0.6047 0.4282 1.132 11 512: 7%|▋ | 4/58 [00:00<00:05, 9.10it/s]
48/50 3.45G 0.6047 0.4282 1.132 11 512: 10%|█ | 6/58 [00:00<00:04, 11.42it/s]
48/50 3.45G 0.5754 0.4117 1.106 8 512: 10%|█ | 6/58 [00:00<00:04, 11.42it/s]
48/50 3.45G 0.5544 0.3968 1.088 11 512: 10%|█ | 6/58 [00:00<00:04, 11.42it/s]
48/50 3.45G 0.5544 0.3968 1.088 11 512: 14%|█▍ | 8/58 [00:00<00:03, 12.77it/s]
48/50 3.45G 0.5489 0.389 1.078 10 512: 14%|█▍ | 8/58 [00:00<00:03, 12.77it/s]
48/50 3.45G 0.5376 0.378 1.063 10 512: 14%|█▍ | 8/58 [00:00<00:03, 12.77it/s]
48/50 3.45G 0.5376 0.378 1.063 10 512: 17%|█▋ | 10/58 [00:00<00:03, 13.48it/s]
48/50 3.45G 0.5391 0.3773 1.052 17 512: 17%|█▋ | 10/58 [00:00<00:03, 13.48it/s]
48/50 3.45G 0.5361 0.3729 1.058 9 512: 17%|█▋ | 10/58 [00:00<00:03, 13.48it/s]
48/50 3.45G 0.5361 0.3729 1.058 9 512: 21%|██ | 12/58 [00:00<00:03, 13.18it/s]
48/50 3.45G 0.5536 0.3771 1.071 11 512: 21%|██ | 12/58 [00:01<00:03, 13.18it/s]
48/50 3.45G 0.5431 0.376 1.07 11 512: 21%|██ | 12/58 [00:01<00:03, 13.18it/s]
48/50 3.45G 0.5431 0.376 1.07 11 512: 24%|██▍ | 14/58 [00:01<00:03, 13.97it/s]
48/50 3.45G 0.5402 0.3733 1.066 9 512: 24%|██▍ | 14/58 [00:01<00:03, 13.97it/s]
48/50 3.45G 0.5407 0.3765 1.062 12 512: 24%|██▍ | 14/58 [00:01<00:03, 13.97it/s]
48/50 3.45G 0.5407 0.3765 1.062 12 512: 28%|██▊ | 16/58 [00:01<00:02, 14.40it/s]
48/50 3.45G 0.5324 0.3694 1.054 8 512: 28%|██▊ | 16/58 [00:01<00:02, 14.40it/s]
48/50 3.45G 0.5291 0.3674 1.049 12 512: 28%|██▊ | 16/58 [00:01<00:02, 14.40it/s]
48/50 3.45G 0.5291 0.3674 1.049 12 512: 31%|███ | 18/58 [00:01<00:02, 14.49it/s]
48/50 3.45G 0.5254 0.3651 1.047 12 512: 31%|███ | 18/58 [00:01<00:02, 14.49it/s]
48/50 3.45G 0.5287 0.3703 1.047 13 512: 31%|███ | 18/58 [00:01<00:02, 14.49it/s]
48/50 3.45G 0.5287 0.3703 1.047 13 512: 34%|███▍ | 20/58 [00:01<00:02, 13.99it/s]
48/50 3.45G 0.5244 0.366 1.042 8 512: 34%|███▍ | 20/58 [00:01<00:02, 13.99it/s]
48/50 3.45G 0.5297 0.3677 1.043 19 512: 34%|███▍ | 20/58 [00:01<00:02, 13.99it/s]
48/50 3.45G 0.5297 0.3677 1.043 19 512: 38%|███▊ | 22/58 [00:01<00:02, 14.31it/s]
48/50 3.45G 0.5307 0.3659 1.047 14 512: 38%|███▊ | 22/58 [00:01<00:02, 14.31it/s]
48/50 3.45G 0.5348 0.3702 1.043 15 512: 38%|███▊ | 22/58 [00:01<00:02, 14.31it/s]
48/50 3.45G 0.5348 0.3702 1.043 15 512: 41%|████▏ | 24/58 [00:01<00:02, 14.72it/s]
48/50 3.45G 0.5364 0.3715 1.046 8 512: 41%|████▏ | 24/58 [00:01<00:02, 14.72it/s]
48/50 3.45G 0.5527 0.376 1.063 11 512: 41%|████▏ | 24/58 [00:01<00:02, 14.72it/s]
48/50 3.45G 0.5527 0.376 1.063 11 512: 45%|████▍ | 26/58 [00:01<00:02, 14.74it/s]
48/50 3.45G 0.5539 0.3742 1.058 11 512: 45%|████▍ | 26/58 [00:01<00:02, 14.74it/s]
48/50 3.45G 0.5586 0.3762 1.059 17 512: 45%|████▍ | 26/58 [00:02<00:02, 14.74it/s]
48/50 3.45G 0.5586 0.3762 1.059 17 512: 48%|████▊ | 28/58 [00:02<00:02, 14.05it/s]
48/50 3.45G 0.5648 0.3845 1.065 11 512: 48%|████▊ | 28/58 [00:02<00:02, 14.05it/s]
48/50 3.45G 0.5655 0.3856 1.064 14 512: 48%|████▊ | 28/58 [00:02<00:02, 14.05it/s]
48/50 3.45G 0.5655 0.3856 1.064 14 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.30it/s]
48/50 3.45G 0.5656 0.3851 1.067 10 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.30it/s]
48/50 3.45G 0.5639 0.3839 1.064 17 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.30it/s]
48/50 3.45G 0.5639 0.3839 1.064 17 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.64it/s]
48/50 3.45G 0.5556 0.3809 1.065 8 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.64it/s]
48/50 3.45G 0.5624 0.3844 1.068 18 512: 55%|█████▌ | 32/58 [00:02<00:01, 14.64it/s]
48/50 3.45G 0.5624 0.3844 1.068 18 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.81it/s]
48/50 3.45G 0.563 0.3825 1.07 11 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.81it/s]
48/50 3.45G 0.5679 0.3843 1.071 23 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.81it/s]
48/50 3.45G 0.5679 0.3843 1.071 23 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.75it/s]
48/50 3.45G 0.5678 0.3851 1.07 13 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.75it/s]
48/50 3.45G 0.5639 0.3843 1.069 8 512: 62%|██████▏ | 36/58 [00:02<00:01, 13.75it/s]
48/50 3.45G 0.5639 0.3843 1.069 8 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.08it/s]
48/50 3.45G 0.5648 0.3843 1.072 9 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.08it/s]
48/50 3.45G 0.5627 0.3819 1.071 14 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.08it/s]
48/50 3.45G 0.5627 0.3819 1.071 14 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.47it/s]
48/50 3.45G 0.5607 0.382 1.069 11 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.47it/s]
48/50 3.45G 0.5628 0.3821 1.07 20 512: 69%|██████▉ | 40/58 [00:03<00:01, 14.47it/s]
48/50 3.45G 0.5628 0.3821 1.07 20 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.65it/s]
48/50 3.45G 0.5682 0.3863 1.076 17 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.65it/s]
48/50 3.45G 0.5808 0.3947 1.087 19 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.65it/s]
48/50 3.45G 0.5808 0.3947 1.087 19 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.94it/s]
48/50 3.45G 0.5842 0.3956 1.088 15 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.94it/s]
48/50 3.45G 0.5838 0.3952 1.087 16 512: 76%|███████▌ | 44/58 [00:03<00:01, 12.94it/s]
48/50 3.45G 0.5838 0.3952 1.087 16 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.02it/s]
48/50 3.45G 0.5844 0.3946 1.088 12 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.02it/s]
48/50 3.45G 0.5862 0.3931 1.089 13 512: 79%|███████▉ | 46/58 [00:03<00:00, 13.02it/s]
48/50 3.45G 0.5862 0.3931 1.089 13 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.97it/s]
48/50 3.45G 0.5929 0.3965 1.092 24 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.97it/s]
48/50 3.45G 0.5915 0.3962 1.092 10 512: 83%|████████▎ | 48/58 [00:03<00:00, 12.97it/s]
48/50 3.45G 0.5915 0.3962 1.092 10 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.53it/s]
48/50 3.45G 0.5889 0.3951 1.091 16 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.53it/s]
48/50 3.45G 0.5927 0.3959 1.094 15 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.53it/s]
48/50 3.45G 0.5927 0.3959 1.094 15 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.30it/s]
48/50 3.45G 0.598 0.396 1.097 13 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.30it/s]
48/50 3.45G 0.6011 0.397 1.097 17 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.30it/s]
48/50 3.45G 0.6011 0.397 1.097 17 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.82it/s]
48/50 3.45G 0.5995 0.3951 1.096 8 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.82it/s]
48/50 3.45G 0.6023 0.3951 1.098 10 512: 93%|█████████▎| 54/58 [00:04<00:00, 13.82it/s]
48/50 3.45G 0.6023 0.3951 1.098 10 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.09it/s]
48/50 3.45G 0.5977 0.3931 1.096 11 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.09it/s]
48/50 3.45G 0.5974 0.3926 1.096 5 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.09it/s]
48/50 3.45G 0.5974 0.3926 1.096 5 512: 100%|██████████| 58/58 [00:04<00:00, 14.51it/s]
48/50 3.45G 0.5974 0.3926 1.096 5 512: 100%|██████████| 58/58 [00:04<00:00, 13.77it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 16.15it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 15.55it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.04it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.26it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.45it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.74it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 16.27it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.74it/s]
+ all 253 461 0.923 0.835 0.919 0.663
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
49/50 3.45G 0.9706 0.8143 1.259 12 512: 0%| | 0/58 [00:00<?, ?it/s]
49/50 3.45G 0.7399 0.5494 1.126 9 512: 0%| | 0/58 [00:00<?, ?it/s]
49/50 3.45G 0.7399 0.5494 1.126 9 512: 3%|▎ | 2/58 [00:00<00:04, 13.44it/s]
49/50 3.45G 0.6914 0.4978 1.127 11 512: 3%|▎ | 2/58 [00:00<00:04, 13.44it/s]
49/50 3.45G 0.6418 0.4456 1.103 9 512: 3%|▎ | 2/58 [00:00<00:04, 13.44it/s]
49/50 3.45G 0.6418 0.4456 1.103 9 512: 7%|▋ | 4/58 [00:00<00:03, 14.66it/s]
49/50 3.45G 0.5955 0.4285 1.08 8 512: 7%|▋ | 4/58 [00:00<00:03, 14.66it/s]
49/50 3.45G 0.6384 0.4562 1.098 27 512: 7%|▋ | 4/58 [00:00<00:03, 14.66it/s]
49/50 3.45G 0.6384 0.4562 1.098 27 512: 10%|█ | 6/58 [00:00<00:03, 14.84it/s]
49/50 3.45G 0.6367 0.449 1.101 14 512: 10%|█ | 6/58 [00:00<00:03, 14.84it/s]
49/50 3.45G 0.6227 0.4393 1.1 8 512: 10%|█ | 6/58 [00:00<00:03, 14.84it/s]
49/50 3.45G 0.6227 0.4393 1.1 8 512: 14%|█▍ | 8/58 [00:00<00:03, 14.86it/s]
49/50 3.45G 0.6122 0.4304 1.111 12 512: 14%|█▍ | 8/58 [00:00<00:03, 14.86it/s]
49/50 3.45G 0.6067 0.4261 1.101 12 512: 14%|█▍ | 8/58 [00:00<00:03, 14.86it/s]
49/50 3.45G 0.6067 0.4261 1.101 12 512: 17%|█▋ | 10/58 [00:00<00:03, 14.25it/s]
49/50 3.45G 0.5966 0.4177 1.095 13 512: 17%|█▋ | 10/58 [00:00<00:03, 14.25it/s]
49/50 3.45G 0.585 0.4055 1.088 9 512: 17%|█▋ | 10/58 [00:00<00:03, 14.25it/s]
49/50 3.45G 0.585 0.4055 1.088 9 512: 21%|██ | 12/58 [00:00<00:03, 14.52it/s]
49/50 3.45G 0.6032 0.4085 1.088 17 512: 21%|██ | 12/58 [00:00<00:03, 14.52it/s]
49/50 3.45G 0.6088 0.4053 1.079 19 512: 21%|██ | 12/58 [00:00<00:03, 14.52it/s]
49/50 3.45G 0.6088 0.4053 1.079 19 512: 24%|██▍ | 14/58 [00:00<00:02, 14.85it/s]
49/50 3.45G 0.5938 0.3959 1.074 9 512: 24%|██▍ | 14/58 [00:01<00:02, 14.85it/s]
49/50 3.45G 0.6107 0.4058 1.077 18 512: 24%|██▍ | 14/58 [00:01<00:02, 14.85it/s]
49/50 3.45G 0.6107 0.4058 1.077 18 512: 28%|██▊ | 16/58 [00:01<00:02, 14.89it/s]
49/50 3.45G 0.613 0.4013 1.077 14 512: 28%|██▊ | 16/58 [00:01<00:02, 14.89it/s]
49/50 3.45G 0.6063 0.3948 1.073 12 512: 28%|██▊ | 16/58 [00:01<00:02, 14.89it/s]
49/50 3.45G 0.6063 0.3948 1.073 12 512: 31%|███ | 18/58 [00:01<00:02, 14.27it/s]
49/50 3.45G 0.6025 0.3919 1.072 8 512: 31%|███ | 18/58 [00:01<00:02, 14.27it/s]
49/50 3.45G 0.5938 0.3862 1.073 10 512: 31%|███ | 18/58 [00:01<00:02, 14.27it/s]
49/50 3.45G 0.5938 0.3862 1.073 10 512: 34%|███▍ | 20/58 [00:01<00:02, 14.62it/s]
49/50 3.45G 0.5888 0.3819 1.07 18 512: 34%|███▍ | 20/58 [00:01<00:02, 14.62it/s]
49/50 3.45G 0.5859 0.3779 1.071 9 512: 34%|███▍ | 20/58 [00:01<00:02, 14.62it/s]
49/50 3.45G 0.5859 0.3779 1.071 9 512: 38%|███▊ | 22/58 [00:01<00:02, 14.95it/s]
49/50 3.45G 0.5768 0.3748 1.068 10 512: 38%|███▊ | 22/58 [00:01<00:02, 14.95it/s]
49/50 3.45G 0.5719 0.372 1.066 12 512: 38%|███▊ | 22/58 [00:01<00:02, 14.95it/s]
49/50 3.45G 0.5719 0.372 1.066 12 512: 41%|████▏ | 24/58 [00:01<00:02, 15.20it/s]
49/50 3.45G 0.5755 0.3731 1.073 10 512: 41%|████▏ | 24/58 [00:01<00:02, 15.20it/s]
49/50 3.45G 0.5721 0.372 1.07 12 512: 41%|████▏ | 24/58 [00:01<00:02, 15.20it/s]
49/50 3.45G 0.5721 0.372 1.07 12 512: 45%|████▍ | 26/58 [00:01<00:02, 14.56it/s]
49/50 3.45G 0.566 0.3712 1.072 8 512: 45%|████▍ | 26/58 [00:01<00:02, 14.56it/s]
49/50 3.45G 0.5683 0.373 1.074 17 512: 45%|████▍ | 26/58 [00:01<00:02, 14.56it/s]
49/50 3.45G 0.5683 0.373 1.074 17 512: 48%|████▊ | 28/58 [00:01<00:02, 14.76it/s]
49/50 3.45G 0.5719 0.3749 1.072 20 512: 48%|████▊ | 28/58 [00:01<00:02, 14.76it/s]
49/50 3.45G 0.5757 0.3747 1.075 12 512: 48%|████▊ | 28/58 [00:02<00:02, 14.76it/s]
49/50 3.45G 0.5757 0.3747 1.075 12 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.80it/s]
49/50 3.45G 0.5773 0.3751 1.074 23 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.80it/s]
49/50 3.45G 0.5775 0.3734 1.079 13 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.80it/s]
49/50 3.45G 0.5775 0.3734 1.079 13 512: 55%|█████▌ | 32/58 [00:02<00:01, 15.01it/s]
49/50 3.45G 0.5739 0.3724 1.079 8 512: 55%|█████▌ | 32/58 [00:02<00:01, 15.01it/s]
49/50 3.45G 0.584 0.3783 1.086 20 512: 55%|█████▌ | 32/58 [00:02<00:01, 15.01it/s]
49/50 3.45G 0.584 0.3783 1.086 20 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.08it/s]
49/50 3.45G 0.5844 0.3796 1.083 21 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.08it/s]
49/50 3.45G 0.5816 0.3788 1.082 8 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.08it/s]
49/50 3.45G 0.5816 0.3788 1.082 8 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.51it/s]
49/50 3.45G 0.5855 0.3783 1.084 11 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.51it/s]
49/50 3.45G 0.5844 0.3781 1.084 13 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.51it/s]
49/50 3.45G 0.5844 0.3781 1.084 13 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.74it/s]
49/50 3.45G 0.5833 0.3763 1.083 11 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.74it/s]
49/50 3.45G 0.5852 0.3762 1.082 13 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.74it/s]
49/50 3.45G 0.5852 0.3762 1.082 13 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.57it/s]
49/50 3.45G 0.5931 0.3844 1.086 19 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.57it/s]
49/50 3.45G 0.5924 0.3837 1.087 10 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.57it/s]
49/50 3.45G 0.5924 0.3837 1.087 10 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.52it/s]
49/50 3.45G 0.5944 0.3853 1.085 19 512: 72%|███████▏ | 42/58 [00:02<00:01, 13.52it/s]
49/50 3.45G 0.5969 0.3842 1.085 13 512: 72%|███████▏ | 42/58 [00:03<00:01, 13.52it/s]
49/50 3.45G 0.5969 0.3842 1.085 13 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.06it/s]
49/50 3.45G 0.5918 0.3818 1.084 8 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.06it/s]
49/50 3.45G 0.5907 0.3804 1.083 17 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.06it/s]
49/50 3.45G 0.5907 0.3804 1.083 17 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.43it/s]
49/50 3.45G 0.589 0.3793 1.083 16 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.43it/s]
49/50 3.45G 0.5959 0.3844 1.083 29 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.43it/s]
49/50 3.45G 0.5959 0.3844 1.083 29 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.45it/s]
49/50 3.45G 0.5908 0.3816 1.08 8 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.45it/s]
49/50 3.45G 0.5891 0.3801 1.078 14 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.45it/s]
49/50 3.45G 0.5891 0.3801 1.078 14 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.98it/s]
49/50 3.45G 0.5924 0.38 1.079 13 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.98it/s]
49/50 3.45G 0.5916 0.382 1.08 11 512: 86%|████████▌ | 50/58 [00:03<00:00, 13.98it/s]
49/50 3.45G 0.5916 0.382 1.08 11 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.29it/s]
49/50 3.45G 0.5912 0.3815 1.081 8 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.29it/s]
49/50 3.45G 0.5902 0.3804 1.082 12 512: 90%|████████▉ | 52/58 [00:03<00:00, 14.29it/s]
49/50 3.45G 0.5902 0.3804 1.082 12 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.58it/s]
49/50 3.45G 0.5945 0.3831 1.084 13 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.58it/s]
49/50 3.45G 0.593 0.3855 1.084 7 512: 93%|█████████▎| 54/58 [00:03<00:00, 14.58it/s]
49/50 3.45G 0.593 0.3855 1.084 7 512: 97%|█████████▋| 56/58 [00:03<00:00, 14.75it/s]
49/50 3.45G 0.5915 0.3847 1.084 9 512: 97%|█████████▋| 56/58 [00:03<00:00, 14.75it/s]
49/50 3.45G 0.5943 0.3836 1.086 3 512: 97%|█████████▋| 56/58 [00:04<00:00, 14.75it/s]
49/50 3.45G 0.5943 0.3836 1.086 3 512: 100%|██████████| 58/58 [00:04<00:00, 12.82it/s]
49/50 3.45G 0.5943 0.3836 1.086 3 512: 100%|██████████| 58/58 [00:04<00:00, 14.30it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 17.19it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 16.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 15.52it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 15.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.14it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.46it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 15.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.25it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.50it/s]
+ all 253 461 0.924 0.843 0.916 0.658
+
+ Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
+
0%| | 0/58 [00:00<?, ?it/s]
50/50 3.45G 0.6228 0.3927 1.104 11 512: 0%| | 0/58 [00:00<?, ?it/s]
50/50 3.45G 0.7246 0.4936 1.204 13 512: 0%| | 0/58 [00:00<?, ?it/s]
50/50 3.45G 0.7246 0.4936 1.204 13 512: 3%|▎ | 2/58 [00:00<00:03, 16.28it/s]
50/50 3.45G 0.6501 0.4227 1.152 10 512: 3%|▎ | 2/58 [00:00<00:03, 16.28it/s]
50/50 3.45G 0.5945 0.3802 1.108 10 512: 3%|▎ | 2/58 [00:00<00:03, 16.28it/s]
50/50 3.45G 0.5945 0.3802 1.108 10 512: 7%|▋ | 4/58 [00:00<00:03, 15.85it/s]
50/50 3.45G 0.6298 0.3771 1.124 12 512: 7%|▋ | 4/58 [00:00<00:03, 15.85it/s]
50/50 3.45G 0.5989 0.3721 1.104 9 512: 7%|▋ | 4/58 [00:00<00:03, 15.85it/s]
50/50 3.45G 0.5989 0.3721 1.104 9 512: 10%|█ | 6/58 [00:00<00:03, 15.44it/s]
50/50 3.45G 0.5809 0.3648 1.092 10 512: 10%|█ | 6/58 [00:00<00:03, 15.44it/s]
50/50 3.45G 0.5793 0.38 1.092 9 512: 10%|█ | 6/58 [00:00<00:03, 15.44it/s]
50/50 3.45G 0.5793 0.38 1.092 9 512: 14%|█▍ | 8/58 [00:00<00:03, 14.00it/s]
50/50 3.45G 0.5955 0.3925 1.097 12 512: 14%|█▍ | 8/58 [00:00<00:03, 14.00it/s]
50/50 3.45G 0.5931 0.3881 1.088 18 512: 14%|█▍ | 8/58 [00:00<00:03, 14.00it/s]
50/50 3.45G 0.5931 0.3881 1.088 18 512: 17%|█▋ | 10/58 [00:00<00:03, 14.55it/s]
50/50 3.45G 0.5915 0.3876 1.097 13 512: 17%|█▋ | 10/58 [00:00<00:03, 14.55it/s]
50/50 3.45G 0.6158 0.4078 1.106 30 512: 17%|█▋ | 10/58 [00:00<00:03, 14.55it/s]
50/50 3.45G 0.6158 0.4078 1.106 30 512: 21%|██ | 12/58 [00:00<00:03, 14.81it/s]
50/50 3.45G 0.6259 0.4113 1.113 26 512: 21%|██ | 12/58 [00:00<00:03, 14.81it/s]
50/50 3.45G 0.613 0.4056 1.109 10 512: 21%|██ | 12/58 [00:00<00:03, 14.81it/s]
50/50 3.45G 0.613 0.4056 1.109 10 512: 24%|██▍ | 14/58 [00:00<00:02, 14.97it/s]
50/50 3.45G 0.6162 0.4031 1.109 15 512: 24%|██▍ | 14/58 [00:00<00:02, 14.97it/s]
50/50 3.45G 0.6173 0.3968 1.107 12 512: 24%|██▍ | 14/58 [00:01<00:02, 14.97it/s]
50/50 3.45G 0.6173 0.3968 1.107 12 512: 28%|██▊ | 16/58 [00:01<00:02, 14.25it/s]
50/50 3.45G 0.6172 0.3964 1.107 17 512: 28%|██▊ | 16/58 [00:01<00:02, 14.25it/s]
50/50 3.45G 0.6143 0.3938 1.106 15 512: 28%|██▊ | 16/58 [00:01<00:02, 14.25it/s]
50/50 3.45G 0.6143 0.3938 1.106 15 512: 31%|███ | 18/58 [00:01<00:02, 14.61it/s]
50/50 3.45G 0.6192 0.3911 1.106 14 512: 31%|███ | 18/58 [00:01<00:02, 14.61it/s]
50/50 3.45G 0.6077 0.3932 1.098 7 512: 31%|███ | 18/58 [00:01<00:02, 14.61it/s]
50/50 3.45G 0.6077 0.3932 1.098 7 512: 34%|███▍ | 20/58 [00:01<00:02, 14.78it/s]
50/50 3.45G 0.6101 0.3937 1.095 15 512: 34%|███▍ | 20/58 [00:01<00:02, 14.78it/s]
50/50 3.45G 0.6198 0.3986 1.095 22 512: 34%|███▍ | 20/58 [00:01<00:02, 14.78it/s]
50/50 3.45G 0.6198 0.3986 1.095 22 512: 38%|███▊ | 22/58 [00:01<00:02, 15.17it/s]
50/50 3.45G 0.6143 0.394 1.089 12 512: 38%|███▊ | 22/58 [00:01<00:02, 15.17it/s]
50/50 3.45G 0.606 0.3891 1.082 13 512: 38%|███▊ | 22/58 [00:01<00:02, 15.17it/s]
50/50 3.45G 0.606 0.3891 1.082 13 512: 41%|████▏ | 24/58 [00:01<00:02, 14.28it/s]
50/50 3.45G 0.6068 0.3884 1.08 15 512: 41%|████▏ | 24/58 [00:01<00:02, 14.28it/s]
50/50 3.45G 0.6062 0.3848 1.079 11 512: 41%|████▏ | 24/58 [00:01<00:02, 14.28it/s]
50/50 3.45G 0.6062 0.3848 1.079 11 512: 45%|████▍ | 26/58 [00:01<00:02, 14.68it/s]
50/50 3.45G 0.6045 0.3868 1.08 16 512: 45%|████▍ | 26/58 [00:01<00:02, 14.68it/s]
50/50 3.45G 0.6056 0.385 1.079 14 512: 45%|████▍ | 26/58 [00:01<00:02, 14.68it/s]
50/50 3.45G 0.6056 0.385 1.079 14 512: 48%|████▊ | 28/58 [00:01<00:01, 15.07it/s]
50/50 3.45G 0.6073 0.3842 1.081 11 512: 48%|████▊ | 28/58 [00:01<00:01, 15.07it/s]
50/50 3.45G 0.5996 0.3796 1.075 10 512: 48%|████▊ | 28/58 [00:02<00:01, 15.07it/s]
50/50 3.45G 0.5996 0.3796 1.075 10 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.79it/s]
50/50 3.45G 0.5989 0.3781 1.079 9 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.79it/s]
50/50 3.45G 0.604 0.3801 1.08 13 512: 52%|█████▏ | 30/58 [00:02<00:01, 14.79it/s]
50/50 3.45G 0.604 0.3801 1.08 13 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.84it/s]
50/50 3.45G 0.6087 0.3827 1.081 18 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.84it/s]
50/50 3.45G 0.6069 0.3811 1.08 13 512: 55%|█████▌ | 32/58 [00:02<00:01, 13.84it/s]
50/50 3.45G 0.6069 0.3811 1.08 13 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.29it/s]
50/50 3.45G 0.603 0.3797 1.076 13 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.29it/s]
50/50 3.45G 0.6037 0.3795 1.079 11 512: 59%|█████▊ | 34/58 [00:02<00:01, 14.29it/s]
50/50 3.45G 0.6037 0.3795 1.079 11 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.11it/s]
50/50 3.45G 0.6004 0.3807 1.08 10 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.11it/s]
50/50 3.45G 0.609 0.3855 1.085 24 512: 62%|██████▏ | 36/58 [00:02<00:01, 14.11it/s]
50/50 3.45G 0.609 0.3855 1.085 24 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.50it/s]
50/50 3.45G 0.6038 0.3847 1.083 8 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.50it/s]
50/50 3.45G 0.6011 0.383 1.083 11 512: 66%|██████▌ | 38/58 [00:02<00:01, 14.50it/s]
50/50 3.45G 0.6011 0.383 1.083 11 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.06it/s]
50/50 3.45G 0.6025 0.3819 1.083 18 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.06it/s]
50/50 3.45G 0.5996 0.3795 1.085 8 512: 69%|██████▉ | 40/58 [00:02<00:01, 14.06it/s]
50/50 3.45G 0.5996 0.3795 1.085 8 512: 72%|███████▏ | 42/58 [00:02<00:01, 14.51it/s]
50/50 3.45G 0.6023 0.38 1.087 13 512: 72%|███████▏ | 42/58 [00:02<00:01, 14.51it/s]
50/50 3.45G 0.6014 0.3796 1.084 19 512: 72%|███████▏ | 42/58 [00:03<00:01, 14.51it/s]
50/50 3.45G 0.6014 0.3796 1.084 19 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.68it/s]
50/50 3.45G 0.5968 0.3782 1.084 9 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.68it/s]
50/50 3.45G 0.5999 0.3808 1.089 17 512: 76%|███████▌ | 44/58 [00:03<00:00, 14.68it/s]
50/50 3.45G 0.5999 0.3808 1.089 17 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.98it/s]
50/50 3.45G 0.5957 0.3783 1.088 9 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.98it/s]
50/50 3.45G 0.5948 0.3786 1.086 8 512: 79%|███████▉ | 46/58 [00:03<00:00, 14.98it/s]
50/50 3.45G 0.5948 0.3786 1.086 8 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.08it/s]
50/50 3.45G 0.5988 0.3788 1.089 19 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.08it/s]
50/50 3.45G 0.5976 0.3801 1.087 11 512: 83%|████████▎ | 48/58 [00:03<00:00, 14.08it/s]
50/50 3.45G 0.5976 0.3801 1.087 11 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.23it/s]
50/50 3.45G 0.5948 0.3795 1.085 16 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.23it/s]
50/50 3.45G 0.5961 0.3792 1.086 9 512: 86%|████████▌ | 50/58 [00:03<00:00, 14.23it/s]
50/50 3.45G 0.5961 0.3792 1.086 9 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.86it/s]
50/50 3.45G 0.5915 0.3772 1.084 8 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.86it/s]
50/50 3.45G 0.5944 0.3766 1.087 12 512: 90%|████████▉ | 52/58 [00:03<00:00, 13.86it/s]
50/50 3.45G 0.5944 0.3766 1.087 12 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.80it/s]
50/50 3.45G 0.5906 0.3745 1.085 10 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.80it/s]
50/50 3.45G 0.5888 0.3732 1.085 8 512: 93%|█████████▎| 54/58 [00:03<00:00, 13.80it/s]
50/50 3.45G 0.5888 0.3732 1.085 8 512: 97%|█████████▋| 56/58 [00:03<00:00, 13.58it/s]
50/50 3.45G 0.5851 0.3717 1.086 8 512: 97%|█████████▋| 56/58 [00:03<00:00, 13.58it/s]
50/50 3.45G 0.5857 0.3717 1.083 4 512: 97%|█████████▋| 56/58 [00:04<00:00, 13.58it/s]
50/50 3.45G 0.5857 0.3717 1.083 4 512: 100%|██████████| 58/58 [00:04<00:00, 13.90it/s]
50/50 3.45G 0.5857 0.3717 1.083 4 512: 100%|██████████| 58/58 [00:04<00:00, 14.41it/s]
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:00, 14.17it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:00, 14.38it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:00, 14.55it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 14.54it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 15.19it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:00<00:00, 15.50it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:00<00:00, 16.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 16.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.43it/s]
+ all 253 461 0.923 0.854 0.924 0.654
+
+50 epochs completed in 0.081 hours.
+Optimizer stripped from pokemon-yolo-hpc/yolov8m-pokemon3/weights/last.pt, 52.0MB
+Optimizer stripped from pokemon-yolo-hpc/yolov8m-pokemon3/weights/best.pt, 52.0MB
+
+Validating pokemon-yolo-hpc/yolov8m-pokemon3/weights/best.pt...
+Ultralytics 8.3.107 🚀 Python-3.10.16 torch-2.6.0+cu124 CUDA:0 (NVIDIA A100 80GB PCIe, 81342MiB)
+Model summary (fused): 92 layers, 25,840,339 parameters, 0 gradients, 78.7 GFLOPs
+
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/16 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 12%|█▎ | 2/16 [00:00<00:01, 7.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 19%|█▉ | 3/16 [00:00<00:01, 6.51it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 4/16 [00:00<00:01, 6.48it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 6/16 [00:00<00:01, 9.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 8/16 [00:00<00:00, 10.89it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▎ | 10/16 [00:00<00:00, 12.53it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 75%|███████▌ | 12/16 [00:01<00:00, 13.63it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 88%|████████▊ | 14/16 [00:01<00:00, 14.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 15.61it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 16/16 [00:01<00:00, 11.94it/s]
+ all 253 461 0.922 0.835 0.919 0.663
+Speed: 0.1ms preprocess, 0.9ms inference, 0.0ms loss, 0.7ms postprocess per image
+Results saved to [1mpokemon-yolo-hpc/yolov8m-pokemon3[0m
+💡 Learn more at https://docs.ultralytics.com/modes/train