| Logging results to runs/detect/train5 | |
| Starting training for 3 epochs... | |
| Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size | |
| 1/3 8.35G 0.9681 0.8524 1.109 449 640: 100%|██████████| 533/533 [03:36<00:00, 2.47it/s] | |
| Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 267/267 [01:08<00:00, 3.89it/s] | |
| all 8519 401038 0.87 0.815 0.885 0.635 | |
| Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size | |
| 2/3 9.16G 0.8795 0.6299 1.058 600 640: 100%|██████████| 533/533 [01:36<00:00, 5.54it/s] | |
| Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 267/267 [01:08<00:00, 3.90it/s] | |
| all 8519 401038 0.891 0.845 0.907 0.663 | |
| Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size | |
| 3/3 10.2G 0.8375 0.5747 1.037 590 640: 100%|██████████| 533/533 [01:34<00:00, 5.63it/s] | |
| Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 267/267 [02:00<00:00, 2.21it/s]Bn | |
| all 8519 401038 0.903 0.864 0.923 0.689 | |
| 3 epochs completed in 0.191 hours. | |
| Optimizer stripped from runs/detect/train5/weights/last.pt, 52.0MB | |
| Optimizer stripped from runs/detect/train5/weights/best.pt, 52.0MB | |
| Validating runs/detect/train5/weights/best.pt... | |
| Ultralytics YOLOv8.0.120 🚀 Python-3.9.7 torch-2.0.0+cu118 CUDA:0 (NVIDIA GeForce RTX 3090, 24265MiB) | |
| Model summary (fused): 218 layers, 25842076 parameters, 0 gradients | |
| Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 267/267 [01:56<00:00, 2.29it/s] | |
| all 8519 401038 0.903 0.864 0.923 0.689 | |
| frame 8519 82124 0.944 0.972 0.989 0.942 | |
| face 8519 87174 0.903 0.77 0.873 0.467 | |
| body 8519 118126 0.852 0.811 0.885 0.642 | |
| text 8519 113614 0.915 0.9 0.944 0.704 | |
| Speed: 0.1ms preprocess, 2.1ms inference, 0.0ms loss, 0.8ms postprocess per image | |
| Results saved to runs/detect/train5 | |
| Ultralytics YOLOv8.0.120 🚀 Python-3.9.7 torch-2.0.0+cu118 CUDA:0 (NVIDIA GeForce RTX 3090, 24265MiB) | |
| Model summary (fused): 218 layers, 25842076 parameters, 0 gradients | |
| val: Scanning /media/jongkook90/Morpho DB/dataset-manga109-ko/yolov8-frame/datasets/manga109/labels/train.cache... 8155 images, 364 backgrounds, 0 corrupt: 100%|██████████| 8519/8519 [00:00<?, ?it/s] | |
| Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 2/533 [00:08<43:38, 4.93s/it]WARNING ⚠️ NMS time limit 1.300s exceeded | |
| Class Images Instances Box(P R mAP50 mAP50-95): 1%| | 3/533 [00:14<47:58, 5.43s/it]WARNING ⚠️ NMS time limit 1.300s exceeded | |
| Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 533/533 [02:06<00:00, 4.22it/s] | |
| all 8519 401038 0.904 0.861 0.92 0.688 | |
| frame 8519 82124 0.944 0.969 0.986 0.941 | |
| face 8519 87174 0.903 0.769 0.87 0.467 | |
| body 8519 118126 0.852 0.809 0.882 0.641 | |
| text 8519 113614 0.916 0.897 0.941 0.704 | |
| Speed: 0.1ms preprocess, 4.1ms inference, 0.0ms loss, 1.5ms postprocess per image | |
| Results saved to runs/detect/val3 | |