Research Article
Lightweight Security Wear Detection Method Based on YOLOv5
Table 1
Comparison of results of multiple detection models on SWD dataset.
| Model | Precision | Recall | mAP | FPS |
| Faster-RCNN | 0.559 | 0.700 | 0.681 | 18.03 | MobileNet-SSD | 0.857 | 0.258 | 0.464 | 60.11 | YOLO v5 | 0.877 | 0.809 | 0.849 | 83.33 | DW-YOLO | 0.869 | 0.760 | 0.805 | 90.90 | DW-YOLO-attention | 0.892 | 0.752 | 0.821 | 100.00 |
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