Table 3.
Experimental results from different models.
| Methods | P | R | map@.5 | map@.5.95 |
|---|---|---|---|---|
| Faster R-CNN | 0.834 | 0.769 | 0.717 | 0.451 |
| YOLOv3 | 0.726 | 0.689 | 0.705 | 0.416 |
| YOLOv4 | 0.857 | 0.756 | 0.837 | 0.654 |
| YOLOv5s | 0.919 | 0.761 | 0.847 | 0.639 |
| YOLOv6n | 0.919 | 0.761 | 0.853 | 0.69 |
| YOLOv7-tiny | 0.816 | 0.789 | 0.833 | 0.639 |
| YOLOv8n | 0.941 | 0.752 | 0.843 | 0.696 |
| HMV-YOLO | 0.865 | 0.801 | 0.863 | 0.663 |
Bold values represents the best metrics.