Table 1.
Results of ablation experiments based on YOLOv7.
| Algorithm | mAP | Speed (Frame · ) |
|---|---|---|
| YOLOv7 | 80.25% | 16 |
| YOLOv7 + MobilenetV3 | 82.86% | 190 |
| YOLOv7 + MobilenetV3 + HR | 85.27% | 126 |
| Ours (YOLOv7 + MobilenetV3 + HR + ECSA) | 89.75% | 138 |
Results of ablation experiments based on YOLOv7.
| Algorithm | mAP | Speed (Frame · ) |
|---|---|---|
| YOLOv7 | 80.25% | 16 |
| YOLOv7 + MobilenetV3 | 82.86% | 190 |
| YOLOv7 + MobilenetV3 + HR | 85.27% | 126 |
| Ours (YOLOv7 + MobilenetV3 + HR + ECSA) | 89.75% | 138 |