Advances, Systems and Applications
Table 2 Results of ablation experiments
Number | Model | Precision | Recall | mAP@0.5 | FPS |
|---|---|---|---|---|---|
1 | YOLOv7 | 93.01% | 92.80% | 96.31% | 56 |
2 | YOLOv7 + SPD-Conv | 95.34% | 94.73% | 96.88% | 52 |
3 | YOLOv7 + RepVGG | 94.78% | 93.31% | 96.47% | 53 |
4 | YOLOv7 + WIoUv3 | 94.57% | 93.85% | 96.49% | 64 |
5 | YOLOv7 + SPD-Conv + RepVGG | 96.16% | 96.05% | 97.55% | 51 |
6 | YOLOv7 + SPD-Conv + RepVGG + WIoUv3 | 97.63% | 96.43% | 98.62% | 62 |