Table 9 Ablation experiment.
From: A novel edge crop method and enhanced YOLOv5 for efficient wind turbine blade damage detection
Case | Edge crop | GAM | AIFI | mAP0.5 | mAP0.25 | Parameters (M) |
---|---|---|---|---|---|---|
1 | 73.4 | 81.0 | 7.03 | |||
3 | ✓ | 87.5 | 91.3 | 7.03 | ||
5 | ✓ | 79.4 | 83.4 | 9.31 | ||
6 | ✓ | 78.9 | 81.6 | 8.47 | ||
7 | ✓ | ✓ | 81.0 | 84.3 | 10.76 | |
8 | ✓ | ✓ | ✓ | 90.3 | 93.9 | 10.76 |