Table 6 Ablation experiments for the improved program. Significant values are in bold.
From: An improved YOLOv5n algorithm for detecting surface defects in industrial components
Backbone | Neck | SIoU | AP (%) | mAP@50 (%) | Params (M) | |||||
|---|---|---|---|---|---|---|---|---|---|---|
CR | IN | PA | PS | RS | SC | |||||
35.8 | 85.8 | 80.8 | 85.5 | 51.6 | 86.4 | 71 | 1.76 | |||
✓ | 37.5 | 88.4 | 80.8 | 84.7 | 53.3 | 89.4 | 72.5 | 2.01 | ||
✓ | 38.6 | 89.4 | 83.3 | 85.3 | 53 | 88.6 | 72.8 | 4.64 | ||
✓ | 38.7 | 88.2 | 83.8 | 80.1 | 52.9 | 85.5 | 71.5 | 1.76 | ||
✓ | ✓ | 39.5 | 90.2 | 81.6 | 82.7 | 54.8 | 87.4 | 73.2 | 4.89 | |
✓ | ✓ | 43.1 | 87.4 | 83.2 | 81.3 | 56.4 | 86.9 | 73 | 2.01 | |
✓ | ✓ | 34.7 | 87.1 | 85.6 | 84.3 | 61.2 | 89.3 | 74 | 4.64 | |
✓ | ✓ | ✓ | 50.4 | 90.5 | 84.5 | 86.1 | 54.3 | 89.7 | 75.3 | 4.89 |
