Table 1 The comparison of detection head design.
From: SEPDNet: simple and effective PCB surface defect detection method
Head Feature Resolution | Params(M) | F1 score | mAP50(%) | mAP50:95(%) |
|---|---|---|---|---|
1/8 | 2.27 | 0.925 | 94.6 | 50.2 |
1/16 | 2.40 | 0.938 | 94.5 | 51.0 |
1/4, 1/8 | 3.13 | 0.936 | 95.3 | 52.1 |
1/4, 1/16 | 3.57 | 0.932 | 94.9 | 52.0 |
1/8, 1/16 | 3.36 | 0.922 | 93.0 | 50.2 |
1/4, 1/8, 1/16 | 3.99 | 0.934 | 94.8 | 52.2 |
1/4 | 2.05 | 0.937 | 95.1 | 53.1 |
