Table 12 Results comparison of the baseline combination with different strategies.
From: PEYOLO a perception efficient network for multiscale surface defects detection
Method | DcPAN | PEHead | RFEM | Params↓ | mAP50↑ | FPS↑ | P↑ | R↑ |
|---|---|---|---|---|---|---|---|---|
Baseline | – | – | – | 3.15 | 74.6 | 198.1 | 0.668 | 0.71 |
√ | – | – | 3.06 | 75.8 | 169.2 | 0.664 | 0.722 | |
– | √ | – | 2.91 | 75.7 | 142.6 | 0.655 | 0.733 | |
– | – | √ | 3.43 | 75.4 | 194.9 | 0.733 | 0.687 | |
√ | √ | – | 2.83 | 76.5 | 126.4 | 0.689 | 0.711 | |
√ | – | √ | 3.34 | 75.3 | 162.8 | 0.696 | 0.705 | |
– | √ | √ | 3.18 | 76.6 | 139.2 | 0.688 | 0.712 | |
√ | √ | √ | 3.09 | 78.1 | 125.4 | 0.709 | 0.745 |
