Table 15 Compare the detection performance of different detect head architectures.
From: PEYOLO a perception efficient network for multiscale surface defects detection
Methods | P↑ | R↑ | mAP50↑ | Params↓ | FPS↑ |
|---|---|---|---|---|---|
Baseline with PEHead | 0.655 | 0.733 | 75.7 | 2.91 | 142.6 |
Baseline with RT-DETR | 0.674 | 0.643 | 70.4 | 9.64 | 66.9 |
Baseline with EfficientHead | 0.701 | 0.719 | 75.5 | 3.87 | 221.3 |
Baseline with Head | 0.668 | 0.710 | 74.8 | 3.15 | 198.1 |
