Table 1 Comparison results of multiple attention mechanisms.
From: Improved YOLOv8n based helmet wearing inspection method
Method | mAP/% | Params/M | GFLOPs | FPS |
|---|---|---|---|---|
YOLOv8n | 93.7 | 3.01 | 8.2 | 133 |
YOLOv8n + SE | 93.5 | 3.02 | 8.3 | 128 |
YOLOv8n + CBAM | 93.8 | 3.07 | 8.5 | 117 |
YOLOv8n + EMA | 94.4 | 3.19 | 8.9 | 99 |
YOLOv8n + CA | 94.3 | 3.02 | 8.2 | 130 |
