Table 5 Comparison of adding different attention mechanisms in YOLOv8
Methods | P(%) | R(%) | mAP(%) | Parameters(M) | FLOPs(G) | FPS(GPU) |
|---|---|---|---|---|---|---|
GAM | 94.5 | 93.4 | 97.1 | 3.70 | 9.6 | 81.76 |
PolarizedSelf | 92.2 | 95.0 | 97.2 | 3.22 | 8.6 | 82.30 |
NAM | 93.6 | 93.3 | 96.7 | 3.01 | 8.2 | 86.85 |
SE | 96.1 | 91.6 | 96.9 | 3.01 | 8.2 | 83.45 |
Shuffle | 93.1 | 93.7 | 97.1 | 3.01 | 8.2 | 82.44 |
SimAM | 95.3 | 90.9 | 97.0 | 3.01 | 8.2 | 89.13 |
CBAM | 94.3 | 93.4 | 97.2 | 3.11 | 8.3 | 81.97 |
CA | 93.1 | 94.3 | 97.3 | 3.03 | 8.2 | 84.96 |