Table 2 Impact of different parameter settings on algorithm performance.
Parameter settings | Learning rate | Attenuation rate | Epoch | mAp (%) | Precision | FPS |
|---|---|---|---|---|---|---|
1 | 0.01 | 0.001 | 100 | 86.78 | 0.913 | 150 |
2 | 0.001 | 0.0001 | 50 | 87.45 | 0.921 | 162 |
3 | 0.001 | 0.0001 | 100 | 89.67 | 0.936 | 160 |
4 | 0.001 | 0.0001 | 200 | 89.30 | 0.928 | 145 |
5 | 0.0001 | 0.00001 | 100 | 88.54 | 0.925 | 152 |