Table 4 The influence of hyperparameters in MFE on model detection accuracy.
From: Object detection model design for tiny road surface damage
Model No | Residual connection | MFE_PCR | P(%) | R(%) | mAP50(%) | mAP50:95(%) | F1 | |
|---|---|---|---|---|---|---|---|---|
c1:c2:c3 | cin:cout | |||||||
1 | 2:1:1 | 2:1 | 71.2 | 61.6 | 65.8 | 34.9 | 66.1 | |
2 | ✓ | 2:1:1 | 2:1 | 71.5 | 62.1 | 66.1 | 35.0 | 66.5 |
3 | ✓ | 1:1:1 | 2:1 | 71.6 | 61.2 | 65.6 | 34.6 | 66.0 |
4 | ✓ | 3:1:1 | 2:1 | 71.4 | 62.0 | 66.1 | 35.3 | 66.4 |
5 | ✓ | 4:1:1 | 2:1 | 71.4 | 61.8 | 66.2 | 35.1 | 66.3 |
6 | ✓ | 5:1:1 | 2:1 | 71.4 | 62.9 | 66.5 | 35.4 | 66.9 |
7 | ✓ | 6:1:1 | 2:1 | 70.3 | 63.3 | 66.1 | 35.1 | 66.6 |
8 | ✓ | 5:1:1 | 3:1 | 69.8 | 61.1 | 65.3 | 34.6 | 65.2 |
9 | ✓ | 5:1:1 | 3:2 | 72.1 | 61.9 | 66.1 | 35.3 | 66.6 |
