Table 3 The influence of different feature extraction strategies at each stage on model detection accuracy.
From: Object detection model design for tiny road surface damage
Multi-strategy feature extraction | P(%) | R(%) | mAP50(%) | mAP50:95(%) | F1 | |||
|---|---|---|---|---|---|---|---|---|
Stage 1 | Stage 2 | Stage 3 | Stage 4 | |||||
MFE_PCR (1,3,5) | MFE_PCR (1,3,5) | MFE_PCR (1,3,5) | MFE_PCR (1,3,5) | 71.9 | 59.7 | 65.2 | 34.5 | 65.2 |
MFE_PCR (1,5,9) | MFE_PCR (1,3,5) | MFE_PCR (1,3,5) | MFE_PCR (1,3,5) | 70.8 | 60.6 | 65.2 | 34.4 | 65.3 |
MFE_PCR (1,3,5) | MFE_PCR (1,2,3) | MFE_PCR (1,3,5) | MFE_PCR (1,3,5) | 69.5 | 60.9 | 65.0 | 34.4 | 64.9 |
MFE_PCR (1,2,3) | MFE_PCR (1,2,3) | MFE_PCR (1,3,5) | MFE_PCR (1,3,5) | 70.9 | 61.5 | 65.6 | 34.5 | 65.9 |
MFE_PCR (1,2,3) | MFE_PCR (1,2,3) | MFE_PCR (1,2,3) | MFE_PCR (1,2,3) | 70.7 | 60.0 | 64.9 | 34.0 | 64.9 |
MFE_PCR (1,2,3) | MFE_PCR (1,2,3) | MFE_PCR (1,2,3) | MFE_PCR (1,3,5) | 69.8 | 61.3 | 64.7 | 34.2 | 65.3 |
MFE_SCR | MFE_PCR (1,2,3) | MFE_PCR (1,3,5) | MFE_PCR (1,3,5) | 71.5 | 62.1 | 66.1 | 35.0 | 66.5 |
MFE_SCR | MFE_SCR | MFE_PCR (1,3,5) | MFE_PCR (1,3,5) | 69.7 | 61.0 | 65.1 | 34.6 | 65.1 |
MFE_SCR | MFE_SCR | MFE_SCR | MFE_SCR | 68.8 | 59.2 | 63.5 | 33.7 | 63.6 |
