Table 5.
Object detection results of different methods trained with rotation augmented samples. The accuracy of single class is counted on AP50.
| Method | Light | Crosswalk | W-Line | Car | mAP50 | mAP75 |
|---|---|---|---|---|---|---|
| Faster | 0.702 | 0.518 | 0.810 | 0.517 | 0.636 | 0.361 |
| FPN | 0.622 | 0.525 | 0.720 | 0.679 | 0.636 | 0.279 |
| Faster+ | 0.696 | 0.485 | 0.744 | 0.519 | 0.611 | 0.328 |
| SCNN | 0.494 | 0.395 | 0.213 | 0.257 | 0.340 | 0.193 |
| SSD | 0.563 | 0.566 | 0.676 | 0.514 | 0.579 | 0.247 |
| ours | 0.718 | 0.521 | 0.803 | 0.526 | 0.641 | 0.392 |