| Method | T-PL | ImgMix | AP50/% | mAP/% | |
| hat | person | ||||
| YOLOv5 | × | × | 89.3 | 88.6 | 89 |
| Ours | √ | × | 92.6 | 90.4 | 91.5 |
| Ours | √ | √ | 94.1 | 91.3 | 92.7 |