| 基础模型 | ACmix | C3 | Alpha-IoU | mAP@0.5 (%) | FPS (f/s) | Params (M) |
| YOLOv7 | - | - | - | 91.5 | 65 | 37.2 |
| √ | - | - | 92.6 | 63 | 38.5 | |
| - | √ | - | 91.3 | 82 | 32.8 | |
| - | - | √ | 92.1 | 64 | 37.2 | |
| √ | √ | √ | 93.3 | 79 | 33.7 |