| 模型 | AKVanillaNet | C2f_DySnakeConv | PIOU | Good AP/% | Average AP% | Poor AP/% | 权重/MB | 参数量/M | 计算量/GFLOPs | mAP@0.5/% | FPS |
|---|---|---|---|---|---|---|---|---|---|---|---|
| ① | × | × | × | 88.6 | 73.0 | 78.4 | 5.5 | 2.70 | 8.2 | 80.0 | 124 |
| ② | √ | × | × | 91.4 | 76.4 | 79.2 | 4.0 | 1.92 | 5.8 | 82.3 | 163 |
| ③ | × | √ | × | 87.2 | 74.6 | 77.5 | 7.0 | 3.45 | 8.8 | 79.7 | 114 |
| ④ | × | × | √ | 87.4 | 71.3 | 77.1 | 5.5 | 2.70 | 8.2 | 78.6 | 126 |
| ⑤ | × | √ | √ | 87.9 | 74.9 | 78.3 | 7.0 | 3.45 | 8.8 | 80.4 | 108 |
| ⑥ | √ | × | √ | 91.7 | 76.0 | 79.9 | 4.0 | 1.92 | 5.8 | 82.5 | 151 |
| ⑦ | √ | √ | × | 92.2 | 80.4 | 82.2 | 5.0 | 2.45 | 6.2 | 84.9 | 148 |
| ⑧ | √ | √ | √ | 92.8 | 81.6 | 82.8 | 5.0 | 2.45 | 6.2 | 85.7 | 156 |
