Table 2.
Results of the ablation experiments.
| YOLOv9 | BiFPN | FE | LSK | mAP@0.5 | mAP@0.5:0.95 | GFLOPs | Params/M | FPS |
|---|---|---|---|---|---|---|---|---|
| ✓ | — | — | — | 96.18 | 92.26 | 19.80 | 7.14 | 324.13 |
| ✓ | ✓ | — | — | 96.42 | 92.72 | 21.16 | 7.65 | 313.75 |
| ✓ | — | ✓ | — | 96.35 | 92.61 | 20.36 | 7.31 | 315.28 |
| ✓ | — | — | ✓ | 96.37 | 92.62 | 20.53 | 7.42 | 312.46 |
| ✓ | — | ✓ | ✓ | 97.08 | 93.84 | 22.18 | 7.95 | 310.59 |
| ✓ | ✓ | ✓ | ✓ | 98.21 | 95.97 | 23.41 | 8.43 | 304.97 |
“✓” denotes the inclusion of the corresponding component, whereas “—” denotes its absence.