Table 4 Ablation study with different combination of layers on COCO.
Layers | mAP | R@K | |||||
|---|---|---|---|---|---|---|---|
All | Large | Medium | Small | Large | Medium | Small | |
12 | 45.30 | 53.57 | 44.33 | 34.43 | 52.15 | 44.37 | 35.86 |
10–-12 | 45.92 | 54.07 | 44.93 | 35.23 | 52.72 | 44.97 | 36.73 |
7–12 | 46.04 | 53.98 | 45.12 | 35.55 | 52.72 | 45.16 | 37.01 |
4–12 | 46.04 | 54.01 | 45.09 | 35.58 | 52.74 | 45.14 | 37.04 |
1–4 | 45.80 | 53.45 | 44.12 | 34.63 | 52.09 | 44.56 | 36.03 |
5–8 | 45.83 | 53.51 | 44.01 | 34.52 | 52.00 | 44.43 | 36.00 |
9–12 | 46.01 | 54.05 | 45.03 | 35.31 | 52.63 | 45.00 | 37.05 |
1–12 | 46.20 | 54.04 | 45.30 | 35.85 | 52.69 | 45.31 | 37.23 |