Table 2 Enhancement of effects by deformable and NAS-FPN modules
Algorithms | Deformable Conv | NAS- FPN | AP50/% | Recall/% | F1/% | Weight size/MB | Single image detection time/ms |
|---|---|---|---|---|---|---|---|
Faster- RCNN +FPN | – | – | 84.9 | 91.7 | 88.2 | 322.54 | 161 |
Ours(Faster -RCNN + NAS-FPN) | \(\surd\) | – | 85.7 | 90.4 | 88.0 | 327.10 | 140 |
– | \(\surd\) | 88.3 | 91.2 | 91.0 | 277.18 | 147 | |
\(\surd\) | \(\surd\) | 90.6 | 95.1 | 92.8 | 275.21 | 144 |