Table 6 Comparison of network necks.
Backbone Network | Neck | P/% | R/% | mAP | FLOPs/G | Weight Size/MB | |
|---|---|---|---|---|---|---|---|
@0.5 | @0.5–0.95 | ||||||
MobileNetV3 | CCFM | 93.00 | 90.47 | 90.63 | 77.32 | 15.2 | 13.5 |
MobileNetV3 | RepGFPN | 89.91 | 91.13 | 87.69 | 75.59 | 21.2 | 22.6 |
MobileNetV3 | BiFPN | 92.24 | 86.26 | 90.56 | 77.05 | 20.3 | 19.4 |
MobileNetV3 | Slim-Neck | 91.82 | 84.19 | 87.47 | 74.02 | 17.4 | 19.5 |
MobileNetV3 | ASF-YOLO | 92.63 | 88.76 | 89.84 | 76.82 | 21.8 | 21.6 |
MobileNetV3 | HS-FPN | 94.17 | 84.77 | 88.81 | 74.76 | 16.3 | 13.4 |
