Table 2 Experimental results of trunk lightweighting comparison.
Backbone network | Box | Seg | Parameters/M | Computation/GFLOPs | Model size/MB | ||
|---|---|---|---|---|---|---|---|
mAP@0.5/% | R/% | mAP@0.5/% | R% | ||||
YOLOv11n | 96.8 | 94.2 | 95.9 | 93.7 | 2.9 | 10.2 | 5.7 |
HGNetV2 | 96.4 | 93.7 | 95.5 | 93.3 | 2.4 | 9.6 | 5.3 |
Ghostnet | 96.9 | 94.4 | 96 | 94 | 3.4 | 11.6 | 6.9 |
EfficientviT | 96.7 | 94 | 95.9 | 93.5 | 4 | 11.8 | 8.4 |
Mobilenetv4 | 96.7 | 93.8 | 95.6 | 92.9 | 5.7 | 24.9 | 11.3 |
Fasternet | 96.6 | 94.1 | 96 | 94 | 4.2 | 13.1 | 8.3 |
Repvit | 96.7 | 94.2 | 96 | 93.9 | 6.7 | 20.9 | 13.4 |
D-HGNetV2 | 96.6 | 94.1 | 95.8 | 93.7 | 2.6 | 9.4 | 5.4 |
