Table 3. Performance comparison of different feature fusion modules in the Pascal VOC dataset.
Model | Ghost | CA | SimSPPF | mAP@0.5 | Parameters/million | t/s |
---|---|---|---|---|---|---|
YOLOv5s | 0.767 | 7.01 | 0.011 | |||
Version-1 | 0.771 | 5.00 | 0.010 | |||
Version-2 | 0.775 | 7.05 | 0.013 | |||
Version-3 | 0.764 | 7.01 | 0.010 | |||
Version-4 | 0.773 | 5.04 | 0.014 | |||
Version-5 | 0.777 | 5.00 | 0.012 | |||
Version-6 | 0.776 | 7.04 | 0.014 | |||
YOLOv5s (ours) | 0.778 | 5.04 | 0.014 |
Note:
The best results are in bold.