Table 4. Performance comparison of different feature fusion modules in the Tomato dataset.
| Model | Ghost | CA | SimSPPF | mAP@0.5 | Parameters/million | t/s |
|---|---|---|---|---|---|---|
| YOLOv5s | 0.905 | 7.01 | 0.012 | |||
| Version-1 | 0.912 | 5.00 | 0.011 | |||
| Version-2 | 0.916 | 7.05 | 0.015 | |||
| Version-3 | 0.916 | 7.01 | 0.012 | |||
| Version-4 | 0.919 | 5.04 | 0.015 | |||
| Version-5 | 0.915 | 5.00 | 0.012 | |||
| Version-6 | 0.916 | 7.04 | 0.014 | |||
| YOLOv5s (ours) | 0.923 | 5.04 | 0.014 |
Note:
The best results are in bold.