Table 4 SWN Performance Comparison of Ablation Study on Test Dataset.
Experiment No. | Improved Algorithm | P(%) | R(%) | mAP0.5(%) | mAP0.5:0.95(%) | Model Size(MB) | FPS(bs:8) |
|---|---|---|---|---|---|---|---|
1 | RT-DETR | 86.4 | 81.6 | 84.5 | 40.5 | 40.5 | 213.8 |
2 | RT-DETR-CFAN | 89.0 | 83.2 | 86.5 | 40.5 | 40.7 | 201.9 |
3 | RT-DETR-CFAN-LSKNet | 90.0 | 83.2 | 84.2 | 39.7 | 26.3 | 140.1 |
4 | RT-DETR-CFAN-PKINet | 90.3 | 81.2 | 85.2 | 38.9 | 27.7 | 75.2 |
5 | RT-DETR-CFAN-RMT | 86.6 | 81.1 | 82.9 | 38.4 | 43.8 | 46.0 |
6 | RT-DETR-CFAN-mobilenetv4 | 88.3 | 80.2 | 82.7 | 38.9 | 23.7 | 283.2 |
7 | RT-DETR-CFAN-SWN | 86.5 | 86.8 | 87.2 | 41.4 | 25.0 | 216.5 |
