Table 2 Result of ablation studies.
From: LN-DETR: cross-scale feature fusion and re-weighting for lung nodule detection
Exp | Model | Precision/% | Recall/% | mAP@0.5/% | mAP@0.5:0.95/% | Params/M | FLOPs/G | FPS |
|---|---|---|---|---|---|---|---|---|
1 | RT-DETR | 82.2 | 74.2 | 77.3 | 33.4 | 19.97 | 57.3 | 71 |
2 | FasterBlock | 82.7 | 73.9 | 78.9 | 34.7 | 16.89 | 49.8 | 75 |
3 | DSDF | 82.5 | 77.2 | 81.2 | 34.5 | 19.82 | 53.9 | 70 |
4 | JCF | 83.8 | 76.2 | 81.1 | 34.7 | 22.43 | 62.1 | 72 |
5 | FasterBlock+DSDF | 84.5 | 80.1 | 82.8 | 37.0 | 16.73 | 46.5 | 67 |
6 | FasterBlock+JCF | 85.1 | 72.9 | 80.7 | 34.1 | 19.34 | 54.6 | 70 |
7 | DSDF+JCF | 85.1 | 78.6 | 80.9 | 35.3 | 22.17 | 58.3 | 67 |
8 | LN-DETR(ours) | 85.7 | 82.4 | 83.7 | 36.3 | 19.18 | 51.2 | 66 |
