Table 2.
Performance of different models for independent test sets. Nos. 1 to 6 represent the 6 groups of established models. No. 7 to No. 11 represent 5 RIFSeg-Nets constructed separately using different backbones.
| No. | Methods | P | R | F1-score |
|---|---|---|---|---|
| 1 | FCN | 0.85 | 0.77 | 0.81 |
| 2 | U-net | 0.88 | 0.82 | 0.85 |
| 3 | SegNet | 0.88 | 0.85 | 0.86 |
| 4 | FuseNet | 0.86 | 0.81 | 0.83 |
| 5 | MFNet | 0.91 | 0.87 | 0.89 |
| 6 | PSPNet | 0.91 | 0.91 | 0.91 |
| 7 | RTFNet | 0.92 | 0.90 | 0.91 |
| 8 | RIFSeg-Net-18 | 0.90 | 0.86 | 0.88 |
| 9 | RIFSeg-Net-34 | 0.89 | 0.88 | 0.88 |
| 10 | RIFSeg-Net-50 | 0.94 | 0.93 | 0.93 |
| 11 | RIFSeg-Net-101 | 0.92 | 0.91 | 0.91 |
| 12 | RIFSeg-Net-152 | 0.93 | 0.91 | 0.92 |