Table 1.
Comparison of different segmentation methods.
| Method | DSC (%) | IOU (%) | Recall (%) | Precision (%) | F1 Score (%) |
|---|---|---|---|---|---|
| FCN | 59.31 ± 9.30 | 44.60 ± 9.32 | 66.07 ± 7.93 | 57.69 ± 9.69 | 59.31 ± 9.30 |
| U-Net | 62.12 ± 8.91 | 47.84 ± 9.42 | 68.89 ± 8.44 | 60.44 ± 8.64 | 62.12 ± 8.91 |
| U-Net++ | 61.60 ± 9.26 | 47.48 ± 9.73 | 67.43 ± 6.60 | 60.37 ± 11.26 | 61.60 ± 9.26 |
| Res U-Net | 63.93 ± 8.82 | 50.32 ± 9.31 | 62.71 ± 9.20 | 71.37 ± 7.66 | 63.93 ± 8.82 |
| 3D U-Net | 61.45 ± 8.64 | 49.41 ± 10.18 | 58.64 ± 12.91 | 65.58 ± 8.73 | 61.45 ± 8.64 |
| SW-3DUNet | 51.18 ± 9.87 | 36.26 ± 9.08 | 60.68 ± 12.10 | 47.62 ± 10.17 | 51.18 ± 9.87 |
| SANet | 64.33 ± 8.68 | 50.59 ± 9.31 | 63.09 ± 8.23 | 70.90 ± 8.40 | 64.33 ± 8.68 |
| DBR-Net | 51.14 ± 7.57 | 36.71 ± 6.77 | 48.88 ± 7.69 | 59.99 ± 6.03 | 51.14 ± 7.57 |
| Proposed method | 66.83 ± 9.06 | 56.33 ± 7.08 | 61.12 ± 11.9 | 82.31 ± 6.39 | 66.83 ± 9.06 |
1The variable was expressed as the mean ± standard deviation (SD). The bold value represents the optimal result for the column of indicators.