TABLE 2. Experimental Results on the Synapse Multi-Organ Segmentation Dataset. (Results of DSC Experiments for Each Different Organ are Shown).
| Method | DSC (%) | HD95(mm) | Aorta | Gallbladder | Kidney(L) | Kidney(R) | Liver | Pancreas | Spleen | Stomach |
|---|---|---|---|---|---|---|---|---|---|---|
| V-Net | 68.81 | - | 75.34 | 51.87 | 77.10 | 80.75 | 87.84 | 40.50 | 80.56 | 56.98 |
| DARR | 69.77 | - | 74.74 | 53.77 | 72.31 | 73.24 | 94.08 | 54.18 | 89.90 | 45.96 |
| R50 Unet | 74.68 | 36.87 | 84.18 | 62.84 | 79.16 | 71.29 | 93.35 | 48.23 | 84.41 | 73.92 |
| R50AttnUNet | 75.57 | 36.97 | 55.92 | 63.91 | 79.20 | 72.71 | 93.56 | 49.37 | 87.19 | 74.95 |
| Unet | 76.85 | 39.70 | 89.07 | 69.72 | 77.77 | 68.60 | 93.43 | 53.98 | 86.67 | 75.58 |
| AttnUNet | 77.77 | 36.02 | 89.55 | 68.88 | 77.98 | 71.11 | 93.57 | 58.04 | 87.30 | 75.75 |
| R50 ViT | 71.29 | 32.87 | 73.73 | 55.13 | 75.80 | 72.20 | 91.51 | 45.99 | 81.99 | 73.95 |
| ViT | 61.50 | 39.61 | 44.38 | 39.59 | 67.46 | 62.94 | 89.21 | 43.14 | 75.45 | 69.78 |
| TransUNet | 77.48 | 31.69 | 87.23 | 63.16 | 81.87 | 77.02 | 94.08 | 55.86 | 85.08 | 75.62 |
| MT-UNet | 78.59 | 26.59 | 87.92 | 64.99 | 81.47 | 77.29 | 93.06 | 59.46 | 87.75 | 76.82 |
| SwinUNet | 79.13 | 21.55 | 85.47 | 66.53 | 83.28 | 79.61 | 94.29 | 56.58 | 90.66 | 76.60 |
| Ours | 79.76 | 21.55 | 87.74 | 65.36 | 80.55 | 80.77 | 93.64 | 59.84 | 89.46 | 81.13 |