Table 2 Performance comparisons of different methods on the Synapse dataset.
Methods | Average DSC | HD | Aorta | Gallbladder | Kidney(L) | Kidney(R) | Liver | Pancreas | Spleen | Stomach |
|---|---|---|---|---|---|---|---|---|---|---|
DARR22 | 69.77 | - | 74.74 | 53.77 | 72.31 | 73.24 | 94.08 | 54.18 | 89.90 | 45.96 |
R50 U-Net3 | 74.68 | 36.87 | 87.74 | 63.66 | 80.6 | 78.19 | 93.74 | 56.9 | 85.87 | 74.16 |
U-Net3 | 76.85 | 39.70 | 89.07 | 69.72 | 77.77 | 68.6 | 93.43 | 53.98 | 86.67 | 75.58 |
R50 Att-UNet45 | 75.57 | 36.97 | 55.92 | 63.91 | 79.2 | 72.71 | 93.56 | 49.37 | 87.19 | 74.95 |
Att-UNet45 | 77.77 | 36.02 | 89.55 | 68.88 | 68.88 | 71.11 | 93.57 | 58.04 | 58.04 | 75.75 |
R50 ViT15 | 71.29 | 32.87 | 73.73 | 55.13 | 75.8 | 72.2 | 91.51 | 45.99 | 81.99 | 73.95 |
TransUnet42 | 77.48 | 31.69 | 87.23 | 63.13 | 81.87 | 77.02 | 94.08 | 55.86 | 85.08 | 75.62 |
DeepLabv3+32 | 77.63 | 39.95 | 88.04 | 66.51 | 82.76 | 74.21 | 91.23 | 58.32 | 87.43 | 73.53 |
DuAT46 | 76.43 | 28.69 | 88.96 | 66.42 | 77.43 | 74.31 | 92.46 | 55.47 | 82.45 | 73.97 |
DAE-Former47 | 77.33 | 27.38 | 84.39 | 67.39 | 78.29 | 75.82 | 93.71 | 56.85 | 86.73 | 75.47 |
TransAttUnet48 | 78.38 | 29.32 | 86.12 | 68.74 | 83.27 | 76.31 | 92.08 | 57.21 | 86.45 | 76.89 |
TransClaw U-Net43 | 78.09 | 26.38 | 87.87 | 61.38 | 84.83 | 77.36 | 93.28 | 57.65 | 87.74 | 74.55 |
Ours | 78.40 | 18.44 | 85.71 | 62.58 | 85.10 | 77.76 | 93.98 | 58.16 | 75.33 | 78.74 |
