Table 4 The effect of different modules in our method on the Synapse dataset.
Methods | Average DSC | HD | Aorta | Gallbladder | Kidney(L) | Kidney(R) | Liver | Pancreas | Spleen | Stomach |
|---|---|---|---|---|---|---|---|---|---|---|
w/o CNN | 28.60 | 42.55 | 31.32 | 0.49 | 20.77 | 18.30 | 70.68 | 31.21 | 35.38 | 27.97 |
w/o Swin-Transformer | 72.73 | 25.26 | 84.99 | 48.07 | 81.35 | 73.75 | 92.84 | 50.24 | 84.63 | 66.00 |
w/o Cross attention | 73.67 | 30.67 | 85.57 | 53.61 | 77.63 | 78.52 | 92.59 | 51.49 | 82.76 | 67.18 |
w/o Adaptive cross attention | 74.93 | 32.47 | 84.55 | 54.62 | 77.55 | 71.63 | 93.28 | 56.01 | 87.75 | 74.06 |
w/o ASPP | 77.91 | 24.27 | 85.61 | 57.98 | 82.27 | 77.44 | 94.12 | 56.82 | 88.40 | 78.50 |
w/o SE-Attention | 75.46 | 23.54 | 84.48 | 60.99 | 81.15 | 72.74 | 93.36 | 55.29 | 84.66 | 71.02 |
w/o Skip connection | 65.66 | 19.31 | 73.68 | 27.19 | 78.55 | 72.30 | 89.12 | 42.63 | 82.72 | 59.11 |
Ours | 78.40 | 18.44 | 85.71 | 62.58 | 85.10 | 77.76 | 93.98 | 58.16 | 75.33 | 78.74 |
