Table 5.
Encoder | Decoder | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Efficient | Swin | CNN | Swin transformer | Dice↑ | HD↓ | Aorta | Gallbladder | Kidney(L) | Kidney(R) | Liver | Pancreas | Spleen | Stomach |
net-block | transformer | decoder | decoder | ||||||||||
✓ | ✓ | 78.86 | 28.86 | 87.72 | 62.19 | 83.11 | 76.67 | 94.49 | 56.61 | 89.48 | 80.58 | ||
✓ | ✓ | 79.93 | 26.88 | 87.90 | 68.09 | 83.89 | 76.05 | 94.42 | 62.95 | 87.32 | 78.86 | ||
✓ | ✓ | ✓ | 80.34 | 22.53 | 88.67 | 67.38 | 83.95 | 77.01 | 95.12 | 60.06 | 88.76 | 81.77 | |
✓ | ✓ | 77.55 | 31.03 | 86.14 | 63.49 | 81.59 | 75.82 | 93.68 | 54.61 | 90.19 | 74.87 | ||
✓ | ✓ | 79.13 | 21.55 | 85.47 | 66.53 | 83.28 | 79.61 | 94.29 | 56.58 | 90.66 | 76.60 | ||
✓ | ✓ | ✓ | 79.38 | 22.34 | 87.60 | 62.53 | 84.86 | 80.54 | 94.42 | 58.75 | 90.64 | 75.66 | |
✓ | ✓ | ✓ | 79.47 | 29.19 | 87.71 | 66.21 | 81.64 | 74.69 | 94.65 | 61.61 | 89.19 | 80.02 | |
✓ | ✓ | ✓ | 80.41 | 27.33 | 86.74 | 71.19 | 84.32 | 77.29 | 94.30 | 60.63 | 89.2 | 79.64 | |
✓ | ✓ | ✓ | ✓ | 80.61 | 21.04 | 88.36 | 67.45 | 84.44 | 77.13 | 95.24 | 61.52 | 90.03 | 80.74 |
The symbol ↑ means the higher value, the better.
The symbol ↓ means the lower value, the better.
Bold font to highlight the optimal values.