Table 6 Comparison of experimental results on the synapse dataset.
From: VMKLA-UNet: vision Mamba with KAN linear attention U-Net
Model | DSC | HD95 | Aor. | Gal. | Kid. (L) | Kid. (R) | Liv | Pan. | Spl. | Sto. |
|---|---|---|---|---|---|---|---|---|---|---|
V-Net32 | 68.81 | – | 75.34 | 51.87 | 77.10 | 80.75 | 87.84 | 40.05 | 80.56 | 56.98 |
DARR33 | 69.77 | – | 74.74 | 53.77 | 72.31 | 73.24 | 94.08 | 54.18 | 89.90 | 45.96 |
R50 U-Net11 | 74.68 | 36.87 | 87.47 | 66.36 | 80.60 | 78.19 | 93.74 | 56.90 | 85.87 | 74.16 |
UNet1 | 76.85 | 39.70 | 89.07 | 69.72 | 77.77 | 68.60 | 93.43 | 53.98 | 86.67 | 75.58 |
R50 Att-UNet11 | 75.57 | 36.97 | 55.92 | 63.91 | 79.20 | 72.71 | 93.56 | 49.37 | 87.19 | 74.95 |
Att-UNet9 | 77.77 | 36.02 | 89.55 | 68.88 | 77.98 | 71.11 | 93.57 | 58.04 | 87.30 | 75.75 |
R50 ViT11 | 71.29 | 32.87 | 73.73 | 55.13 | 75.80 | 72.20 | 91.51 | 45.99 | 81.99 | 73.95 |
TransUnet11 | 77.48 | 31.69 | 87.23 | 63.13 | 81.87 | 77.02 | 94.08 | 55.86 | 85.08 | 75.62 |
TransNorm34 | 78.40 | 30.25 | 86.23 | 65.10 | 82.18 | 78.63 | 94.22 | 55.34 | 89.50 | 76.01 |
Swin U-Net12 | 79.13 | 21.55 | 85.47 | 66.53 | 83.28 | 79.61 | 94.29 | 56.58 | 90.66 | 76.60 |
TransDeepLab35 | 80.16 | 21.25 | 86.04 | 69.16 | 84.08 | 79.88 | 93.53 | 61.19 | 89.00 | 78.40 |
UCTransNet36 | 78.23 | 26.75 | – | – | – | – | – | – | – | – |
MT-UNet37 | 78.59 | 26.59 | 87.92 | 64.99 | 81.47 | 77.29 | 93.06 | 59.46 | 87.75 | 76.81 |
MEW-UNet38 | 78.92 | 16.44 | 86.68 | 65.32 | 82.87 | 80.02 | 93.63 | 58.36 | 90.19 | 74.26 |
VM- UNet5 | 81.08 | 19.21 | 85.95 | 68 0.49 | 87.98 | 83.58 | 94.05 | 59.23 | 89.13 | 79.45 |
Ours | 83.31 | 26.87 | 87.07 | 72.35 | 90.01 | 88.12 | 94.73 | 64.00 | 87.75 | 82.42 |
