Table 4 Comparison of experimental results on the polyp dataset.
From: VMKLA-UNet: vision Mamba with KAN linear attention U-Net
Model | Kvasir-SEG | ClinicDB | ColonDB | ETIS | ||||
|---|---|---|---|---|---|---|---|---|
mIoU | DSC | mIoU | DSC | mIoU | DSC | mIoU | DSC | |
UNet1 | 74.61 | 82.03 | 75.51 | 82.33 | 42.41 | 59.56 | 33.57 | 39.82 |
UNet++30 | 74.35 | 82.15 | 72.92 | 79.40 | 44.62 | 64.71 | 34.46 | 40.12 |
Att-UNet9 | 76.05 | 86.39 | 79.46 | 88.55 | 47.86 | 64.73 | 58.82 | 59.88 |
UTNet39 | 77.15 | 87.10 | 80.78 | 89.37 | 50.48 | 67.09 | 60.12 | 57.43 |
UNetV229 | 86.29 | 92.76 | 89.82 | 94.27 | 73.12 | 78.57 | 71.90 | 83.65 |
Att-Swin UNet14 | 75.63 | 86.16 | 71.59 | 83.44 | 52.35 | 68.51 | 57.25 | 60.77 |
TranFuse27 | 68.82 | 81.53 | 79.66 | 88.68 | 46.08 | 63.09 | 55.14 | 56.47 |
SliceMamba40 | 82.47 | 90.39 | 89.20 | 94.29 | 61.80 | 76.39 | - | - |
VMUNet5 | 80.32 | 89.09 | 81.95 | 90.08 | 55.28 | 71.20 | 66.41 | 79.81 |
Ours | 86.43 ± 0.061 | 92.72 ± 0.054 | 90.64 ± 0.041 | 95.09 ± 0.053 | 64.90 ± 0.103 | 78.72 ± 0.064 | 73.53 ± 0.066 | 84.74 ± 0.053 |
