Table 3 Comparison of experimental results on ISIC17 and ISIC18 datasets.
From: VMKLA-UNet: vision Mamba with KAN linear attention U-Net
Dataset | Model | mIoU (%) | DSC (%) | Spe (%) | Sen (%) |
|---|---|---|---|---|---|
ISIC17 | UNet1 | 76.98 | 86.99 | 97.43 | 86.82 |
UNet++30 | 75.44 | 86.00 | 97.34 | 85.40 | |
UTNetV25 | 77.35 | 87.23 | 98.05 | 84.85 | |
TransFuse27 | 79.21 | 88.40 | 97.98 | 87.14 | |
MALUNet28 | 78.78 | 88.13 | 98.47 | 84.78 | |
UNetV229 | 82.18 | 90.22 | 98.40 | 88.71 | |
VM-UNet5 | 80.23 | 89.03 | 97.58 | 89.90 | |
Ours | 84.51 ± 0.132 | 91.60 ± 0.092 | 98.13 ± 0.039 | 93.24 ± 0.114 | |
ISIC18 | UNet1 | 77.86 | 87.55 | 96.69 | 85.86 |
UNet++30 | 78.31 | 87.83 | 95.75 | 88.65 | |
Attn-UNet9 | 78.43 | 87.91 | 96.23 | 87.60 | |
UTNetV25 | 78.97 | 88.25 | 96.48 | 87.60 | |
SANet31 | 79.52 | 88.59 | 95.97 | 89.46 | |
TransFuse27 | 80.63 | 89.27 | 95.74 | 91.28 | |
MALUNet28 | 80.25 | 89.04 | 96.19 | 89.74 | |
UNetV229 | 80.71 | 89.32 | 96.94 | 88.34 | |
VM-UNet5 | 81.35 | 89.71 | 96.13 | 91.12 | |
Ours | 84.16 ± 0.121 | 91.40 ± 0.072 | 97.56 ± 0.027 | 91.26 ± 0.113 |
