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Lesion Segmentation on ISIC 2018

93.31Dice ScoreRad-VLSM
83.48286.033588.58591.1365Mar 26, 2026Apr 3, 2026Apr 12, 2026Apr 21, 2026Apr 30, 2026May 9, 2026May 18, 2026

Evaluation results

MethodLinks
Rad-VLSM2026.0593.31——87.86
Zig-RiR2026.0591.7——86.89
BSBP-RWKV2026.0591.48——86.11
FCBFormer2026.0591.29——84.87
CTO2026.0591.2——84.5
H2Former2026.0591.17——84.35
SAM3Prompting strategy=bounding box2026.0390.82119.7846.25—
MiM-ISTD2026.0590.62——83.79
nnUNet2026.0590.22——83.76
H-vmunetParams (M)=8.97, GFLOPs=0.7422026.0489.9814.67—81.78
UNeXt2026.0589.81——81.64
Swin-Unet2026.0589.72——82.9
VM-UNet2026.0589.71——81.35
WTCM-UNetParams (M)=28.74, GFLOPs=3.122026.0489.4415.24—80.9
DeepLabv3+2026.0589.38——82.49
TransUNet2026.0588.75——81.78
SegFormer2026.0588.75——81.78
Med-FastSAM2026.0587.84——80.38
EGE-UNet2026.0587.83——79.56
STM-UNet2026.0587.51——79.84
SAMed2026.0586.93——78.98
MALUNet2026.0586.72——78.63
UCTransNet2026.0586.71——78.43
SAM2Prompting strategy=bounding box2026.0385.43246.1195—
Att-UNet2026.0583.88——75.94
UNet2026.0583.86——75.07