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ResearchFormerly WizWand

Segmentation on HAM10000 (Hard Samples)

79.92IoUUGDD-Net
69.36472.104574.84577.5855May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UGDD-NetSpatial-Frequency=true, Uncertainty-aware=true2026.0579.9287.7817.036.2811.72
UDELUncertainty-aware=true2026.0577.185.7918.967.3114.35
SFma-UNetSpatial-Frequency=true2026.0576.9385.6619.947.5117.15
WinGraphUNet2026.0576.7985.5219.947.5119.44
CDMT-UNetSpatial-Frequency=true2026.0576.7985.5220.557.8719.44
DPMF-NetSpatial-Frequency=true2026.0576.6685.4120.768.2416.37
CFFormer2026.0576.3485.2722.999.8518.8
F2CAU-NetUncertainty-aware=true2026.0576.1584.9921.038.5114.88
MPBA-Net2026.0575.8284.721.698.8718.23
DPGNetUncertainty-aware=true2026.0575.1484.3321.988.9415.35
DEviSUncertainty-aware=true2026.0574.7584.0922.129.2414.76
AHF-U-NetUncertainty-aware=true2026.0574.2683.8122.048.9915.72
DSU-Net2026.0573.7283.1723.539.9818.56
BDFormer2026.0573.2782.8421.358.6419.92
SF-UNetSpatial-Frequency=true2026.0573.1982.7220.998.3916.28
DMA-Net2026.0572.5882.3122.559.6416.82
SkinMambaSpatial-Frequency=true2026.0572.0282.1920.047.6816.65
VM-UNet2026.0571.9981.9723.9510.1116.56
H-Net2026.0571.4581.7624.4710.2316.49
U-Net2026.0570.7181.2325.1410.5616.4
Swin-Unet2026.0569.7780.2325.9111.2319.97