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ResearchFormerly WizWand

Fair Medical Image Classification on HAM10000, Fitzpatrick17K, and CMMD Average

0.905Avg Overall AUCFairDi
0.8563280.8689640.88160.894236May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FairDiTraining Protocol=LHCF2026.050.9050.86860.88170.06660.03120.0762
FairDiTraining Protocol=Classic2026.050.90140.85110.87440.08240.03540.0915
SWADTraining Protocol=LHCF2026.050.88890.84180.86170.08430.03860.0976
SWADTraining Protocol=Classic2026.050.88670.8340.85780.09050.04060.1042
FEBSTraining Protocol=LHCF2026.050.88270.83690.85190.09290.0450.108
FISTraining Protocol=Classic2026.050.88060.82120.84770.10190.04870.1186
FISTraining Protocol=LHCF2026.050.88040.82660.84860.09670.04610.1124
ERMTraining Protocol=Classic2026.050.87750.82130.84470.10530.04780.122
ERMTraining Protocol=LHCF2026.050.87750.82130.84470.10530.04780.122
FEBSTraining Protocol=Classic2026.050.87310.82460.84440.0940.04440.1104
FairCLIP-OTTraining Protocol=LHCF2026.050.87030.81270.83990.09630.04510.1132
FairCLIP-OTTraining Protocol=Classic2026.050.86920.80830.83740.10120.04730.1192
FaMITraining Protocol=LHCF2026.050.86680.81060.83390.10610.04980.1245
FaMITraining Protocol=Classic2026.050.85820.81130.83040.09530.04480.1134