Fair Medical Image Classification on HAM10000, Fitzpatrick17K, and CMMD Average benchmark leaderboard · SOTA2 Research

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

0.905Avg Overall AUCFairDi

Evaluation Results

Method	Links
FairDi2026.05		0.905	0.8686	0.8817	0.0666	0.0312	0.0762
FairDi2026.05		0.9014	0.8511	0.8744	0.0824	0.0354	0.0915
SWAD2026.05		0.8889	0.8418	0.8617	0.0843	0.0386	0.0976
SWAD2026.05		0.8867	0.834	0.8578	0.0905	0.0406	0.1042
FEBS2026.05		0.8827	0.8369	0.8519	0.0929	0.045	0.108
FIS2026.05		0.8806	0.8212	0.8477	0.1019	0.0487	0.1186
FIS2026.05		0.8804	0.8266	0.8486	0.0967	0.0461	0.1124
ERM2026.05		0.8775	0.8213	0.8447	0.1053	0.0478	0.122
ERM2026.05		0.8775	0.8213	0.8447	0.1053	0.0478	0.122
FEBS2026.05		0.8731	0.8246	0.8444	0.094	0.0444	0.1104
FairCLIP-OT2026.05		0.8703	0.8127	0.8399	0.0963	0.0451	0.1132
FairCLIP-OT2026.05		0.8692	0.8083	0.8374	0.1012	0.0473	0.1192
FaMI2026.05		0.8668	0.8106	0.8339	0.1061	0.0498	0.1245
FaMI2026.05		0.8582	0.8113	0.8304	0.0953	0.0448	0.1134