Skin Lesion Classification on HAM10000 (test) with Fairness Metrics
0.97AUCReweighting
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Reweighting2025.12 | 0.97 | 0.56 | 0.36 | 0.28 | 0.081 | — | — | |
| CDANN2025.12 | 0.97 | — | 0.37 | 0.27 | 0.115 | — | — | |
| CMAC-MMD2025.12 | 0.97 | — | 0.3 | 0.26 | 0.058 | — | — | |
| Resampling2025.12 | 0.96 | — | 0.44 | 0.31 | 0.106 | — | — | |
| DANN2025.12 | 0.96 | — | 0.31 | 0.42 | 0.149 | — | — | |
| ERM (Baseline)2025.12 | 0.94 | — | 0.38 | 0.5 | 0.146 | — | — | |
| Mean Accuracy2025.12 | 0.92 | — | 0.43 | 0.31 | 0.116 | — | — | |
| GroupDRO2025.12 | 0.92 | — | 0.41 | 0.46 | 0.159 | — | — |