Melanoma classification on Mc
83.94AUROCCoFIDA-M
Evaluation Results
| Method | Links | |
|---|---|---|
| CoFIDA-MSetting=Ours2026.05 | 83.94 | |
| TENTSetting=Modern Test Time2026.05 | 81.76 | |
| MMDSetting=Classical / Standard2026.05 | 79.58 | |
| DeepCoralSetting=Classical / Standard2026.05 | 77.3 | |
| DANNSetting=Classical / Standard2026.05 | 76.81 | |
| Source OnlySetting=Source Only2026.05 | 75.02 | |
| DINESetting=Modern Source Free2026.05 | 66.54 | |
| DAMPSetting=Multimodal2026.05 | 63.59 | |
| IT-RUDASetting=Classical / Standard2026.05 | 63.34 | |
| DALUPISetting=Multimodal2026.05 | 58.18 | |
| SHOT++Setting=Modern Source Free2026.05 | 55.88 | |
| MeanTeacherSetting=Classical / Standard2026.05 | 53.08 | |
| CoTTASetting=Modern Test Time2026.05 | 51.99 | |
| WoCSetting=Modern Test Time2026.05 | 49.76 | |
| CPDSetting=Modern Source Free2026.05 | 46.14 | |
| SFDASetting=Modern Source Free2026.05 | 44.91 |