Melanoma Screening on Clinical unseen (test)
86.36McCoFiDA-M
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CoFiDA-MSetting=Ours2026.05 | 86.36 | 74.84 | 90.91 | 59.46 | 77.89 | |
| MeanTeacherSetting=Classical / Standard2026.05 | 77.27 | 88.71 | 70.45 | 74.23 | 77.67 | |
| TENTSetting=Modern Test Time2026.05 | 75 | 61.1 | 48.3 | 38.22 | 55.65 | |
| SHOT++Setting=Modern Source Free2026.05 | 65.91 | 57.42 | 52.94 | 54.05 | 57.58 | |
| Source OnlySetting=Source Only2026.05 | 65.91 | 65.94 | 55.78 | 35.45 | 55.77 | |
| CoTTASetting=Modern Test Time2026.05 | 56.82 | 63.23 | 52.94 | 59.46 | 58.11 | |
| CPDSetting=Modern Source Free2026.05 | 55.68 | 68.23 | 71.52 | 47.52 | 60.74 | |
| WoCSetting=Modern Test Time2026.05 | 37.5 | 9.03 | 61.36 | 5.41 | 28.33 | |
| DeepCoralSetting=Classical / Standard2026.05 | 31.82 | 10.97 | 50 | 14.86 | 26.91 | |
| MMDSetting=Classical / Standard2026.05 | 30.68 | 5.81 | 27.27 | 9.46 | 18.31 | |
| DANNSetting=Classical / Standard2026.05 | 21.59 | 49.86 | 20.45 | 3.47 | 23.84 | |
| IT-RUDASetting=Classical / Standard2026.05 | 9.77 | 7.56 | 12.34 | 22 | 12.92 | |
| SFDASetting=Modern Source Free2026.05 | 6.31 | 10.67 | 15.91 | 9.34 | 10.56 | |
| DALUPISetting=Multimodal2026.05 | 4.55 | 7.74 | 12.58 | 13.99 | 9.72 | |
| DINESetting=Modern Source Free2026.05 | 2.27 | 3.58 | 1.96 | 1.35 | 2.29 | |
| DAMPSetting=Multimodal2026.05 | 1.14 | 9.32 | 7.28 | 5.57 | 5.83 |