Dermatological disease classification on Fitzpatrick-17k (test)
56.7PrecisionFairPrune
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FairPruneSkin Tone=Dark, pruning ratio=35%, beta=0.332022.03 | 56.7 | 51.9 | 50.7 | — | — | — | — | — | — | — | — | |
| VanillaSkin Tone=Dark2022.03 | 56.3 | 58.1 | 54.6 | — | — | — | — | — | — | — | — | |
| OBDSkin Tone=Dark, pruning ratio=35%2022.03 | 55.7 | 57 | 53.6 | — | — | — | — | — | — | — | — | |
| DomainIndepSkin Tone=Dark2022.03 | 54.7 | 56.7 | 53.2 | — | — | — | — | — | — | — | — | |
| FairPruneSkin Tone=Avg. ↑, pruning ratio=35%, beta=0.332022.03 | 53.1 | 49.8 | 48.3 | 0.846 | 0.33 | 0.165 | — | — | — | — | — | |
| VanillaSkin Tone=Avg. ↑2022.03 | 52.3 | 53.8 | 51 | 1.331 | 0.361 | 0.182 | — | — | — | — | — | |
| OBDSkin Tone=Avg. ↑, pruning ratio=35%2022.03 | 52.3 | 53.2 | 50.6 | 1.244 | 0.36 | 0.18 | — | — | — | — | — | |
| AdvRevSkin Tone=Dark2022.03 | 51.4 | 54.5 | 50.3 | — | — | — | — | — | — | — | — | |
| AdvConfSkin Tone=Dark2022.03 | 50.6 | 56.2 | 50.6 | — | — | — | — | — | — | — | — | |
| AdvRevSkin Tone=Avg. ↑2022.03 | 50.2 | 50.7 | 48 | 1.127 | 0.334 | 0.166 | — | — | — | — | — | |
| DomainIndepSkin Tone=Avg. ↑2022.03 | 50.1 | 52.3 | 49.2 | 1.21 | 0.344 | 0.172 | — | — | — | — | — | |
| FairPruneSkin Tone=Light, pruning ratio=35%, beta=0.332022.03 | 49.6 | 47.7 | 45.9 | — | — | — | — | — | — | — | — | |
| AdvRevSkin Tone=Light2022.03 | 48.9 | 46.9 | 45.7 | — | — | — | — | — | — | — | — | |
| OBDSkin Tone=Light, pruning ratio=35%2022.03 | 48.8 | 49.4 | 47.5 | — | — | — | — | — | — | — | — | |
| VanillaSkin Tone=Light2022.03 | 48.2 | 49.5 | 47.3 | — | — | — | — | — | — | — | — | |
| AdvConfSkin Tone=Avg. ↑2022.03 | 46.7 | 51.3 | 46.6 | 1.106 | 0.339 | 0.169 | — | — | — | — | — | |
| DomainIndepSkin Tone=Light2022.03 | 45.5 | 48 | 45.1 | — | — | — | — | — | — | — | — | |
| AdvConfSkin Tone=Light2022.03 | 42.7 | 46.4 | 42.6 | — | — | — | — | — | — | — | — | |
| VanillaSkin Tone=Diff. ↓2022.03 | 8.1 | 8.6 | 7.3 | — | — | — | — | — | — | — | — | |
| AdvConfSkin Tone=Diff. ↓2022.03 | 7.9 | 9.8 | 8 | — | — | — | — | — | — | — | — | |
| FairPruneSkin Tone=Diff. ↓, pruning ratio=35%, beta=0.332022.03 | 7.1 | 4.2 | 4.8 | — | — | — | — | — | — | — | — | |
| OBDSkin Tone=Diff. ↓, pruning ratio=35%2022.03 | 6.9 | 7.6 | 6.1 | — | — | — | — | — | — | — | — | |
| AdvRevSkin Tone=Diff. ↓2022.03 | 2.5 | 7.6 | 4.6 | — | — | — | — | — | — | — | — | |
| DomainIndepSkin Tone=Diff. ↓2022.03 | 2.5 | 7.6 | 4.6 | — | — | — | — | — | — | — | — | |
| Baichuan-M42026.06 | — | — | — | — | — | — | 30.78 | 39.53 | 42.71 | 54 | 60.68 | |
| Gemini-3.1-Pro2026.06 | — | — | — | — | — | — | 27.55 | 35.77 | 39.71 | 47.97 | 55.2 | |
| Qwen3.5-397B2026.06 | — | — | — | — | — | — | 25.1 | 33.72 | 37.34 | 47.21 | 55.39 | |
| Qwen3.5-9B2026.06 | — | — | — | — | — | — | 18.64 | 27.14 | 30.51 | 40.02 | 48.07 |