Dermatological Disease Classification on ISIC 2019
78.3PrecisionDomainIndep
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DomainIndepGender=Male2022.03 | 78.3 | 65.3 | 69.7 | — | — | — | |
| DomainIndepGender=Female2022.03 | 78.2 | 69.3 | 72.9 | — | — | — | |
| DomainIndepGender=Avg2022.03 | 78.2 | 67.3 | 71.3 | 5 | 74.7 | 79.7 | |
| OBDGender=Female, pr=50%2022.03 | 77.1 | 73.4 | 74.9 | — | — | — | |
| OBDGender=Avg, pr=50%2022.03 | 76.7 | 70.6 | 73 | 6.1 | 55.5 | 61.6 | |
| VanillaGender=Male2022.03 | 76.6 | 68.4 | 71.6 | — | — | — | |
| VanillaGender=Avg2022.03 | 76.2 | 70.9 | 73 | 6.1 | 49.7 | 55.8 | |
| OBDGender=Male, pr=50%2022.03 | 76.2 | 67.8 | 71.1 | — | — | — | |
| FairPruneGender=Male, pr=50%, beta=0.22022.03 | 76.2 | 67.5 | 71 | — | — | — | |
| VanillaGender=Female2022.03 | 75.8 | 73.3 | 74.4 | — | — | — | |
| FairPruneGender=Avg, pr=50%, beta=0.22022.03 | 75.8 | 67.5 | 70.9 | 7.8 | 21 | 28.8 | |
| FairPruneGender=Female, pr=50%, beta=0.22022.03 | 75.4 | 67.4 | 70.7 | — | — | — | |
| AdvConfGender=Female2022.03 | 69.1 | 68.8 | 68.6 | — | — | — | |
| AdvConfGender=Avg2022.03 | 68.6 | 67.2 | 67.5 | 4 | 75.1 | 79.1 | |
| AdvConfGender=Male2022.03 | 68.1 | 65.6 | 66.5 | — | — | — | |
| AdvRevGender=Male2022.03 | 64.2 | 66.6 | 65 | — | — | — | |
| AdvRevGender=Avg2022.03 | 64 | 69 | 66 | 5 | 59.2 | 64.2 | |
| AdvRevGender=Female2022.03 | 63.8 | 71.4 | 67 | — | — | — | |
| AdvConfGender=Diff2022.03 | 1 | 3.2 | 2.1 | — | — | — | |
| OBDGender=Diff, pr=50%2022.03 | 0.9 | 5.6 | 3.8 | — | — | — | |
| VanillaGender=Diff2022.03 | 0.8 | 4.9 | 2.8 | — | — | — | |
| FairPruneGender=Diff, pr=50%, beta=0.22022.03 | 0.8 | 0.1 | 0.3 | — | — | — | |
| AdvRevGender=Diff2022.03 | 0.4 | 4.8 | 2 | — | — | — | |
| DomainIndepGender=Diff2022.03 | 0.1 | 4 | 3.2 | — | — | — |