Medical Image Classification on FairFundus
71.17F1 ScoreFairCLIP
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FairCLIPProtocol=Linear Probing, Validation=5 Fold Cross-Validation, Attribute=Gender2026.05 | 71.17 | 67.54 | 72.09 | 70.21 | 70.21 | |
| JTT CLIPProtocol=Linear Probing, Validation=5 Fold Cross-Validation, Attribute=Gender2026.05 | 71.16 | 67.36 | 73.55 | 69.2 | 69.2 | |
| CLIPProtocol=Linear Probing, Validation=5 Fold Cross-Validation, Attribute=Gender2026.05 | 70.15 | 66.34 | 73.37 | 67.57 | 67.57 | |
| Robust FairCLIPProtocol=Linear Probing, Validation=5 Fold Cross-Validation, Attribute=Gender2026.05 | 69.86 | 65.04 | 72.9 | 67.24 | 67.24 | |
| FairMoEProtocol=Linear Probing, Validation=5 Fold Cross-Validation, Attribute=Gender2026.05 | 68.97 | 65.24 | 71.98 | 66.57 | 66.57 | |
| FairEncProtocol=Linear Probing, Validation=5 Fold Cross-Validation, Attribute=Gender2026.05 | 68.52 | 64.34 | 71.99 | 65.78 | 65.78 |