Vision-Language Medical Classification on Harvard-FairVLMed Ethnicity (test)
67.75F1 ScoreFairEnc
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FairEncTesting mode=Zero-shot2026.05 | 67.75 | 64.33 | 67.96 | 62.42 | 62.42 | |
| JTT CLIPTesting mode=Zero-shot2026.05 | 64.45 | 61.82 | 64.6 | 60.32 | 60.32 | |
| CLIPTesting mode=Zero-shot2026.05 | 63.99 | 60.65 | 64.2 | 58.65 | 58.65 | |
| Robust FairCLIPTesting mode=Zero-shot2026.05 | 63.76 | 57.81 | 64.16 | 53.69 | 53.69 | |
| FairCLIPTesting mode=Zero-shot2026.05 | 61.31 | 58.91 | 61.46 | 57.4 | 57.4 | |
| FairMoETesting mode=Zero-shot2026.05 | 60.84 | 58.81 | 60.83 | 60.35 | 60.35 |