Vision-Language Medical Classification on Harvard-FairVLMed Race (test)
67.75F1FairEnc
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FairEncTesting mode=Zero-shot2026.05 | 67.75 | 65.05 | 67.58 | 69.76 | 67.38 | 67.38 | |
| JTT CLIPTesting mode=Zero-shot2026.05 | 64.45 | 62.38 | 65.17 | 65.89 | 64.1 | 64.1 | |
| CLIPTesting mode=Zero-shot2026.05 | 63.99 | 60.58 | 67.41 | 65.09 | 63.39 | 63.39 | |
| FairCLIPTesting mode=Zero-shot2026.05 | 63.45 | 60.25 | 66.13 | 65.06 | 62.82 | 62.82 | |
| FairMoETesting mode=Zero-shot2026.05 | 63.21 | 60.24 | 65.83 | 63.61 | 62.91 | 62.91 | |
| Robust FairCLIPTesting mode=Zero-shot2026.05 | 63.08 | 59.94 | 65.65 | 63.32 | 62.66 | 62.66 |