Vision-Language Medical Classification on Harvard-FairVLMed Language (test)
67.75F1 Score (Overall)FairEnc
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FairEncTesting mode=Zero-shot2026.05 | 67.75 | 62.63 | 68.16 | 62.49 | 62.49 | |
| JTT CLIPTesting mode=Zero-shot2026.05 | 64.45 | 58.21 | 64.87 | 59.32 | 59.32 | |
| CLIPTesting mode=Zero-shot2026.05 | 63.99 | 56.76 | 64.51 | 58.63 | 56.96 | |
| FairCLIPTesting mode=Zero-shot2026.05 | 62.94 | 56.76 | 63.32 | 60.72 | 54.93 | |
| Robust FairCLIPTesting mode=Zero-shot2026.05 | 62.54 | 53.86 | 63.12 | 56.82 | 52.76 | |
| FairMoETesting mode=Zero-shot2026.05 | 62.26 | 56.56 | 62.46 | 60.82 | 60.82 |