Vision-Language Medical Classification on Harvard-FairVLMed Gender (test)
67.75F1FairEnc
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FairEncTesting mode=Zero-shot2026.05 | 67.75 | 64.51 | 65.46 | 70.51 | 65.46 | |
| FairMoETesting mode=Zero-shot2026.05 | 67.19 | 64.1 | 65.01 | 69.84 | 65.01 | |
| JTT CLIPTesting mode=Zero-shot2026.05 | 64.45 | 62.25 | 62.84 | 66.35 | 62.84 | |
| CLIPTesting mode=Zero-shot2026.05 | 63.99 | 59.8 | 60.81 | 67.82 | 60.81 | |
| FairCLIPTesting mode=Zero-shot2026.05 | 62.52 | 59.72 | 60.41 | 65 | 60.41 | |
| Robust FairCLIPTesting mode=Zero-shot2026.05 | 62.48 | 59.33 | 60.05 | 65.37 | 60.05 |