Glaucoma Detection on Harvard-FairVLMed
1.35DPDCLIP
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLIPAttribute=Gender, Protocol=Linear Probing2026.05 | 1.35 | 6.28 | 73.68 | 70.04 | — | — | — | 71.34 | 76.52 | — | — | — | — | — | 71.34 | |
| FairEncAttribute=Gender, Protocol=Linear Probing2026.05 | 1.94 | 7.41 | 75.64 | 71.65 | — | — | — | 73.14 | 78.72 | — | — | — | — | — | 73.14 | |
| FairEncAttribute=Race, Protocol=Linear Probing2026.05 | 5.49 | 6.67 | 75.64 | 73.29 | 77.54 | 74.95 | 75.89 | — | — | — | — | — | — | — | 74.95 | |
| Robust FairCLIPAttribute=Race, Protocol=Linear Probing2026.05 | 5.67 | 7.76 | 73.69 | 69.55 | 76.96 | 72.96 | 73.99 | — | — | — | — | — | — | — | 72.96 | |
| FairEncAttribute=Language, Protocol=Linear Probing2026.05 | 6.02 | 18.6 | 75.64 | 63.8 | — | — | — | — | — | — | — | 76.34 | 72.25 | 61.11 | 61.11 | |
| CLIPAttribute=Language, Protocol=Linear Probing2026.05 | 7.13 | 22.65 | 73.68 | 61.62 | — | — | — | — | — | — | — | 74.43 | 69.79 | 61.06 | 61.06 | |
| CLIPAttribute=Race, Protocol=Linear Probing2026.05 | 7.56 | 13.96 | 73.68 | 70.46 | 74.92 | 73.28 | 74.66 | — | — | — | — | — | — | — | 73.28 | |
| JTT CLIPAttribute=Race, Protocol=Linear Probing2026.05 | 7.75 | 10.2 | 71.31 | 68.51 | 72.72 | 71.13 | 71.78 | — | — | — | — | — | — | — | 71.13 | |
| FairEncAttribute=Ethnicity, Protocol=Linear Probing2026.05 | 9.91 | 15.51 | 75.64 | 69.97 | — | — | — | — | — | 75.95 | 67.82 | — | — | — | 67.82 | |
| FairCLIPAttribute=Race, Protocol=Linear Probing2026.05 | 10.15 | 13.78 | 72.94 | 70.03 | 74.2 | 73.44 | 73.57 | — | — | — | — | — | — | — | 73.44 | |
| FairMoEAttribute=Race, Protocol=Linear Probing2026.05 | 10.82 | 16.23 | 74.75 | 71.52 | 76.84 | 73.98 | 75.85 | — | — | — | — | — | — | — | 73.98 | |
| CLIPAttribute=Ethnicity, Protocol=Linear Probing2026.05 | 11.66 | 15.8 | 73.68 | 67.22 | — | — | — | — | — | 74.04 | 64.43 | — | — | — | 64.43 |