Text-to-Image Fairness Evaluation on Attribute-neutral prompts 8 professions (test)
0.9Parity Gap (Δ)EquiSteer
Evaluation Results
| Method | Links | |
|---|---|---|
| EquiSteerBackbone=SANA, Debiasing Protocol=Joint-42026.07 | 0.9 | |
| EquiSteerBackbone=SDXL, Debiasing Protocol=Joint-42026.07 | 1.2 | |
| EquiSteerBackbone=SANA, Attribute=Race, Classifier=CLIP2026.07 | 3.9 | |
| EquiSteerBackbone=SDXL, Attribute=Race, Classifier=CLIP2026.07 | 4.2 | |
| EquiSteerBackbone=SANA, Attribute=Age, Classifier=CLIP2026.07 | 6 | |
| EquiSteerBackbone=SDXL, Attribute=Eyeglasses, Classifier=BLIP2026.07 | 8.5 | |
| EquiSteerBackbone=SDXL, Attribute=Age, Classifier=CLIP2026.07 | 11.5 | |
| SDXLAttribute=Race, Classifier=CLIP2026.07 | 17.2 | |
| EquiSteerBackbone=SANA, Attribute=Eyeglasses, Classifier=BLIP2026.07 | 17.5 | |
| SANAAttribute=Race, Classifier=CLIP2026.07 | 17.8 | |
| EquiSteerBackbone=SDXL, Attribute=Body type, Classifier=CLIP2026.07 | 22 | |
| EquiSteerBackbone=SANA, Attribute=Body type, Classifier=CLIP2026.07 | 23.1 | |
| SANAAttribute=Eyeglasses, Classifier=BLIP2026.07 | 23.4 | |
| SDXLAttribute=Eyeglasses, Classifier=BLIP2026.07 | 27 | |
| SDXLAttribute=Age, Classifier=CLIP2026.07 | 27.6 | |
| SDXLAttribute=Body type, Classifier=CLIP2026.07 | 31.7 | |
| VanillaBackbone=SDXL, Debiasing Protocol=Vanilla2026.07 | 38.1 | |
| SANAAttribute=Age, Classifier=CLIP2026.07 | 38.7 | |
| SANAAttribute=Body type, Classifier=CLIP2026.07 | 39 | |
| VanillaBackbone=SANA, Debiasing Protocol=Vanilla2026.07 | 47.3 |