Fairness-Utility Trade-off on FairFace, ImageNet-1K, and Flickr
69.62ABLERG-TTA
Evaluation Results
| Method | Links | |
|---|---|---|
| RG-TTABackbone=ViT-B/16, Zero-shot=true2026.07 | 69.62 | |
| Joint V-LBackbone=ViT-B/16, Zero-shot=true2026.07 | 69.14 | |
| RG-TTABackbone=ViT-B/32, Zero-shot=true2026.07 | 68.74 | |
| Original CLIPBackbone=ViT-B/16, Zero-shot=true2026.07 | 63.31 | |
| Biased-promptsBackbone=ViT-B/16, Zero-shot=true2026.07 | 63.07 | |
| CLIP-clipBackbone=ViT-B/16, Zero-shot=true2026.07 | 62.62 | |
| Joint V-LBackbone=ViT-B/32, Zero-shot=true2026.07 | 61.74 | |
| Original CLIPBackbone=ViT-B/32, Zero-shot=true2026.07 | 59.84 | |
| Biased-promptsBackbone=ViT-B/32, Zero-shot=true2026.07 | 58.29 | |
| CLIP-clipBackbone=ViT-B/32, Zero-shot=true2026.07 | 54.95 |