Holistic Bias and Alignment Evaluation on Multi-dataset (FairFace, FACET, ImageNet-1K, Flickr30K)
77.82ABLE ScoreOurs (gender)
Evaluation Results
| Method | Links | |
|---|---|---|
| Ours (gender)Backbone=ViT-B/16, Training Dataset=FairFace, Evaluation Attribute=gender2024.11 | 77.82 | |
| Original (gender)Backbone=ViT-B/16, Training Dataset=FairFace, Evaluation Attribute=gender2024.11 | 73.87 | |
| Ours (race)Backbone=ViT-B/16, Training Dataset=FairFace, Evaluation Attribute=race2024.11 | 65.25 | |
| Original (race)Backbone=ViT-B/16, Training Dataset=FairFace, Evaluation Attribute=race2024.11 | 63.31 | |
| Ours (age)Backbone=ViT-B/16, Training Dataset=FairFace, Evaluation Attribute=age2024.11 | 59.22 | |
| Original (age)Backbone=ViT-B/16, Training Dataset=FairFace, Evaluation Attribute=age2024.11 | 58.94 |