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ResearchFormerly WizWand

Holistic Bias and Alignment Evaluation on Multi-dataset (FairFace, FACET, ImageNet-1K, Flickr30K)

77.82ABLE ScoreOurs (gender)
58.184863.282468.3873.4776Nov 19, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Ours (gender)Backbone=ViT-B/16, Training Dataset=FairFace, Evaluation Attribute=gender2024.1177.82
Original (gender)Backbone=ViT-B/16, Training Dataset=FairFace, Evaluation Attribute=gender2024.1173.87
Ours (race)Backbone=ViT-B/16, Training Dataset=FairFace, Evaluation Attribute=race2024.1165.25
Original (race)Backbone=ViT-B/16, Training Dataset=FairFace, Evaluation Attribute=race2024.1163.31
Ours (age)Backbone=ViT-B/16, Training Dataset=FairFace, Evaluation Attribute=age2024.1159.22
Original (age)Backbone=ViT-B/16, Training Dataset=FairFace, Evaluation Attribute=age2024.1158.94