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ResearchFormerly WizWand

Social Debiasing on Fairface Out-of-Domain

0.094MaxSkew (MS)Biased-prompts
0.066680.251090.43550.61991Nov 19, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Biased-promptsBackbone=ViT-B/32, Biases=Gender2024.110.0940.027
CLIP-clipBackbone=ViT-L/14, Biases=Gender2024.110.0970.03
OursBackbone=ViT-B/16, Biases=Gender2024.110.1010.032
OursBackbone=ViT-B/32, Biases=Gender2024.110.1080.039
CLIP-clipBackbone=ViT-B/16, Biases=Gender2024.110.1330.038
CLIP-clipBackbone=ViT-H/14, Biases=Gender2024.110.1350.045
Original CLIPBackbone=ViT-B/32, Biases=Gender2024.110.1380.054
OursBackbone=ViT-H/14, Biases=Gender2024.110.1550.056
Biased-promptsBackbone=ViT-B/16, Biases=Gender2024.110.1610.048
Biased-promptsBackbone=ViT-H/14, Biases=Gender2024.110.1720.055
OursBackbone=ViT-L/14, Biases=Gender2024.110.1750.064
Original CLIPBackbone=ViT-L/14, Biases=Gender2024.110.1850.071
Biased-promptsBackbone=ViT-L/14, Biases=Gender2024.110.1910.06
Original CLIPBackbone=ViT-H/14, Biases=Gender2024.110.1930.079
Original CLIPBackbone=ViT-B/16, Biases=Gender2024.110.2180.088
CLIP-clipBackbone=ViT-B/32, Biases=Gender2024.110.2530.105
CLIP-clipBackbone=ViT-H/14, Biases=Age2024.110.5190.34
Biased-promptsBackbone=ViT-L/14, Biases=Age2024.110.5640.412
Biased-promptsBackbone=ViT-H/14, Biases=Age2024.110.5640.387
OursBackbone=ViT-H/14, Biases=Age2024.110.5650.366
OursBackbone=ViT-L/14, Biases=Age2024.110.5680.332
Original CLIPBackbone=ViT-H/14, Biases=Age2024.110.5690.368
OursBackbone=ViT-B/16, Biases=Age2024.110.6060.41
Original CLIPBackbone=ViT-B/32, Biases=Age2024.110.6170.416
OursBackbone=ViT-B/32, Biases=Age2024.110.6270.416
CLIP-clipBackbone=ViT-B/16, Biases=Age2024.110.6430.43
Original CLIPBackbone=ViT-B/16, Biases=Age2024.110.6570.433
CLIP-clipBackbone=ViT-B/32, Biases=Age2024.110.6590.435
Original CLIPBackbone=ViT-L/14, Biases=Age2024.110.6720.433
CLIP-clipBackbone=ViT-L/14, Biases=Age2024.110.6790.432
Biased-promptsBackbone=ViT-B/32, Biases=Age2024.110.7010.497
Biased-promptsBackbone=ViT-B/16, Biases=Age2024.110.7770.55