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FairFace

Benchmarks

Task NameDataset NameSOTA ResultTrend
Social DebiasingFairface Out-of-Domain
MaxSkew (MS)0.094
32
Gender ClassificationFairFace v1 (test)
Accuracy (Black)95.37
20
Gender ClassificationFairFace (test)
Acc (Black, M)90.706
9
DebiasingFAIRFACE Gender (test)
KL Divergence0.006
8
DebiasingFAIRFACE Race (test)
KL Divergence0.069
8
Age classificationFairFace age
Accuracy (W)57.2
7
ClassificationFairFace
Mean Accuracy37.2
6
Social Bias EvaluationFairFace
MS0.101
6
Gender ClassificationFairFace
Max/Min1.185
4
Fair Text-to-Image GenerationFairFace FAIR benchmark Multi tSA
FD (Disparity)0.108
4
Instruction-based Image EditingFairFace
Edit Success4.65
3
Gender estimationFairFace margin125 (val)
Gender Accuracy97.5
2
Age estimationFairFace margin125 (val)
Age Accuracy62.28
2
Image CaptioningFAIRFACE (val)
Score (White)0.64
2
Gender ClassificationFairFace (val)
Gender Accuracy95.73
2
Age EstimationFairFace (val)
Accuracy61.07
2
ClassificationFairFace (test)
Mean Accuracy-
0
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