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Benchmarks
Attribute Classification on CelebA (T=a, S=m)
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84.01
Accuracy
SHASAM
73.61
76.31
79.01
81.71
Feb 5, 2026
Accuracy
Bias Approximation (BA)
Equal Opportunity Error (EOpp)
Disparate Impact Ratio (DPe-1)
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
Bias Approximation (BA)
Equal Opportunity Error (EOpp)
Disparate Impact Ratio (DPe-1)
SHASAM
Function=FLCMI, Backbo...
2026.02
84.01
80.16
0.76
2.582
FairViT
2026.02
83.8
79.96
1.15
2.837
TADeT-MMD
2026.02
79.89
73.85
7.1
3.693
FSCL
2026.02
79.09
74.76
1.78
3.004
TADeT
2026.02
78.73
74.52
3.11
3.116
FSCL+
2026.02
77.26
73.42
0.79
2.604
Vanilla
2026.02
74.01
72.36
14.43
3.245
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