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ResearchFormerly WizWand

Image Classification on CelebA and CelebA-CF

95.53AccuracyScratch
92.98293.643594.30594.9665Jul 7, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Scratchloss=vanilla cross-entropy2026.0795.5310.2647.1
Scratch2026.0795.5310.2647.1
SSFairness-aware training algorithm=SS2026.0795.449.1342.95
Scratchaugmentation=true2026.0795.414.6544.71
RW+CPFairness-aware training algorithm=RW, CP regularization (+CP)=true2026.0795.194.6725.56
RWCP=true2026.0795.194.6725.56
SS+augFairness-aware training algorithm=SS, Counterfactual image augmentation (+aug)=true2026.0795.175.2440.8
RWFairness-aware training algorithm=RW2026.0795.165.524.21
RW2026.0795.165.524.21
RW+augFairness-aware training algorithm=RW, Counterfactual image augmentation (+aug)=true2026.0795.135.3424.63
RWaugmentation=true2026.0795.135.3424.63
LBC+CPFairness-aware training algorithm=LBC, CP regularization (+CP)=true2026.0795.124.7222.78
LBCCP=true2026.0795.124.7222.78
LBCFairness-aware training algorithm=LBC2026.0794.926.2422.61
LBC2026.0794.926.2422.61
SS+CPFairness-aware training algorithm=SS, CP regularization (+CP)=true2026.0794.542.437.97
COVFairness-aware training algorithm=COV2026.0794.427.7234.04
COV2026.0794.427.7234.04
LBC+augFairness-aware training algorithm=LBC, Counterfactual image augmentation (+aug)=true2026.0794.399.3236.08
LBCaugmentation=true2026.0794.399.3236.08
MFDFairness-aware training algorithm=MFD2026.0794.374.6119
COV+CPFairness-aware training algorithm=COV, CP regularization (+CP)=true2026.0794.295.3651.63
COVCP=true2026.0794.295.3651.63
CKD (λ = 0)Lambda parameter (λ)=02026.0794.124.3114.11
CPCP regularization (+CP)=true2026.0794.12.5351.01
CP2026.0794.12.5351.01
COV+augFairness-aware training algorithm=COV, Counterfactual image augmentation (+aug)=true2026.0794.088.1129.03
COVaugmentation=true2026.0794.088.1129.03
MFD+CPFairness-aware training algorithm=MFD, CP regularization (+CP)=true2026.0793.813.4723.31
MFD+augFairness-aware training algorithm=MFD, Counterfactual image augmentation (+aug)=true2026.0793.783.8714.36
CKD2026.0793.084.4413.23
CKD2026.0793.084.4413.23