Image Classification on LFW (and LFW-CF)
91.23AccuracyCOV+CP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| COV+CPFairness-aware training algorithm=COV, CP regularization (+CP)=true2026.07 | 91.23 | 11.91 | 6.52 | |
| RWFairness-aware training algorithm=RW2026.07 | 90.87 | 18.68 | 6.92 | |
| RW+CPFairness-aware training algorithm=RW, CP regularization (+CP)=true2026.07 | 90.87 | 15.24 | 6.16 | |
| Scratchloss=vanilla cross-entropy2026.07 | 90.85 | 18.06 | 7.66 | |
| COVFairness-aware training algorithm=COV2026.07 | 90.85 | 16.43 | 6.99 | |
| RW+augFairness-aware training algorithm=RW, Counterfactual image augmentation (+aug)=true2026.07 | 90.76 | 18.63 | 6.71 | |
| CKD (λ = 0)Lambda parameter (λ)=02026.07 | 90.76 | 12.42 | 2.64 | |
| LBCFairness-aware training algorithm=LBC2026.07 | 90.71 | 15.76 | 3.56 | |
| MFDFairness-aware training algorithm=MFD2026.07 | 90.47 | 16.07 | 2.15 | |
| COV+augFairness-aware training algorithm=COV, Counterfactual image augmentation (+aug)=true2026.07 | 90.47 | 13.65 | 6.78 | |
| SSFairness-aware training algorithm=SS2026.07 | 90.43 | 18.19 | 6.75 | |
| SS+augFairness-aware training algorithm=SS, Counterfactual image augmentation (+aug)=true2026.07 | 89.96 | 15.23 | 6.82 | |
| LBC+CPFairness-aware training algorithm=LBC, CP regularization (+CP)=true2026.07 | 89.92 | 8.33 | 3.02 | |
| MFD+augFairness-aware training algorithm=MFD, Counterfactual image augmentation (+aug)=true2026.07 | 89.9 | 19.36 | 2.47 | |
| CPCP regularization (+CP)=true2026.07 | 89.77 | 9.2 | 8.74 | |
| MFD +CPFairness-aware training algorithm=MFD, CP regularization (+CP)=true2026.07 | 89.39 | 15.15 | 1.9 | |
| CKD2026.07 | 89.26 | 7.94 | 1.88 | |
| SS+CPFairness-aware training algorithm=SS, CP regularization (+CP)=true2026.07 | 88.7 | 6.13 | 4.26 | |
| LBC+augFairness-aware training algorithm=LBC, Counterfactual image augmentation (+aug)=true2026.07 | 88.66 | 12.41 | 2.79 |