Image Classification on CelebA-H (test)
88.68Accuracy (ε=1)Teacher
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TeacherInvolved data=Private2026.01 | 88.68 | — | 88.68 | |
| DPSDInvolved data=Synthetic2026.01 | 79.21 | — | 83.02 | |
| DPDFDInvolved data=Synthetic2026.01 | 78.39 | — | 82.35 | |
| DPGENInvolved data=Private & Synthetic2026.01 | 66.14 | — | 81.47 | |
| DataLensInvolved data=Private & Synthetic2026.01 | 60.61 | — | 62.24 | |
| G-PATEInvolved data=Private & Synthetic2026.01 | 49.85 | — | 62.17 | |
| P3GMInvolved data=Private & Synthetic2026.01 | 45.32 | — | 48.58 | |
| DP-MERFInvolved data=Private & Synthetic2026.01 | 44.13 | — | 44.89 | |
| GS-WGANInvolved data=Private & Synthetic2026.01 | 42.03 | — | 52.25 | |
| PATE-GANInvolved data=Private & Synthetic2026.01 | 37.89 | — | 39 | |
| DP-GANInvolved data=Private & Synthetic2026.01 | 34.47 | — | 39.2 | |
| ALIBIPrivacy budget (ε)=1, Label-sensitive privacy protection=true2026.01 | — | 84.2 | — | |
| ClusterRRPrivacy budget (ε)=1, Label-sensitive privacy protection=true2026.01 | — | 68.57 | — | |
| DPSDPrivacy budget (ε)=1, Label-sensitive privacy protection=true2026.01 | — | 87.96 | — | |
| DPSDPrivacy budget (ε)=2, Label-sensitive privacy protection=true2026.01 | — | 88.12 | — | |
| LP-2STPrivacy budget (ε)=1, Label-sensitive privacy protection=true2026.01 | — | 63.67 | — | |
| LP-2STPrivacy budget (ε)=2, Label-sensitive privacy protection=true2026.01 | — | 86.05 | — | |
| ProtocolPrivacy budget (ε)=2, Label-sensitive privacy protection=true2026.01 | — | 81.84 | — |