Image Classification on CelebA-G (test)
93.53Accuracy (ε=10)Teacher
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TeacherInvolved data=Private2026.01 | 93.53 | — | 93.53 | |
| DPSDInvolved data=Synthetic2026.01 | 91.23 | — | 73.74 | |
| DPDFDInvolved data=Synthetic2026.01 | 89.92 | — | 72.37 | |
| DPGENInvolved data=Private & Synthetic2026.01 | 88.35 | — | 69.99 | |
| DPSHInvolved data=Private & Synthetic2026.01 | 76.3 | — | — | |
| DataLensInvolved data=Private & Synthetic2026.01 | 72.87 | — | 70.58 | |
| G-PATEInvolved data=Private & Synthetic2026.01 | 68.97 | — | 67.02 | |
| PATE-GANInvolved data=Private & Synthetic2026.01 | 65.35 | — | 60.68 | |
| GS-WGANInvolved data=Private & Synthetic2026.01 | 61.36 | — | 59.01 | |
| DP-MERFInvolved data=Private & Synthetic2026.01 | 60.82 | — | 59.36 | |
| P3GMInvolved data=Private & Synthetic2026.01 | 58.84 | — | 56.73 | |
| DP-GANInvolved data=Private & Synthetic2026.01 | 52.11 | — | 53.3 | |
| ALIBIPrivacy budget (ε)=3, Label-sensitive privacy protection=true2026.01 | — | 55 | — | |
| ALIBIPrivacy budget (ε)=8, Label-sensitive privacy protection=true2026.01 | — | 74.4 | — | |
| DPSDPrivacy budget (ε)=3, Label-sensitive privacy protection=true2026.01 | — | 58.61 | — | |
| DPSDPrivacy budget (ε)=8, Label-sensitive privacy protection=true2026.01 | — | 74.67 | — | |
| LP-2STPrivacy budget (ε)=3, Label-sensitive privacy protection=true2026.01 | — | 28.74 | — | |
| LP-2STPrivacy budget (ε)=8, Label-sensitive privacy protection=true2026.01 | — | 74.1 | — |