Defense against Model Inversion Attack on CelebA (test)
32.94PSNR (dB)IDProtector (PGD)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| IDProtector (PGD)Time (s)=4089, epsilon-budget=9/255, optimization=PGD2024.12 | 32.94 | — | — | — | — | — | — | 84.5 | |
| SimACTime (s)=323, epsilon-budget=9/2552024.12 | 32.37 | — | — | — | — | — | — | 79.1 | |
| IDProtectorTime (s)=0.173, epsilon-budget=9/255, backbone=ViT-based2024.12 | 32.15 | — | — | — | — | — | — | 80.9 | |
| AdvDMTime (s)=51.9, epsilon-budget=9/2552024.12 | 31.7 | — | — | — | — | — | — | 76.6 | |
| Anti-DBTime (s)=261, epsilon-budget=9/2552024.12 | 31.7 | — | — | — | — | — | — | 76.5 | |
| PhotoGuardTime (s)=23.3, epsilon-budget=9/2552024.12 | 31.1 | — | — | — | — | — | — | 75.7 | |
| ACETime (s)=87, epsilon-budget=9/2552024.12 | 31.06 | — | — | — | — | — | — | 74.1 |