Metric correlation with human assessment of privacy leakage on CelebA (test)
0.7495Spearman's RhoPSNR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PSNRAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | 0.7495 | 0.5604 | |
| SSIMAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | 0.6846 | 0.5264 | |
| FIDAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | -0.1516 | -0.0989 | |
| LPIPSAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | -0.5824 | -0.4505 | |
| MSEAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | -0.7349 | -0.5525 | |
| SemSimAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models, Training setup=Leave-one-out on 4 other datasets2023.09 | -0.8263 | -0.6923 |