Correlation of Privacy Leakage Assessment Metrics on CIFAR-100 (test)
0.6703Spearman's rhoPSNR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PSNRAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | 0.6703 | 0.4725 | |
| SSIMAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | 0.3939 | 0.2904 | |
| LPIPSAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | -0.5127 | -0.3978 | |
| MSEAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | -0.6176 | -0.4286 | |
| FIDAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | -0.7363 | -0.5604 | |
| SemSimAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models, Training setup=Leave-one-out on 4 other datasets2023.09 | -0.8637 | -0.7143 |