Metric correlation with human assessment of privacy leakage on Stanford Dogs (test)
0.4782Spearman CorrelationSSIM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SSIMAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | 0.4782 | 0.3048 | |
| PSNRAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | 0.4023 | 0.3537 | |
| MSEAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | -0.3968 | -0.2743 | |
| FIDAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | -0.3969 | -0.3196 | |
| LPIPSAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | -0.5031 | -0.3929 | |
| SemSimAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models, Training setup=Leave-one-out on 4 other datasets2023.09 | -0.712 | -0.5938 |