Metric correlation with human assessment of privacy leakage on Imagenette (test)
0.6433Spearman's RhoSSIM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SSIMAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | 0.6433 | 0.5108 | |
| PSNRAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | 0.5382 | 0.4349 | |
| FIDAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | -0.4791 | -0.4252 | |
| MSEAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | -0.6395 | -0.5525 | |
| LPIPSAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | -0.6539 | -0.5922 | |
| SemSimAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models, Training setup=Leave-one-out on 4 other datasets2023.09 | -0.8257 | -0.7012 |