Metric correlation with human assessment of privacy leakage on Caltech-101 (test)
0.7218Spearman's rhoSSIM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SSIMAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | 0.7218 | 0.5244 | |
| PSNRAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | 0.697 | 0.5556 | |
| FIDAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | -0.2242 | -0.1556 | |
| LPIPSAttack method=InvGrad [7], Evaluation basis=Ranking of 14 target models2023.09 | -0.5127 | -0.4072 | |
| 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 | -0.8182 | -0.6889 |