Robustness Certification on MNIST Linf norm first 100 examples (test)
9,900Certified RatioRobustness Model
Evaluation Results
| Method | Links | |
|---|---|---|
| Robustness ModelPerturbation budget (epsilon)=0.01, Computation time=1350s / example2021.06 | 9,900 | |
| PGD AttackPerturbation budget (epsilon)=0.012021.06 | 9,900 | |
| Ellipsoid ModelPerturbation budget (epsilon)=0.01, Computation time=500s / example2021.06 | 9,200 | |
| PGD AttackPerturbation budget (epsilon)=0.052021.06 | 8,200 | |
| Robustness ModelPerturbation budget (epsilon)=0.05, Computation time=1350s / example2021.06 | 2,400 | |
| Lipschitz ModelPerturbation budget (epsilon)=0.01, Computation time=1500s in total2021.06 | 2,400 | |
| PGD AttackPerturbation budget (epsilon)=0.12021.06 | 1,500 | |
| Robustness ModelPerturbation budget (epsilon)=0.1, Computation time=1350s / example2021.06 | 0 | |
| Lipschitz ModelPerturbation budget (epsilon)=0.1, Computation time=1500s in total2021.06 | 0 | |
| Lipschitz ModelPerturbation budget (epsilon)=0.05, Computation time=1500s in total2021.06 | 0 | |
| Lipschitz Model (computed by Lipschitz constant from [25])Perturbation budget (epsilon)=0.12021.06 | 0 | |
| Lipschitz Model (computed by Lipschitz constant from [25])Perturbation budget (epsilon)=0.052021.06 | 0 | |
| Lipschitz Model (computed by Lipschitz constant from [25])Perturbation budget (epsilon)=0.012021.06 | 0 | |
| Ellipsoid ModelPerturbation budget (epsilon)=0.1, Computation time=500s / example2021.06 | 0 | |
| Ellipsoid ModelPerturbation budget (epsilon)=0.05, Computation time=500s / example2021.06 | 0 |