Robustness Certification on MNIST L2 norm first 100 examples (test)
99Certified RatioRobustness Model
Evaluation Results
| Method | Links | |
|---|---|---|
| Robustness ModelPerturbation budget (epsilon)=0.1, Computation time=1350s / example2021.06 | 99 | |
| Ellipsoid ModelPerturbation budget (epsilon)=0.1, Computation time=500s / example2021.06 | 99 | |
| PGD AttackPerturbation budget (epsilon)=0.12021.06 | 99 | |
| Lipschitz ModelPerturbation budget (epsilon)=0.1, Computation time=1500s in total2021.06 | 91 | |
| Lipschitz Model (computed by Lipschitz constant from [25])Perturbation budget (epsilon)=0.12021.06 | 91 |