Robustness Estimation on CIFAR-10 (test)
99.71Accuracy (4/255)PR (Uniform)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PR (Uniform)Estimator=G_PR_Uniform, Backbone=ResNet18, Perturbation distribution=uniform2025.11 | 99.71 | 99.3 | 97.26 | |
| NPPR (Input dep.)Estimator=G_NPPR, Dependency=Input dep., Backbone=ResNet18, K=72025.11 | 98.67 | 95.01 | 84.17 | |
| NPPR (Indep.)Estimator=G_NPPR, Dependency=Indep., Backbone=ResNet18, K=72025.11 | 97.51 | 91.1 | 73.25 | |
| NPPR (Joint dep.)Estimator=G_NPPR, Dependency=Joint dep., Backbone=ResNet18, K=72025.11 | 96.77 | 90.98 | 76.27 | |
| NPPR (Label dep.)Estimator=G_NPPR, Dependency=Label dep., Backbone=ResNet18, K=72025.11 | 95.57 | 86.51 | 64.88 | |
| AR (PGD-10)Estimator=G_AR_PGD, Backbone=ResNet18, PGD Steps=102025.11 | 34.91 | 6.33 | 0.05 |