Adversarial Attack on CIFAR-10
Metric: Attack: PGD20 (higher is better)
Metric: Attack: PGD20 (higher is better)
| # | Model↕ | Attack: PGD20▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Xu et al. | 78.68 | No | An Orthogonal Classifier for Improving the Adver... | 2021-05-19 | Code |
| 2 | AdvTraining [madry2018] | 48.44 | No | Towards Deep Learning Models Resistant to Advers... | 2017-06-19 | Code |
| 3 | TRADES [zhang2019b] | 45.9 | No | Theoretically Principled Trade-off between Robus... | 2019-01-24 | Code |