Robustness to Adversarial Examples on CIFAR-10 (test)
77.5Accuracy (FGSM)Manifold Mixup
Evaluation results
| Method | Links | |
|---|---|---|
| Manifold MixupBackbone=PreActResNet18, Alpha (α)=22018.06 | 77.5 | |
| Input MixupBackbone=PreActResNet18, Alpha (α)=12018.06 | 71.51 | |
| PGD training (7-steps)Backbone=PreActResNet18, Training protocol=adversarial training2018.06 | 56.1 | |
| No MixupBackbone=PreActResNet182018.06 | 36.32 |