Adversarial Robustness on CIFAR-10
9.76Attack Success RatePARDEF
Evaluation results
| Method | Links | |
|---|---|---|
| PARDEFModel=ResNet32, Joint Attack Protocol=Joint-APA2026.06 | 9.76 | |
| PARDEFModel=VGG16, Joint Attack Protocol=Joint-APA2026.06 | 15.08 | |
| PARDEFModel=VGG16, Joint Attack Protocol=Joint-ProFlip2026.06 | 41.92 | |
| PARDEFModel=ResNet32, Joint Attack Protocol=Joint-ProFlip2026.06 | 48.13 | |
| PARDEFModel=VGG16, Joint Attack Protocol=Joint-P3A2026.06 | 49.31 | |
| PARDEFModel=ResNet32, Joint Attack Protocol=Joint-P3A2026.06 | 60.47 | |
| PIXMIX2021.12 | 82.1 | |
| AugMix2021.12 | 86.8 | |
| Baseline2021.12 | 91.3 | |
| CutMix2021.12 | 92.1 | |
| Outlier Exposure2021.12 | 92.9 | |
| Mixup2021.12 | 93.3 | |
| Auto Augment2021.12 | 95.1 | |
| Cutout2021.12 | 96 |