Adversarial Detection on CIFAR-10 PGD-10 (l∞, ε=8/255) (test)
61.48TPR-95RR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RRBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 61.48 | 0.783 | |
| EBDBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 60.96 | 0.778 | |
| SNetBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 60.07 | 0.733 | |
| LIDBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 58.53 | 0.69 | |
| GMMBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 57.98 | 0.65 | |
| GDA*Backbone=WRN-34-10, AT framework=PGD-AT2021.05 | 57.62 | 0.627 | |
| KDBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 57.26 | 0.674 | |
| GDABackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 56.47 | 0.506 |