Adversarial Detection on CIFAR-10 PGD-10 (l2, ε=128/255) (test)
72TPR-95RR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RRBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 72 | 0.809 | |
| EBDBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 70.97 | 0.792 | |
| SNetBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 70.14 | 0.73 | |
| GMMBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 68.87 | 0.667 | |
| LIDBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 68.62 | 0.699 | |
| GDA*Backbone=WRN-34-10, AT framework=PGD-AT2021.05 | 68.23 | 0.637 | |
| KDBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 67.55 | 0.695 | |
| GDABackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 66.79 | 0.503 |