Adversarial Detection on CIFAR-10 PGD-10 (l∞, ε=16/255) (test)
37.63TPR-95SNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SNetBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 37.63 | 69.5 | |
| EBDBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 36.92 | 71.2 | |
| RRBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 36.52 | 69.8 | |
| LIDBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 35.54 | 64.2 | |
| KDBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 34.87 | 60.5 | |
| GMMBackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 34.79 | 56.8 | |
| GDA*Backbone=WRN-34-10, AT framework=PGD-AT2021.05 | 34.66 | 56.1 | |
| GDABackbone=WRN-34-10, AT framework=PGD-AT2021.05 | 34.22 | 48.2 |