Adversarial Attack Detection on CIFAR-10 known attack 1.0 (test)
99.94AUROC (FGSM)
Mahalanobis distance-based score
Updated 1mo ago
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| 99.94 | 99.78 | 83.41 | 87.31 | ||
| 99.94 | 99.57 | 91.57 | 95.84 | ||
| 99.86 | 99.17 | 77.57 | 87.05 | ||
| 99.77 | 96.9 | 85.26 | 91.77 | ||
2018.07 | 99.69 | 96.28 | 88.51 | 82.23 | |
2018.07 | 99.35 | 98.12 | 70.17 | 73.37 | |
2018.07 | 98.73 | 96.89 | 71.95 | 78.67 | |
2018.07 | 98.2 | 95.31 | 85.14 | 80.05 | |
2018.07 | 90.13 | 89.69 | 68.29 | 57.51 | |
2018.07 | 89.9 | 83.67 | 80.22 | 77.37 | |
2018.07 | 85.96 | 96.8 | 68.05 | 58.72 | |
2018.07 | 81.21 | 82.28 | 81.07 | 55.93 |