Adversarial Attack Detection on CIFAR-10 unknown attack 1.0 (test)
99.94AUROC (FGSM seen)
Mahalanobis distance-based score
Updated 4d ago
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| 99.94 | 99.51 | 83.42 | 87.95 | ||
| 99.94 | 98.91 | 78.06 | 93.9 | ||
2018.07 | 99.69 | 95.38 | 71.86 | 77.53 | |
2018.07 | 98.2 | 94.55 | 70.86 | 71.5 | |
2018.07 | 85.96 | 3.1 | 68.34 | 53.21 | |
2018.07 | 83.51 | 16.16 | 76.8 | 56.3 |