Adversarial Attack Detection on CIFAR-100 unknown attack 1.0 (test)
99.86AUROC (FGSM seen)Mahalanobis distance-based score
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Mahalanobis distance-based scoreBackbone=DenseNet2018.07 | 99.86 | 98.27 | 75.63 | 86.2 | |
| Mahalanobis distance-based scoreBackbone=ResNet2018.07 | 99.77 | 96.38 | 81.95 | 90.96 | |
| LIDBackbone=DenseNet2018.07 | 99.35 | 68.62 | 69.68 | 72.36 | |
| LIDBackbone=ResNet2018.07 | 98.73 | 55.82 | 63.15 | 75.03 | |
| KD+PUBackbone=DenseNet2018.07 | 90.13 | 66.86 | 65.3 | 58.08 | |
| KD+PUBackbone=ResNet2018.07 | 89.9 | 68.85 | 57.78 | 73.72 |