Adversarial Attack Detection on CIFAR10 l2, epsilon=0.5 (test)
0.8Kendall Tau CorrelationRA102
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RA102Architecture=PreActResNet-182024.06 | 0.8 | 99 | 96.78 | 5.53 | 90.57 | 76.15 | |
| RE102Architecture=PreActResNet-182024.06 | 0.79 | 98.58 | 95.32 | 7.04 | 90.33 | 75.86 | |
| RE802Architecture=WideResNet-28-102024.06 | 0.77 | 98.72 | 95.02 | 6.66 | 91.79 | 78.8 | |
| RO02Architecture=WideResNet-28-102024.06 | 0.76 | 98.19 | 96.51 | 10.15 | 89.05 | 66.44 | |
| EN02Architecture=ResNet-502024.06 | 0.75 | 96.92 | 92.78 | 13.25 | 90.83 | 69.24 | |
| WA802Architecture=WideResNet-28-102024.06 | 0.74 | 98.55 | 93.59 | 8 | 95.16 | 83.68 | |
| RI02Architecture=PreActResNet-182024.06 | 0.74 | 96.82 | 92.86 | 13.98 | 88.67 | 67.68 | |
| SE102Architecture=ResNet-182024.06 | 0.72 | 97.07 | 90.99 | 13.25 | 89.76 | 74.41 | |
| AU02Architecture=ResNet-502024.06 | 0.69 | 95.59 | 87.41 | 19.3 | 91.08 | 72.91 | |
| DI02Architecture=WideResNet-28-42024.06 | 0.66 | 95.91 | 93.05 | 21.94 | 88.02 | 66.09 |