Attack Robustness Analysis (AUC/EER Metrics) on CIFAR-100
0.7881AUCAdversarially Robust Attack R
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Adversarially Robust Attack RLambda (λ)=35, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.7881 | 27.12 | 3.16 | 15.8 | 31.61 | 63.26 | |
| Adversarially Robust Attack RLambda (λ)=30, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.7852 | 27.52 | 2.99 | 14.96 | 29.93 | 62.71 | |
| Adversarially Robust Attack RLambda (λ)=25, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.7817 | 28.45 | 2.84 | 14.21 | 29.75 | 61.38 | |
| Adversarially Robust Attack RLambda (λ)=20, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.7768 | 28.4 | 2.69 | 13.45 | 29.75 | 60.93 | |
| Adversarially Robust Attack RLambda (λ)=15, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.7684 | 29.23 | 2.37 | 11.85 | 29.75 | 58.9 | |
| Adversarially Robust Attack RLambda (λ)=10, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.7531 | 31.32 | 1.93 | 9.64 | 29.75 | 55.85 | |
| Adversarially Robust Attack RLambda (λ)=5, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.7176 | 33.67 | 1.1 | 5.48 | 29.75 | 47.95 | |
| Attack R BaselinePerturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.6881 | 35.9 | 1.79 | 8.96 | 17.91 | 35.82 |