Attack Robustness Analysis on CIFAR-10
0.7871AUCAdversarially Robust Attack R
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Adversarially Robust Attack RLambda (λ)=20, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.7871 | 29.8 | 11.13 | 25.8 | 39.46 | 56.1 | |
| Adversarially Robust Attack RLambda (λ)=25, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.787 | 29.78 | 11.05 | 25.3 | 39.05 | 55.7 | |
| Adversarially Robust Attack RLambda (λ)=30, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.7864 | 29.68 | 10.95 | 24.85 | 37.95 | 55.82 | |
| Adversarially Robust Attack RLambda (λ)=15, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.7862 | 30.15 | 10.85 | 26.75 | 37.55 | 56.08 | |
| Adversarially Robust Attack RLambda (λ)=35, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.7855 | 29.58 | 10.2 | 24.85 | 37.57 | 56.43 | |
| Adversarially Robust Attack RLambda (λ)=10, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.7831 | 31.08 | 11.05 | 26.15 | 37.55 | 55.55 | |
| Adversarially Robust Attack RLambda (λ)=5, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.7745 | 31.3 | 9.8 | 25.16 | 35.25 | 52.25 | |
| Attack R BaselinePerturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 0.4019 | 58.2 | 0.37 | 1.84 | 3.68 | 7.35 |