Attack Robustness Analysis on CINIC-10
81.67AUCAdversarially Robust Attack R
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Adversarially Robust Attack RLambda (λ)=10, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 81.67 | 26.75 | 10.85 | 31.15 | 46.5 | 64.35 | |
| Adversarially Robust Attack RLambda (λ)=15, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 81.67 | 26.45 | 10.85 | 28.45 | 45.58 | 64.51 | |
| Adversarially Robust Attack RLambda (λ)=20, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 81.48 | 26.1 | 10.85 | 26.85 | 45.1 | 64.8 | |
| Adversarially Robust Attack RLambda (λ)=25, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 81.22 | 26.38 | 10.38 | 25.37 | 44.55 | 64.47 | |
| Adversarially Robust Attack RLambda (λ)=5, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 81.03 | 27.68 | 10.85 | 31.23 | 46.37 | 62.66 | |
| Adversarially Robust Attack RLambda (λ)=30, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 80.94 | 26.6 | 10.13 | 24.4 | 42.43 | 64.55 | |
| Adversarially Robust Attack RLambda (λ)=35, Perturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 80.66 | 26.9 | 9.75 | 23.6 | 41.25 | 64.35 | |
| Attack R BaselinePerturbation budget (||δ||∞)=≤ 4.0/2552026.04 | 47.32 | 53.02 | 0.5 | 2.49 | 4.98 | 9.97 |