Attack Robustness Analysis on SVHN
71.85AUCAdversarially Robust Attack R
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Adversarially Robust Attack RLambda (λ)=5, Perturbation budget (||δ||∞)=< 4.0/2552026.04 | 71.85 | 33.75 | 5.3 | 18.97 | 28.2 | 43.6 | |
| Adversarially Robust Attack RLambda (λ)=10, Perturbation budget (||δ||∞)=< 4.0/2552026.04 | 68.37 | 36.02 | 5.8 | 16.7 | 27.2 | 42.75 | |
| Adversarially Robust Attack RLambda (λ)=15, Perturbation budget (||δ||∞)=< 4.0/2552026.04 | 65.3 | 39.17 | 5.42 | 15.4 | 25.45 | 40.45 | |
| Adversarially Robust Attack RLambda (λ)=20, Perturbation budget (||δ||∞)=< 4.0/2552026.04 | 62.64 | 41.05 | 5.4 | 14.25 | 23.05 | 37.4 | |
| Adversarially Robust Attack RLambda (λ)=25, Perturbation budget (||δ||∞)=< 4.0/2552026.04 | 60.35 | 43.33 | 5.2 | 12.55 | 20.9 | 34.75 | |
| Adversarially Robust Attack RLambda (λ)=30, Perturbation budget (||δ||∞)=< 4.0/2552026.04 | 58.36 | 45 | 4.58 | 11.42 | 19.03 | 32.08 | |
| Adversarially Robust Attack RLambda (λ)=35, Perturbation budget (||δ||∞)=< 4.0/2552026.04 | 56.6 | 45.95 | 4.1 | 10.95 | 17.7 | 29.35 | |
| Attack R BaselinePerturbation budget (||δ||∞)=< 4.0/2552026.04 | 31.72 | 62.1 | 0.14 | 0.68 | 1.35 | 2.71 |