Image Classification on CIFAR-10 (test) (Adversarial Robustness and Performance)
94Clean AccuracyERM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ERMrho (ρ)=-, Backbone=ResNet-18, Perturbation (Δ)=δ∞ ≤ 8/2552021.10 | 94 | 0.01 | 0.01 | 0.073 | 28.1 | |
| DALErho (ρ)=0.5, Backbone=ResNet-18, Perturbation (Δ)=δ∞ ≤ 8/2552021.10 | 86 | 54.4 | 48.4 | 1.097 | 421.4 | |
| DALErho (ρ)=0.8, Backbone=ResNet-18, Perturbation (Δ)=δ∞ ≤ 8/2552021.10 | 85 | 55.4 | 50.1 | 1.098 | 422.6 | |
| PGDrho (ρ)=-, Backbone=ResNet-18, Perturbation (Δ)=δ∞ ≤ 8/2552021.10 | 83.8 | 53.7 | 48.1 | 0.735 | 287.9 | |
| DALErho (ρ)=1.1, Backbone=ResNet-18, Perturbation (Δ)=δ∞ ≤ 8/2552021.10 | 82.1 | 55.2 | 51.7 | 1.097 | 421 | |
| TRADESrho (ρ)=-, Backbone=ResNet-18, Perturbation (Δ)=δ∞ ≤ 8/2552021.10 | 80.7 | 55.2 | 49.6 | 1.081 | 422 | |
| CLPrho (ρ)=-, Backbone=ResNet-18, Perturbation (Δ)=δ∞ ≤ 8/2552021.10 | 79.8 | 53.9 | 48.4 | 0.872 | 340.5 | |
| MARTrho (ρ)=-, Backbone=ResNet-18, Perturbation (Δ)=δ∞ ≤ 8/2552021.10 | 78.9 | 55.6 | 49.8 | 0.805 | 314.1 | |
| ALPrho (ρ)=-, Backbone=ResNet-18, Perturbation (Δ)=δ∞ ≤ 8/2552021.10 | 75.9 | 55 | 48.8 | 0.873 | 341.2 | |
| FGSMrho (ρ)=-, Backbone=ResNet-18, Perturbation (Δ)=δ∞ ≤ 8/2552021.10 | 72.6 | 49.7 | 40.7 | 0.135 | 53 |