Image Classification on CIFAR-10 gray (Certified Robustness)
34.6Clean AccuracyCROWN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CROWNArchitecture Setting=d = 32, h = 4, m = 64, Perturbation budget (epsilon)=0.0052026.05 | 34.6 | 12.6 | — | -0.28 | — | — | |
| HybridArchitecture Setting=d = 32, h = 4, m = 64, Perturbation budget (epsilon)=0.0052026.05 | 34.6 | — | 15 | — | -0.098 | 0.182 | |
| CROWNArchitecture Setting=d = 32, h = 4, m = 64, Perturbation budget (epsilon)=0.012026.05 | 34.6 | 0.4 | — | -6.041 | — | — | |
| HybridArchitecture Setting=d = 32, h = 4, m = 64, Perturbation budget (epsilon)=0.012026.05 | 34.6 | — | 2.6 | — | -1.52 | 4.521 |