Image Classification on Fashion-MNIST (Certified Accuracy & Robustness Bounds)
70.8Clean AccuracyCROWN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CROWNArchitecture Setting=d = 32, h = 4, m = 64, Perturbation budget (epsilon)=0.012026.05 | 70.8 | 45.6 | — | 1.153 | — | — | |
| HybridArchitecture Setting=d = 32, h = 4, m = 64, Perturbation budget (epsilon)=0.012026.05 | 70.8 | — | 48.4 | — | 1.368 | 0.215 | |
| CROWNArchitecture Setting=d = 32, h = 4, m = 64, Perturbation budget (epsilon)=0.022026.05 | 70.8 | 5.6 | — | -7.784 | — | — | |
| HybridArchitecture Setting=d = 32, h = 4, m = 64, Perturbation budget (epsilon)=0.022026.05 | 70.8 | — | 14 | — | -1.382 | 6.402 | |
| CROWNArchitecture Setting=d = 32, h = 4, m = 64, Perturbation budget (epsilon)=0.032026.05 | 70.8 | 0 | — | -38.191 | — | — | |
| HybridArchitecture Setting=d = 32, h = 4, m = 64, Perturbation budget (epsilon)=0.032026.05 | 70.8 | — | 5.8 | — | -4.583 | 33.608 | |
| CROWNArchitecture Setting=d = 16, h = 2, m = 64, Perturbation budget (epsilon)=0.022026.05 | 67.2 | 9.6 | — | -5.228 | — | — | |
| HybridArchitecture Setting=d = 16, h = 2, m = 64, Perturbation budget (epsilon)=0.022026.05 | 67.2 | — | 25.2 | — | -0.62 | 4.608 |