Image Classification on CIFAR-10 (epsilon=2/255) 1.0 (test)
28.07Clean Error (%)CROWN-IBP
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CROWN-IBPActivation=ReLU(0.01→0)2021.04 | 28.07 | 46.82 | 44.4 | 39.29 | — | — | |
| CROWN-IBPActivation=Ramp(0.01→0)2021.04 | 28.18 | 45.74 | 43.37 | 39.17 | — | — | |
| CROWN-IBPActivation=ReLU(0)2021.04 | 28.48 | 46.03 | 45.04 | 40.28 | — | — | |
| CROWN-IBPActivation=Ramp(0)2021.04 | 28.48 | 45.67 | 44.03 | 39.43 | — | — | |
| CROWN-IBPActivation=ReLU(0.01)2021.04 | 28.49 | 46.68 | 44.09 | 39.29 | — | — | |
| CROWN-IBPActivation=Ramp(0.01)2021.04 | 28.63 | 46.17 | 44.28 | 39.61 | — | — | |
| IBPActivation=ReLU(0.01)2021.04 | 32.3 | 52.02 | 47.26 | 44.22 | — | — | |
| IBPActivation=Ramp(0.01)2021.04 | 33.45 | 48.39 | 47.19 | 43.87 | — | — | |
| IBPActivation=Ramp(0.01→0)2021.04 | 34.17 | 47.84 | 47.46 | 42.74 | — | — | |
| IBPActivation=ReLU(0.01→0)2021.04 | 34.6 | 53.77 | 51.62 | 46.71 | — | — | |
| IBPActivation=Ramp(0)2021.04 | 36.47 | 53.09 | 52.28 | 46.52 | — | — | |
| IBPActivation=ReLU(0)2021.04 | 39.22 | 55.19 | 54.38 | 50.4 | — | — | |
| AD-CERTε=2/2552026.06 | — | — | — | — | 79.21 | 65.08 | |
| CC-DISTε=2/2552026.06 | — | — | — | — | 81.55 | 64.6 | |
| IBPε=2/2552026.06 | — | — | — | — | 67.49 | 55.99 | |
| MTL-IBPε=2/2552026.06 | — | — | — | — | 78.82 | 64.41 | |
| SABRε=2/2552026.06 | — | — | — | — | 77.86 | 63.61 | |
| SORTNETε=2/255, Architecture=Non-ReLU-based2026.06 | — | — | — | — | 67.72 | 56.94 | |
| TAPS/STAPSε=2/255, Selection protocol=Stronger of TAPS and STAPS based on certified accuracy2026.06 | — | — | — | — | 77.05 | 64.21 |