Certified Image Classification on CIFAR-10 epsilon=2/255 (test)
81.96Clean AccuracySABR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SABRSource=Müller et al. (2023), Optimisation=Ours (Novel Optimisation Procedure), epsilon=2/2552026.06 | 81.96 | 64.11 | |
| SABRSource=Mao et al. (2025), Optimisation=Ours (Novel Optimisation Procedure), epsilon=2/2552026.06 | 80.15 | 64.44 | |
| MTL-IBPSource=De Palma et al. (2024b), Optimisation=Literature, epsilon=2/2552026.06 | 80.11 | 63.24 | |
| MTL-IBPSource=De Palma et al. (2024b), Optimisation=Ours (Novel Optimisation Procedure), epsilon=2/2552026.06 | 79.95 | 63.99 | |
| MTL-IBPSource=Mao et al. (2025), Optimisation=Ours (Novel Optimisation Procedure), epsilon=2/2552026.06 | 79.87 | 64.54 | |
| SABRSource=Müller et al. (2023), Optimisation=Literature, epsilon=2/2552026.06 | 79.24 | 62.84 | |
| MTL-IBPSource=Mao et al. (2025), Optimisation=Literature, epsilon=2/2552026.06 | 78.82 | 64.41 | |
| SABRSource=Mao et al. (2025), Optimisation=Literature, epsilon=2/2552026.06 | 77.86 | 63.61 | |
| CROWN-IBPSource=Zhang et al. (2020), Optimisation=Ours (Novel Optimisation Procedure), epsilon=2/2552026.06 | 76.78 | 59.86 | |
| CROWN-IBPSource=Mao et al. (2025), Optimisation=Ours (Novel Optimisation Procedure), epsilon=2/2552026.06 | 76.33 | 60.94 | |
| CROWN-IBPSource=Zhang et al. (2020), Optimisation=Literature, epsilon=2/2552026.06 | 71.52 | 53.97 | |
| IBPSource=Shi et al. (2021), Optimisation=Ours (Novel Optimisation Procedure), epsilon=2/2552026.06 | 71.4 | 55.54 | |
| IBPSource=Mao et al. (2025), Optimisation=Ours (Novel Optimisation Procedure), epsilon=2/2552026.06 | 69.18 | 55.99 | |
| CROWN-IBPSource=Mao et al. (2025), Optimisation=Literature, epsilon=2/2552026.06 | 67.6 | 57.11 | |
| IBPSource=Mao et al. (2025), Optimisation=Literature, epsilon=2/2552026.06 | 67.49 | 55.99 | |
| IBPSource=Shi et al. (2021), Optimisation=Literature, epsilon=2/2552026.06 | 66.84 | 52.85 |