# Certified Image Classification on CIFAR-10 epsilon=2/255 (test) Source: [Certified Image Classification on CIFAR-10 epsilon=2/255 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-02T12:51:32.415Z Evaluation of Certified Image Classification robustness on the CIFAR-10 test set under an L-infinity perturbation constraint of epsilon=2/255, reporting clean and certified accuracy rates. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Certified Image Classification | | Dataset (including any stated split) | CIFAR-10 epsilon=2/255 (test) | | Metric | Clean Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Clean Accuracy](): Higher is better; unit: PERCENT. - [Certified Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Clean Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SABR | 81.96 | Not recorded | 6a1e644bdbd7150506f8599f | | SABR | 80.15 | Not recorded | 6a1e644bdbd7150506f8599f | | MTL-IBP | 80.11 | Not recorded | 6a1e644bdbd7150506f8599f | | MTL-IBP | 79.95 | Not recorded | 6a1e644bdbd7150506f8599f | | MTL-IBP | 79.87 | Not recorded | 6a1e644bdbd7150506f8599f | | SABR | 79.24 | Not recorded | 6a1e644bdbd7150506f8599f | | MTL-IBP | 78.82 | Not recorded | 6a1e644bdbd7150506f8599f | | SABR | 77.86 | Not recorded | 6a1e644bdbd7150506f8599f | | CROWN-IBP | 76.78 | Not recorded | 6a1e644bdbd7150506f8599f | | CROWN-IBP | 76.33 | Not recorded | 6a1e644bdbd7150506f8599f | | CROWN-IBP | 71.52 | Not recorded | 6a1e644bdbd7150506f8599f | | IBP | 71.4 | Not recorded | 6a1e644bdbd7150506f8599f | | IBP | 69.18 | Not recorded | 6a1e644bdbd7150506f8599f | | CROWN-IBP | 67.6 | Not recorded | 6a1e644bdbd7150506f8599f | | IBP | 67.49 | Not recorded | 6a1e644bdbd7150506f8599f | | IBP | 66.84 | Not recorded | 6a1e644bdbd7150506f8599f | ### SABR Clean Accuracy: 81.96. Result ID: 6a1ed1befbc373592c1aa918. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Müller et al. (2023)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"2/255"}. This record does not assert independent reproduction. ### SABR Clean Accuracy: 80.15. Result ID: 6a1ed1befbc373592c1aa91a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"2/255"}. This record does not assert independent reproduction. ### MTL-IBP Clean Accuracy: 80.11. Result ID: 6a1ed1befbc373592c1aa913. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"De Palma et al. (2024b)","Optimisation":"Literature","epsilon":"2/255"}. This record does not assert independent reproduction. ### MTL-IBP Clean Accuracy: 79.95. Result ID: 6a1ed1befbc373592c1aa914. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"De Palma et al. (2024b)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"2/255"}. This record does not assert independent reproduction. ### MTL-IBP Clean Accuracy: 79.87. Result ID: 6a1ed1befbc373592c1aa916. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"2/255"}. This record does not assert independent reproduction. ### SABR Clean Accuracy: 79.24. Result ID: 6a1ed1befbc373592c1aa917. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Müller et al. (2023)","Optimisation":"Literature","epsilon":"2/255"}. This record does not assert independent reproduction. ### MTL-IBP Clean Accuracy: 78.82. Result ID: 6a1ed1befbc373592c1aa915. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Literature","epsilon":"2/255"}. This record does not assert independent reproduction. ### SABR Clean Accuracy: 77.86. Result ID: 6a1ed1befbc373592c1aa919. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Literature","epsilon":"2/255"}. This record does not assert independent reproduction. ### CROWN-IBP Clean Accuracy: 76.78. Result ID: 6a1ed1befbc373592c1aa920. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Zhang et al. (2020)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"2/255"}. This record does not assert independent reproduction. ### CROWN-IBP Clean Accuracy: 76.33. Result ID: 6a1ed1befbc373592c1aa922. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"2/255"}. This record does not assert independent reproduction. ### CROWN-IBP Clean Accuracy: 71.52. Result ID: 6a1ed1befbc373592c1aa91f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Zhang et al. (2020)","Optimisation":"Literature","epsilon":"2/255"}. This record does not assert independent reproduction. ### IBP Clean Accuracy: 71.4. Result ID: 6a1ed1befbc373592c1aa91c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Shi et al. (2021)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"2/255"}. This record does not assert independent reproduction. ### IBP Clean Accuracy: 69.18. Result ID: 6a1ed1befbc373592c1aa91e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"2/255"}. This record does not assert independent reproduction. ### CROWN-IBP Clean Accuracy: 67.6. Result ID: 6a1ed1befbc373592c1aa921. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Literature","epsilon":"2/255"}. This record does not assert independent reproduction. ### IBP Clean Accuracy: 67.49. Result ID: 6a1ed1befbc373592c1aa91d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Literature","epsilon":"2/255"}. This record does not assert independent reproduction. ### IBP Clean Accuracy: 66.84. Result ID: 6a1ed1befbc373592c1aa91b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Shi et al. (2021)","Optimisation":"Literature","epsilon":"2/255"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.