# Certified Image Classification on Tiny ImageNet epsilon=1/255 (test) Source: [Certified Image Classification on Tiny ImageNet epsilon=1/255 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-02T12:51:32.449Z Evaluation of Certified Image Classification performance on the Tiny ImageNet test split under an L-infinity perturbation constraint of epsilon=1/255, 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) | Tiny ImageNet epsilon=1/255 (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 | 42.1 | Not recorded | 6a1e644bdbd7150506f8599f | | SABR | 40.61 | Not recorded | 6a1e644bdbd7150506f8599f | | MTL-IBP | 39.8 | Not recorded | 6a1e644bdbd7150506f8599f | | MTL-IBP | 39.75 | Not recorded | 6a1e644bdbd7150506f8599f | | MTL-IBP | 37.56 | Not recorded | 6a1e644bdbd7150506f8599f | | MTL-IBP | 35.97 | Not recorded | 6a1e644bdbd7150506f8599f | | IBP | 34.24 | Not recorded | 6a1e644bdbd7150506f8599f | | CROWN-IBP | 32.38 | Not recorded | 6a1e644bdbd7150506f8599f | | IBP | 32.12 | Not recorded | 6a1e644bdbd7150506f8599f | | CROWN-IBP | 30.82 | Not recorded | 6a1e644bdbd7150506f8599f | | SABR | 30.58 | Not recorded | 6a1e644bdbd7150506f8599f | | SABR | 28.85 | Not recorded | 6a1e644bdbd7150506f8599f | | CROWN-IBP | 28.44 | Not recorded | 6a1e644bdbd7150506f8599f | | IBP | 26.77 | Not recorded | 6a1e644bdbd7150506f8599f | | IBP | 25.92 | Not recorded | 6a1e644bdbd7150506f8599f | | CROWN-IBP | 25.62 | Not recorded | 6a1e644bdbd7150506f8599f | ### SABR Clean Accuracy: 42.1. Result ID: 6a1ed1befbc373592c1aa93a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"1/255"}. This record does not assert independent reproduction. ### SABR Clean Accuracy: 40.61. Result ID: 6a1ed1befbc373592c1aa938. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Müller et al. (2023)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"1/255"}. This record does not assert independent reproduction. ### MTL-IBP Clean Accuracy: 39.8. Result ID: 6a1ed1befbc373592c1aa934. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"De Palma et al. (2024b)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"1/255"}. This record does not assert independent reproduction. ### MTL-IBP Clean Accuracy: 39.75. Result ID: 6a1ed1befbc373592c1aa936. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"1/255"}. This record does not assert independent reproduction. ### MTL-IBP Clean Accuracy: 37.56. Result ID: 6a1ed1befbc373592c1aa933. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"De Palma et al. (2024b)","Optimisation":"Literature","epsilon":"1/255"}. This record does not assert independent reproduction. ### MTL-IBP Clean Accuracy: 35.97. Result ID: 6a1ed1befbc373592c1aa935. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Literature","epsilon":"1/255"}. This record does not assert independent reproduction. ### IBP Clean Accuracy: 34.24. Result ID: 6a1ed1befbc373592c1aa93c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Shi et al. (2021)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"1/255"}. This record does not assert independent reproduction. ### CROWN-IBP Clean Accuracy: 32.38. Result ID: 6a1ed1befbc373592c1aa940. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Xu et al. (2021)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"1/255"}. This record does not assert independent reproduction. ### IBP Clean Accuracy: 32.12. Result ID: 6a1ed1befbc373592c1aa93e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"1/255"}. This record does not assert independent reproduction. ### CROWN-IBP Clean Accuracy: 30.82. Result ID: 6a1ed1befbc373592c1aa942. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Ours (Novel Optimisation Procedure)","epsilon":"1/255"}. This record does not assert independent reproduction. ### SABR Clean Accuracy: 30.58. Result ID: 6a1ed1befbc373592c1aa939. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Literature","epsilon":"1/255"}. This record does not assert independent reproduction. ### SABR Clean Accuracy: 28.85. Result ID: 6a1ed1befbc373592c1aa937. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Müller et al. (2023)","Optimisation":"Literature","epsilon":"1/255"}. This record does not assert independent reproduction. ### CROWN-IBP Clean Accuracy: 28.44. Result ID: 6a1ed1befbc373592c1aa941. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Literature","epsilon":"1/255"}. This record does not assert independent reproduction. ### IBP Clean Accuracy: 26.77. Result ID: 6a1ed1befbc373592c1aa93d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mao et al. (2025)","Optimisation":"Literature","epsilon":"1/255"}. This record does not assert independent reproduction. ### IBP Clean Accuracy: 25.92. Result ID: 6a1ed1befbc373592c1aa93b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Shi et al. (2021)","Optimisation":"Literature","epsilon":"1/255"}. This record does not assert independent reproduction. ### CROWN-IBP Clean Accuracy: 25.62. Result ID: 6a1ed1befbc373592c1aa93f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Xu et al. (2021)","Optimisation":"Literature","epsilon":"1/255"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.