# Image Classification on ILSVRC 2012 (test) with Certified Accuracy Source: [Image Classification on ILSVRC 2012 (test) with Certified Accuracy]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:39:15.504Z Evaluation of Image Classification performance on the test split of the ILSVRC 2012 dataset, specifically measuring certified accuracy under varying levels of pixel perturbation. 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 | Image Classification | | Dataset (including any stated split) | ILSVRC 2012 (test) | | Metric | Clean Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 Acc (1% pixels)](): Higher is better; unit: PERCENT. - [Certified Acc (2% pixels)](): Higher is better; unit: PERCENT. - [Certified Acc (3% pixels)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Clean Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ECViT-B | 78.58 | Not recorded | 68fa6bfc1e209131cea316e6 | | ECViT-S | 69.88 | Not recorded | 68fa6bfc1e209131cea316e6 | | DS | 64.67 | Not recorded | 68fa6bfc1e209131cea316e6 | | PG | 55.1 | Not recorded | 68fa6bfc1e209131cea316e6 | | PG | 54.6 | Not recorded | 68fa6bfc1e209131cea316e6 | | PG | 54.1 | Not recorded | 68fa6bfc1e209131cea316e6 | | CBN | 49.5 | Not recorded | 68fa6bfc1e209131cea316e6 | | BagCert | 46 | Not recorded | 68fa6bfc1e209131cea316e6 | ### ECViT-B Clean Accuracy: 78.58. Result ID: 698eb368ffc3901de09fea23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","b (band size)":37}. This record does not assert independent reproduction. ### ECViT-S Clean Accuracy: 69.88. Result ID: 698eb368ffc3901de09fea22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-S","b (band size)":37}. This record does not assert independent reproduction. ### DS Clean Accuracy: 64.67. Result ID: 698eb368ffc3901de09fea20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PG Clean Accuracy: 55.1. Result ID: 698eb368ffc3901de09fea1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target patch size":"1% pixels"}. This record does not assert independent reproduction. ### PG Clean Accuracy: 54.6. Result ID: 698eb368ffc3901de09fea1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target patch size":"2% pixels"}. This record does not assert independent reproduction. ### PG Clean Accuracy: 54.1. Result ID: 698eb368ffc3901de09fea1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target patch size":"3% pixels"}. This record does not assert independent reproduction. ### CBN Clean Accuracy: 49.5. Result ID: 698eb368ffc3901de09fea1c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BagCert Clean Accuracy: 46. Result ID: 698eb368ffc3901de09fea21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.