# Image Classification on CIFAR-10 standard (test) (Symmetric & Asymmetric Corruption Levels) Source: [Image Classification on CIFAR-10 standard (test) (Symmetric & Asymmetric Corruption Levels)]() Collection index: [llms.txt]() Data updated: 2026-06-05T08:13:09.472Z Evaluation of Image Classification performance on the CIFAR-10 standard test set, reporting accuracy under various levels (20% to 80%) of symmetric and asymmetric input perturbations. 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) | CIFAR-10 standard (test) | | Metric | Accuracy (Clean) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Accuracy (Clean)](): Higher is better; unit: PERCENT. - [Accuracy (Sym 20%)](): Higher is better; unit: PERCENT. - [Accuracy (Sym 40%)](): Higher is better; unit: PERCENT. - [Accuracy (Sym 60%)](): Higher is better; unit: PERCENT. - [Accuracy (Sym 80%)](): Higher is better; unit: PERCENT. - [Accuracy (Asym 20%)](): Higher is better; unit: PERCENT. - [Accuracy (Asym 40%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Clean) | Result date | Report paper | | --- | --- | --- | --- | | JAL-SEM | 91.86 | Not recorded | 68fa7bc01e209131cea8a30a | | ANL | 91.74 | Not recorded | 68fa7bc01e209131cea8a30a | | ANL-SEM | 91.7 | Not recorded | 68fa7bc01e209131cea8a30a | | JAL | 91.63 | Not recorded | 68fa7bc01e209131cea8a30a | | SCE | 91.51 | Not recorded | 68fa7bc01e209131cea8a30a | | NCE+RCE | 90.8 | Not recorded | 68fa7bc01e209131cea8a30a | | CE | 90.5 | Not recorded | 68fa7bc01e209131cea8a30a | | CE-SEM | 90.28 | Not recorded | 68fa7bc01e209131cea8a30a | | GCE | 89.66 | Not recorded | 68fa7bc01e209131cea8a30a | ### JAL-SEM Accuracy (Clean): 91.86. Result ID: 6a228515fbc373592c207092. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Selective Edge Masking":"enabled"}. This record does not assert independent reproduction. ### ANL Accuracy (Clean): 91.74. Result ID: 6a228515fbc373592c20708e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ANL-SEM Accuracy (Clean): 91.7. Result ID: 6a228515fbc373592c207091. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Selective Edge Masking":"enabled"}. This record does not assert independent reproduction. ### JAL Accuracy (Clean): 91.63. Result ID: 6a228515fbc373592c20708f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCE Accuracy (Clean): 91.51. Result ID: 6a228515fbc373592c20708c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NCE+RCE Accuracy (Clean): 90.8. Result ID: 6a228515fbc373592c20708d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CE Accuracy (Clean): 90.5. Result ID: 6a228515fbc373592c20708a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CE-SEM Accuracy (Clean): 90.28. Result ID: 6a228515fbc373592c207090. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Selective Edge Masking":"enabled"}. This record does not assert independent reproduction. ### GCE Accuracy (Clean): 89.66. Result ID: 6a228515fbc373592c20708b. [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.