# Image Classification on CIFAR-10 (test) (Symmetry Perturbation Metrics) Source: [Image Classification on CIFAR-10 (test) (Symmetry Perturbation Metrics)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:27.470Z Evaluation of Image Classification performance on the CIFAR-10 test set using metrics assessing robustness under symmetric and asymmetric perturbations (e.g., Sym. 0% to 90%, Asym. 40%). 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 (test) | | Metric | Accuracy (Sym. 0%) | | 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 (Sym. 0%)](): 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 (Sym. 90%)](): Higher is better; unit: PERCENT. - [Accuracy (Asym. 40%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Sym. 0%) | Result date | Report paper | | --- | --- | --- | --- | | CTRR | 94.29 | Not recorded | 68fa6d141e209131cea377fb | | SL | 94.21 | Not recorded | 68fa6d141e209131cea377fb | | CE | 93.97 | Not recorded | 68fa6d141e209131cea377fb | | APL | 93.97 | Not recorded | 68fa6d141e209131cea377fb | | Forward | 93.47 | Not recorded | 68fa6d141e209131cea377fb | | LIMIT | 93.47 | Not recorded | 68fa6d141e209131cea377fb | | Co-teaching | 93.37 | Not recorded | 68fa6d141e209131cea377fb | | SLN | 93.21 | Not recorded | 68fa6d141e209131cea377fb | | GCE | 92.38 | Not recorded | 68fa6d141e209131cea377fb | ### CTRR Accuracy (Sym. 0%): 94.29. Result ID: 698f8a7f3a6c314849f9efc0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"PreAct ResNet18","Number of runs":"3"}. This record does not assert independent reproduction. ### SL Accuracy (Sym. 0%): 94.21. Result ID: 698f8a7f3a6c314849f9efbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreAct ResNet18","Number of runs":"3"}. This record does not assert independent reproduction. ### CE Accuracy (Sym. 0%): 93.97. Result ID: 698f8a7f3a6c314849f9efb8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"PreAct ResNet18","Number of runs":"3"}. This record does not assert independent reproduction. ### APL Accuracy (Sym. 0%): 93.97. Result ID: 698f8a7f3a6c314849f9efbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreAct ResNet18","Number of runs":"3"}. This record does not assert independent reproduction. ### Forward Accuracy (Sym. 0%): 93.47. Result ID: 698f8a7f3a6c314849f9efb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreAct ResNet18","Number of runs":"3"}. This record does not assert independent reproduction. ### LIMIT Accuracy (Sym. 0%): 93.47. Result ID: 698f8a7f3a6c314849f9efbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreAct ResNet18","Number of runs":"3"}. This record does not assert independent reproduction. ### Co-teaching Accuracy (Sym. 0%): 93.37. Result ID: 698f8a7f3a6c314849f9efbb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"PreAct ResNet18","Number of runs":"3"}. This record does not assert independent reproduction. ### SLN Accuracy (Sym. 0%): 93.21. Result ID: 698f8a7f3a6c314849f9efbd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"PreAct ResNet18","Number of runs":"3"}. This record does not assert independent reproduction. ### GCE Accuracy (Sym. 0%): 92.38. Result ID: 698f8a7f3a6c314849f9efba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreAct ResNet18","Number of runs":"3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.