# Image Classification on CIFAR10 (test) (Symmetric/Asymmetric Robustness) Source: [Image Classification on CIFAR10 (test) (Symmetric/Asymmetric Robustness)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:54.138Z Evaluation of Image Classification performance on the CIFAR-10 test set under specific noise perturbations, measured using Top-1 Accuracy under symmetric and asymmetric conditions (levels 0.2 and 0.4). 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) | CIFAR10 (test) | | Metric | Top-1 Acc (Sym, 0.2) | | 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 - [Top-1 Acc (Sym, 0.2)](): Higher is better; unit: PERCENT. - [Top-1 Acc (Sym, 0.4)](): Higher is better; unit: PERCENT. - [Top-1 Acc (Asym, 0.2)](): Higher is better; unit: PERCENT. - [Top-1 Acc (Asym, 0.4)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc (Sym, 0.2) | Result date | Report paper | | --- | --- | --- | --- | | ABSGD(SCE) | 91.15 | Not recorded | 68fa5a7e1e209131ce9c049a | | CIW(SCE) | 90.79 | Not recorded | 68fa5a7e1e209131ce9c049a | | ABSGD(CE) | 90.64 | Not recorded | 68fa5a7e1e209131ce9c049a | | CIW(CE) | 90.29 | Not recorded | 68fa5a7e1e209131ce9c049a | | EG(SCE) | 90.25 | Not recorded | 68fa5a7e1e209131ce9c049a | | SGD(SCE) | 90.05 | Not recorded | 68fa5a7e1e209131ce9c049a | | SGD(TCE) | 89.87 | Not recorded | 68fa5a7e1e209131ce9c049a | | SGD(CE) | 88.59 | Not recorded | 68fa5a7e1e209131ce9c049a | ### ABSGD(SCE) Top-1 Acc (Sym, 0.2): 91.15. Result ID: 698c144bf729bc7f68e82af9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Optimizer":"ABSGD","Loss Function":"SCE"}. This record does not assert independent reproduction. ### CIW(SCE) Top-1 Acc (Sym, 0.2): 90.79. Result ID: 698c144bf729bc7f68e82af7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Optimizer":"CIW","Loss Function":"SCE"}. This record does not assert independent reproduction. ### ABSGD(CE) Top-1 Acc (Sym, 0.2): 90.64. Result ID: 698c144bf729bc7f68e82af8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Optimizer":"ABSGD","Loss Function":"CE"}. This record does not assert independent reproduction. ### CIW(CE) Top-1 Acc (Sym, 0.2): 90.29. Result ID: 698c144bf729bc7f68e82af6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Optimizer":"CIW","Loss Function":"CE"}. This record does not assert independent reproduction. ### EG(SCE) Top-1 Acc (Sym, 0.2): 90.25. Result ID: 698c144bf729bc7f68e82af5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Optimizer":"EG","Loss Function":"SCE"}. This record does not assert independent reproduction. ### SGD(SCE) Top-1 Acc (Sym, 0.2): 90.05. Result ID: 698c144bf729bc7f68e82af4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Optimizer":"SGD","Loss Function":"SCE"}. This record does not assert independent reproduction. ### SGD(TCE) Top-1 Acc (Sym, 0.2): 89.87. Result ID: 698c144bf729bc7f68e82af3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Optimizer":"SGD","Loss Function":"TCE"}. This record does not assert independent reproduction. ### SGD(CE) Top-1 Acc (Sym, 0.2): 88.59. Result ID: 698c144bf729bc7f68e82af2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Optimizer":"SGD","Loss Function":"CE"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.