# Image Classification on CIFAR-100 (test) (Symmetric/Asymmetric Robustness) Source: [Image Classification on CIFAR-100 (test) (Symmetric/Asymmetric Robustness)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:54.155Z Evaluation of Image Classification performance on the CIFAR-100 test set, measuring accuracy under specific symmetric and asymmetric noise perturbations defined by factors 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) | CIFAR100 (test) | | Metric | Top-1 Acc (Symmetric, 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 (Symmetric, 0.2)](): Higher is better; unit: PERCENT. - [Top-1 Acc (Symmetric, 0.4)](): Higher is better; unit: PERCENT. - [Top-1 Acc (Asymmetric, 0.2)](): Higher is better; unit: PERCENT. - [Top-1 Acc (Asymmetric, 0.4)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc (Symmetric, 0.2) | Result date | Report paper | | --- | --- | --- | --- | | ABSGD(SCE) | 71.23 | Not recorded | 68fa5a7e1e209131ce9c049a | | ABSGD(CE) | 70.63 | Not recorded | 68fa5a7e1e209131ce9c049a | | CIW(CE) | 70.21 | Not recorded | 68fa5a7e1e209131ce9c049a | | EG(SCE) | 69.53 | Not recorded | 68fa5a7e1e209131ce9c049a | | CIW(SCE) | 69.53 | Not recorded | 68fa5a7e1e209131ce9c049a | | SGD(SCE) | 68.28 | Not recorded | 68fa5a7e1e209131ce9c049a | | SGD(CE) | 68.21 | Not recorded | 68fa5a7e1e209131ce9c049a | | SGD(TCE) | 65.12 | Not recorded | 68fa5a7e1e209131ce9c049a | ### ABSGD(SCE) Top-1 Acc (Symmetric, 0.2): 71.23. Result ID: 698c144bf729bc7f68e82b01. [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. ### ABSGD(CE) Top-1 Acc (Symmetric, 0.2): 70.63. Result ID: 698c144bf729bc7f68e82b00. [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 (Symmetric, 0.2): 70.21. Result ID: 698c144bf729bc7f68e82afe. [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 (Symmetric, 0.2): 69.53. Result ID: 698c144bf729bc7f68e82afd. [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. ### CIW(SCE) Top-1 Acc (Symmetric, 0.2): 69.53. Result ID: 698c144bf729bc7f68e82aff. [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. ### SGD(SCE) Top-1 Acc (Symmetric, 0.2): 68.28. Result ID: 698c144bf729bc7f68e82afb. [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(CE) Top-1 Acc (Symmetric, 0.2): 68.21. Result ID: 698c144bf729bc7f68e82afa. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Optimizer":"SGD","Loss Function":"CE"}. This record does not assert independent reproduction. ### SGD(TCE) Top-1 Acc (Symmetric, 0.2): 65.12. Result ID: 698c144bf729bc7f68e82afc. [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. Page 1 of 1. This is an index page, not the full collection.