# Image Classification on CIFAR-100 standard (test) (Symmetric/Asymmetric Label Noise Robustness) Source: [Image Classification on CIFAR-100 standard (test) (Symmetric/Asymmetric Label Noise Robustness)]() Collection index: [llms.txt]() Data updated: 2026-06-05T08:13:09.498Z Evaluation of Image Classification performance on the CIFAR-100 standard test set, measuring accuracy under varying levels (20% to 80%) of symmetric and asymmetric label corruption. 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-100 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 | 71.59 | Not recorded | 68fa7bc01e209131cea8a30a | | CE | 70.93 | Not recorded | 68fa7bc01e209131cea8a30a | | CE-SEM | 70.82 | Not recorded | 68fa7bc01e209131cea8a30a | | ANL-SEM | 70.79 | Not recorded | 68fa7bc01e209131cea8a30a | | JAL | 70.6 | Not recorded | 68fa7bc01e209131cea8a30a | | SCE | 70.57 | Not recorded | 68fa7bc01e209131cea8a30a | | ANL | 70.26 | Not recorded | 68fa7bc01e209131cea8a30a | | NCE+RCE | 68.07 | Not recorded | 68fa7bc01e209131cea8a30a | | GCE | 61.73 | Not recorded | 68fa7bc01e209131cea8a30a | ### JAL-SEM Accuracy (Clean): 71.59. Result ID: 6a228515fbc373592c20709b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Selective Edge Masking":"enabled"}. This record does not assert independent reproduction. ### CE Accuracy (Clean): 70.93. Result ID: 6a228515fbc373592c207093. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CE-SEM Accuracy (Clean): 70.82. Result ID: 6a228515fbc373592c207099. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Selective Edge Masking":"enabled"}. This record does not assert independent reproduction. ### ANL-SEM Accuracy (Clean): 70.79. Result ID: 6a228515fbc373592c20709a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Selective Edge Masking":"enabled"}. This record does not assert independent reproduction. ### JAL Accuracy (Clean): 70.6. Result ID: 6a228515fbc373592c207098. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCE Accuracy (Clean): 70.57. Result ID: 6a228515fbc373592c207095. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ANL Accuracy (Clean): 70.26. Result ID: 6a228515fbc373592c207097. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NCE+RCE Accuracy (Clean): 68.07. Result ID: 6a228515fbc373592c207096. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCE Accuracy (Clean): 61.73. Result ID: 6a228515fbc373592c207094. [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.