# Image Classification on CIFAR-100 (test) (Symmetric and Asymmetric Noise Robustness) Source: [Image Classification on CIFAR-100 (test) (Symmetric and Asymmetric Noise Robustness)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:05:47.573Z Evaluation of Image Classification performance on the CIFAR-100 test set, specifically measuring accuracy under varying levels of Symmetric Noise and Asymmetric Noise corruption defined by parameter η. 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 (test) | | Metric | Symmetric Noise (η=0.2) Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Symmetric Noise (η=0.2) Accuracy](): Higher is better; unit: PERCENT. - [Symmetric Noise (η=0.0) Accuracy](): Higher is better; unit: PERCENT. - [Symmetric Noise (η=0.4) Accuracy](): Higher is better; unit: PERCENT. - [Symmetric Noise (η=0.6) Accuracy](): Higher is better; unit: PERCENT. - [Symmetric Noise (η=0.8) Accuracy](): Higher is better; unit: PERCENT. - [Asymmetric Noise (η=0.2) Accuracy](): Higher is better; unit: PERCENT. - [Asymmetric Noise (η=0.3) Accuracy](): Higher is better; unit: PERCENT. - [Asymmetric Noise (η=0.4) Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Symmetric Noise (η=0.2) Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FasTEN | 68.75 | Not recorded | 68fa6cf71e209131cea36e68 | | MSLC | 68.62 | Not recorded | 68fa6cf71e209131cea36e68 | | MLOC | 68.16 | Not recorded | 68fa6cf71e209131cea36e68 | | MW-Net | 66.73 | Not recorded | 68fa6cf71e209131cea36e68 | | GLC | 60.99 | Not recorded | 68fa6cf71e209131cea36e68 | | SL | 60.01 | Not recorded | 68fa66351e209131cea0ec32 | | Forward | 59.75 | Not recorded | 68fa66351e209131cea0ec32 | | Deep kNN | 59.6 | Not recorded | 68fa6cf71e209131cea36e68 | | CE | 59.26 | Not recorded | 68fa66351e209131cea0ec32 | | D2L | 59.2 | Not recorded | 68fa66351e209131cea0ec32 | | GCE | 59.06 | Not recorded | 68fa66351e209131cea0ec32 | | LSR | 58.83 | Not recorded | 68fa66351e209131cea0ec32 | | Bootstrap | 57.91 | Not recorded | 68fa66351e209131cea0ec32 | | L2RW | 57.79 | Not recorded | 68fa6cf71e209131cea36e68 | | MLaC | 49.81 | Not recorded | 68fa6cf71e209131cea36e68 | ### FasTEN Symmetric Noise (η=0.2) Accuracy: 68.75. Result ID: 698f6f443a6c314849f88b06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### MSLC Symmetric Noise (η=0.2) Accuracy: 68.62. Result ID: 698f6f443a6c314849f88b05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### MLOC Symmetric Noise (η=0.2) Accuracy: 68.16. Result ID: 698f6f443a6c314849f88b03. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### MW-Net Symmetric Noise (η=0.2) Accuracy: 66.73. Result ID: 698f6f443a6c314849f88b00. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### GLC Symmetric Noise (η=0.2) Accuracy: 60.99. Result ID: 698f6f443a6c314849f88b02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### SL Symmetric Noise (η=0.2) Accuracy: 60.01. Result ID: 698cdf9b8b517eb4331d54ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Forward Symmetric Noise (η=0.2) Accuracy: 59.75. Result ID: 698cdf9b8b517eb4331d54b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Deep kNN Symmetric Noise (η=0.2) Accuracy: 59.6. Result ID: 698f6f443a6c314849f88b01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### CE Symmetric Noise (η=0.2) Accuracy: 59.26. Result ID: 698cdf9b8b517eb4331d54b4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D2L Symmetric Noise (η=0.2) Accuracy: 59.2. Result ID: 698cdf9b8b517eb4331d54b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCE Symmetric Noise (η=0.2) Accuracy: 59.06. Result ID: 698cdf9b8b517eb4331d54b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSR Symmetric Noise (η=0.2) Accuracy: 58.83. Result ID: 698cdf9b8b517eb4331d54b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Bootstrap Symmetric Noise (η=0.2) Accuracy: 57.91. Result ID: 698cdf9b8b517eb4331d54b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2RW Symmetric Noise (η=0.2) Accuracy: 57.79. Result ID: 698f6f443a6c314849f88aff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### MLaC Symmetric Noise (η=0.2) Accuracy: 49.81. Result ID: 698f6f443a6c314849f88b04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.