# Classification on STL10 Noise (test) Source: [Classification on STL10 Noise (test)]() Collection index: [llms.txt]() Data updated: 2026-04-24T07:40:44.631Z Evaluation of image classification performance on the noisy test split of the STL-10 dataset, specifically reporting accuracy on both original and augmented data. 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 | Classification | | Dataset (including any stated split) | STL10 Noise (test) | | Metric | Accuracy (Original) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 (Original)](): Higher is better; unit: PERCENT. - [Accuracy (Augmented)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Original) | Result date | Report paper | | --- | --- | --- | --- | | EC | 98.58 | Not recorded | 68fa78971e209131cea792be | | MaWa | 98.55 | Not recorded | 68fa78971e209131cea792be | | MaWa | 98.11 | Not recorded | 68fa78971e209131cea792be | | WaCo | 97.71 | Not recorded | 68fa78971e209131cea792be | | WaCo | 97.26 | Not recorded | 68fa78971e209131cea792be | | HSIC | 97.02 | Not recorded | 68fa78971e209131cea792be | | HSIC | 95.55 | Not recorded | 68fa78971e209131cea792be | | SCLR | 95.4 | Not recorded | 68fa78971e209131cea792be | | SCLR | 94.24 | Not recorded | 68fa78971e209131cea792be | | EC | 94.23 | Not recorded | 68fa78971e209131cea792be | | MaWa | 93.97 | Not recorded | 68fa78971e209131cea792be | | MaWa | 93.59 | Not recorded | 68fa78971e209131cea792be | | WaCo | 87.17 | Not recorded | 68fa78971e209131cea792be | | WaCo | 86.6 | Not recorded | 68fa78971e209131cea792be | | SCLR | 76.39 | Not recorded | 68fa78971e209131cea792be | | HSIC | 74.38 | Not recorded | 68fa78971e209131cea792be | | SCLR | 73.94 | Not recorded | 68fa78971e209131cea792be | | HSIC | 65.83 | Not recorded | 68fa78971e209131cea792be | ### EC Accuracy (Original): 98.58. Result ID: 69eb1e7247f34ce924d307be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"End-to-end (EC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### MaWa Accuracy (Original): 98.55. Result ID: 69eb1e7247f34ce924d307ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"Nonlinear (NC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### MaWa Accuracy (Original): 98.11. Result ID: 69eb1e7247f34ce924d307b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"Linear (LC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### WaCo Accuracy (Original): 97.71. Result ID: 69eb1e7247f34ce924d307bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"Nonlinear (NC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### WaCo Accuracy (Original): 97.26. Result ID: 69eb1e7247f34ce924d307b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"Linear (LC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### HSIC Accuracy (Original): 97.02. Result ID: 69eb1e7247f34ce924d307bd. [Reporting paper]() Recorded evaluation configuration: {"Classifier Type":"Nonlinear (NC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### HSIC Accuracy (Original): 95.55. Result ID: 69eb1e7247f34ce924d307b9. [Reporting paper]() Recorded evaluation configuration: {"Classifier Type":"Linear (LC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### SCLR Accuracy (Original): 95.4. Result ID: 69eb1e7247f34ce924d307bc. [Reporting paper]() Recorded evaluation configuration: {"Classifier Type":"Nonlinear (NC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### SCLR Accuracy (Original): 94.24. Result ID: 69eb1e7247f34ce924d307b8. [Reporting paper]() Recorded evaluation configuration: {"Classifier Type":"Linear (LC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### EC Accuracy (Original): 94.23. Result ID: 69eb1e7247f34ce924d307e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"EC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction. ### MaWa Accuracy (Original): 93.97. Result ID: 69eb1e7247f34ce924d307da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"LC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction. ### MaWa Accuracy (Original): 93.59. Result ID: 69eb1e7247f34ce924d307de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"NC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction. ### WaCo Accuracy (Original): 87.17. Result ID: 69eb1e7247f34ce924d307db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"LC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction. ### WaCo Accuracy (Original): 86.6. Result ID: 69eb1e7247f34ce924d307df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"NC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction. ### SCLR Accuracy (Original): 76.39. Result ID: 69eb1e7247f34ce924d307e0. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"NC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction. ### HSIC Accuracy (Original): 74.38. Result ID: 69eb1e7247f34ce924d307e1. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"NC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction. ### SCLR Accuracy (Original): 73.94. Result ID: 69eb1e7247f34ce924d307dc. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"LC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction. ### HSIC Accuracy (Original): 65.83. Result ID: 69eb1e7247f34ce924d307dd. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"LC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.