# Classification on STL10 Rotation (test) Source: [Classification on STL10 Rotation (test)]() Collection index: [llms.txt]() Data updated: 2026-04-24T07:40:44.580Z Evaluation of Classification performance on the STL-10 test set under rotational conditions, reporting accuracy on both original and rotationally 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 Rotation (test) | | Metric | Accuracy (Original Data) | | 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 Data)](): Higher is better; unit: PERCENT. - [Accuracy (Augmented Data)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Original Data) | Result date | Report paper | | --- | --- | --- | --- | | MaWa | 98.62 | Not recorded | 68fa78971e209131cea792be | | EC | 98.58 | Not recorded | 68fa78971e209131cea792be | | MaWa | 98.22 | Not recorded | 68fa78971e209131cea792be | | WaCo | 98.02 | Not recorded | 68fa78971e209131cea792be | | WaCo | 97.66 | Not recorded | 68fa78971e209131cea792be | | EC | 94.23 | Not recorded | 68fa78971e209131cea792be | | MaWa | 93.44 | Not recorded | 68fa78971e209131cea792be | | MaWa | 93.21 | Not recorded | 68fa78971e209131cea792be | | SCLR | 91.38 | Not recorded | 68fa78971e209131cea792be | | SCLR | 91.21 | Not recorded | 68fa78971e209131cea792be | | WaCo | 88.59 | Not recorded | 68fa78971e209131cea792be | | WaCo | 88.21 | Not recorded | 68fa78971e209131cea792be | | HSIC | 87.42 | Not recorded | 68fa78971e209131cea792be | | HSIC | 81.67 | Not recorded | 68fa78971e209131cea792be | | SCLR | 79.69 | Not recorded | 68fa78971e209131cea792be | | SCLR | 79.5 | Not recorded | 68fa78971e209131cea792be | | HSIC | 77.38 | Not recorded | 68fa78971e209131cea792be | | HSIC | 71.9 | Not recorded | 68fa78971e209131cea792be | ### MaWa Accuracy (Original Data): 98.62. Result ID: 69eb1e7247f34ce924d307a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"Nonlinear (NC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### EC Accuracy (Original Data): 98.58. Result ID: 69eb1e7247f34ce924d307ac. [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 Data): 98.22. Result ID: 69eb1e7247f34ce924d307a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"Linear (LC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### WaCo Accuracy (Original Data): 98.02. Result ID: 69eb1e7247f34ce924d307a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"Nonlinear (NC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### WaCo Accuracy (Original Data): 97.66. Result ID: 69eb1e7247f34ce924d307a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"Linear (LC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### EC Accuracy (Original Data): 94.23. Result ID: 69eb1e7247f34ce924d307d0. [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 Data): 93.44. Result ID: 69eb1e7247f34ce924d307c8. [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 Data): 93.21. Result ID: 69eb1e7247f34ce924d307cc. [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 Data): 91.38. Result ID: 69eb1e7247f34ce924d307aa. [Reporting paper]() Recorded evaluation configuration: {"Classifier Type":"Nonlinear (NC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### SCLR Accuracy (Original Data): 91.21. Result ID: 69eb1e7247f34ce924d307a6. [Reporting paper]() Recorded evaluation configuration: {"Classifier Type":"Linear (LC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### WaCo Accuracy (Original Data): 88.59. Result ID: 69eb1e7247f34ce924d307cd. [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 Data): 88.21. Result ID: 69eb1e7247f34ce924d307c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"LC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction. ### HSIC Accuracy (Original Data): 87.42. Result ID: 69eb1e7247f34ce924d307ab. [Reporting paper]() Recorded evaluation configuration: {"Classifier Type":"Nonlinear (NC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### HSIC Accuracy (Original Data): 81.67. Result ID: 69eb1e7247f34ce924d307cf. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"NC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction. ### SCLR Accuracy (Original Data): 79.69. Result ID: 69eb1e7247f34ce924d307ce. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"NC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction. ### SCLR Accuracy (Original Data): 79.5. Result ID: 69eb1e7247f34ce924d307ca. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"LC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction. ### HSIC Accuracy (Original Data): 77.38. Result ID: 69eb1e7247f34ce924d307a7. [Reporting paper]() Recorded evaluation configuration: {"Classifier Type":"Linear (LC)","Features":"DINOv2"}. This record does not assert independent reproduction. ### HSIC Accuracy (Original Data): 71.9. Result ID: 69eb1e7247f34ce924d307cb. [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.