# Image Classification on MNIST Rotated Source: [Image Classification on MNIST Rotated]() Collection index: [llms.txt]() Data updated: 2026-06-25T08:11:00.796Z Evaluation of Image Classification performance on the MNIST Rotated dataset, reporting accuracy. 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) | MNIST Rotated | | Metric | Accuracy (%) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (%) | Result date | Report paper | | --- | --- | --- | --- | | G-CSA | 98.03 | Not recorded | 6a3cb644206542251d7ca727 | | G-SA | 97.9 | Not recorded | 6a3cb644206542251d7ca727 | | G-CSA | 97.48 | Not recorded | 6a3cb644206542251d7ca727 | | G-SA | 97.3 | Not recorded | 6a3cb644206542251d7ca727 | | G-SA | 96.37 | Not recorded | 6a3cb644206542251d7ca727 | | G-CSA | 95.97 | Not recorded | 6a3cb644206542251d7ca727 | | baseline | 75.2 | Not recorded | 69f4338855a3c32af89fd0c8 | | NORACL | 74.9 | Not recorded | 69f4338855a3c32af89fd0c8 | | baseline | 73.6 | Not recorded | 69f4338855a3c32af89fd0c8 | | NORACL | 72.6 | Not recorded | 69f4338855a3c32af89fd0c8 | | baseline | 63.7 | Not recorded | 69f4338855a3c32af89fd0c8 | | baseline | 63.3 | Not recorded | 69f4338855a3c32af89fd0c8 | | baseline | 56.3 | Not recorded | 69f4338855a3c32af89fd0c8 | | baseline | 56.1 | Not recorded | 69f4338855a3c32af89fd0c8 | ### G-CSA Accuracy (%): 98.03. Result ID: 6a3ce281fbc373592c521350. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Config":"p8-CSA"}. This record does not assert independent reproduction. ### G-SA Accuracy (%): 97.9. Result ID: 6a3ce281fbc373592c52134d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Config":"p8-SA"}. This record does not assert independent reproduction. ### G-CSA Accuracy (%): 97.48. Result ID: 6a3ce281fbc373592c52134f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Config":"p4-CSA","Params":"44.28K"}. This record does not assert independent reproduction. ### G-SA Accuracy (%): 97.3. Result ID: 6a3ce281fbc373592c52134c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Config":"p4-SA","Params":"44.67K"}. This record does not assert independent reproduction. ### G-SA Accuracy (%): 96.37. Result ID: 6a3ce280fbc373592c52134b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Config":"Z2-SA"}. This record does not assert independent reproduction. ### G-CSA Accuracy (%): 95.97. Result ID: 6a3ce281fbc373592c52134e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Config":"Z2-CSA"}. This record does not assert independent reproduction. ### baseline Accuracy (%): 75.2. Result ID: 69f453b347f34ce924d9cfbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network Depth":"2L","Model Scale":"large","Params":"54.9k"}. This record does not assert independent reproduction. ### NORACL Accuracy (%): 74.9. Result ID: 69f453b347f34ce924d9cfbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network Depth":"2L","Params":"42.9k ± 2.7"}. This record does not assert independent reproduction. ### baseline Accuracy (%): 73.6. Result ID: 69f453b347f34ce924d9cfb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network Depth":"1L","Model Scale":"large","Params":"50.8k"}. This record does not assert independent reproduction. ### NORACL Accuracy (%): 72.6. Result ID: 69f453b347f34ce924d9cfba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network Depth":"1L","Params":"42.2k ± 2.1"}. This record does not assert independent reproduction. ### baseline Accuracy (%): 63.7. Result ID: 69f453b347f34ce924d9cfb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network Depth":"1L","Model Scale":"medium","Params":"25.4k"}. This record does not assert independent reproduction. ### baseline Accuracy (%): 63.3. Result ID: 69f453b347f34ce924d9cfbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network Depth":"2L","Model Scale":"medium","Params":"26.4k"}. This record does not assert independent reproduction. ### baseline Accuracy (%): 56.3. Result ID: 69f453b347f34ce924d9cfb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network Depth":"1L","Model Scale":"small","Params":"12.7k"}. This record does not assert independent reproduction. ### baseline Accuracy (%): 56.1. Result ID: 69f453b347f34ce924d9cfbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network Depth":"2L","Model Scale":"small","Params":"12.9k"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.