# Image Classification on MNIST uniform label noise η=0.2 (7-fold CV) Source: [Image Classification on MNIST uniform label noise η=0.2 (7-fold CV)]() Collection index: [llms.txt]() Data updated: 2026-03-19T09:40:55.814Z Evaluation of Image Classification performance on the MNIST dataset corrupted with 20% uniform label noise, assessed via 7-fold cross-validation. 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 uniform label noise η=0.2 (7-fold CV) | | Metric | Accuracy (7-fold CV) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 (7-fold CV)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (7-fold CV) | Result date | Report paper | | --- | --- | --- | --- | | rSDNet | 97.43 | Not recorded | 69bb83270636e5bf4afc1bf1 | | rSDNet | 97.31 | Not recorded | 69bb83270636e5bf4afc1bf1 | | GCE | 97.31 | Not recorded | 69bb83270636e5bf4afc1bf1 | | MAE | 97.2 | Not recorded | 69bb83270636e5bf4afc1bf1 | | CCE | 75.28 | Not recorded | 69bb83270636e5bf4afc1bf1 | ### rSDNet Accuracy (7-fold CV): 97.43. Result ID: 69bbc4a247f34ce924a60b42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"0","lambda":"-0.8"}. This record does not assert independent reproduction. ### rSDNet Accuracy (7-fold CV): 97.31. Result ID: 69bbc4a247f34ce924a60b41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"0.05","lambda":"-1"}. This record does not assert independent reproduction. ### GCE Accuracy (7-fold CV): 97.31. Result ID: 69bbc4a247f34ce924a60b43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"0.7"}. This record does not assert independent reproduction. ### MAE Accuracy (7-fold CV): 97.2. Result ID: 69bbc4a247f34ce924a60b40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CCE Accuracy (7-fold CV): 75.28. Result ID: 69bbc4a247f34ce924a60b3f. [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.