# Image Classification on MNIST uniform label noise η=0.1 (7-fold CV) Source: [Image Classification on MNIST uniform label noise η=0.1 (7-fold CV)]() Collection index: [llms.txt]() Data updated: 2026-03-19T09:40:55.796Z Evaluation of Image Classification performance on the MNIST dataset corrupted with 10% 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=0.1 (7-fold CV) | | Metric | Accuracy | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | rSDNet | 97.74 | Not recorded | 69bb83270636e5bf4afc1bf1 | | rSDNet | 97.72 | Not recorded | 69bb83270636e5bf4afc1bf1 | | GCE | 97.66 | Not recorded | 69bb83270636e5bf4afc1bf1 | | GCE | 97.58 | Not recorded | 69bb83270636e5bf4afc1bf1 | | rSDNet | 97.57 | Not recorded | 69bb83270636e5bf4afc1bf1 | | rSDNet | 97.53 | Not recorded | 69bb83270636e5bf4afc1bf1 | | MAE | 97.5 | Not recorded | 69bb83270636e5bf4afc1bf1 | | rSDNet | 97.42 | Not recorded | 69bb83270636e5bf4afc1bf1 | | TCCE | 95.85 | Not recorded | 69bb83270636e5bf4afc1bf1 | | TCCE | 95 | Not recorded | 69bb83270636e5bf4afc1bf1 | | rKLD | 90.31 | Not recorded | 69bb83270636e5bf4afc1bf1 | | SCE | 88.56 | Not recorded | 69bb83270636e5bf4afc1bf1 | | FCL | 87.96 | Not recorded | 69bb83270636e5bf4afc1bf1 | | TCCE | 87.64 | Not recorded | 69bb83270636e5bf4afc1bf1 | | FCL | 87.62 | Not recorded | 69bb83270636e5bf4afc1bf1 | | CCE | 86.91 | Not recorded | 69bb83270636e5bf4afc1bf1 | | FCL | 14.37 | Not recorded | 69bb83270636e5bf4afc1bf1 | | FCL | 10.95 | Not recorded | 69bb83270636e5bf4afc1bf1 | ### rSDNet Accuracy: 97.74. Result ID: 69bbc4a247f34ce924a60b3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"0.1","lambda":"-0.7"}. This record does not assert independent reproduction. ### rSDNet Accuracy: 97.72. Result ID: 69bbc4a247f34ce924a60b3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"0","lambda":"-0.7"}. This record does not assert independent reproduction. ### GCE Accuracy: 97.66. Result ID: 69bbc4a247f34ce924a60b34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"0.5"}. This record does not assert independent reproduction. ### GCE Accuracy: 97.58. Result ID: 69bbc4a247f34ce924a60b35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"0.7"}. This record does not assert independent reproduction. ### rSDNet Accuracy: 97.57. Result ID: 69bbc4a247f34ce924a60b3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"0","lambda":"-0.8"}. This record does not assert independent reproduction. ### rSDNet Accuracy: 97.53. Result ID: 69bbc4a247f34ce924a60b3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"0.1","lambda":"-1"}. This record does not assert independent reproduction. ### MAE Accuracy: 97.5. Result ID: 69bbc4a247f34ce924a60b2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Mean Absolute Error"}. This record does not assert independent reproduction. ### rSDNet Accuracy: 97.42. Result ID: 69bbc4a247f34ce924a60b3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"0.05","lambda":"-1"}. This record does not assert independent reproduction. ### TCCE Accuracy: 95.85. Result ID: 69bbc4a247f34ce924a60b2f. [Reporting paper]() Recorded evaluation configuration: {"truncation\_param":"0.1"}. This record does not assert independent reproduction. ### TCCE Accuracy: 95. Result ID: 69bbc4a247f34ce924a60b30. [Reporting paper]() Recorded evaluation configuration: {"truncation\_param":"0.2"}. This record does not assert independent reproduction. ### rKLD Accuracy: 90.31. Result ID: 69bbc4a247f34ce924a60b32. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCE Accuracy: 88.56. Result ID: 69bbc4a247f34ce924a60b33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.5","beta":"1"}. This record does not assert independent reproduction. ### FCL Accuracy: 87.96. Result ID: 69bbc4a247f34ce924a60b37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mu":"0.25"}. This record does not assert independent reproduction. ### TCCE Accuracy: 87.64. Result ID: 69bbc4a247f34ce924a60b31. [Reporting paper]() Recorded evaluation configuration: {"truncation\_param":"0.3"}. This record does not assert independent reproduction. ### FCL Accuracy: 87.62. Result ID: 69bbc4a247f34ce924a60b36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mu":"0"}. This record does not assert independent reproduction. ### CCE Accuracy: 86.91. Result ID: 69bbc4a247f34ce924a60b2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Cross-Entropy"}. This record does not assert independent reproduction. ### FCL Accuracy: 14.37. Result ID: 69bbc4a247f34ce924a60b38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mu":"0.50"}. This record does not assert independent reproduction. ### FCL Accuracy: 10.95. Result ID: 69bbc4a247f34ce924a60b39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mu":"0.75"}. This record does not assert independent reproduction. Page 1 of 1. 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