# Image Classification on Digits (MNIST, SVHN, MNIST-M, USPS, KMNIST) (test) Source: [Image Classification on Digits (MNIST, SVHN, MNIST-M, USPS, KMNIST) (test)]() Collection index: [llms.txt]() Data updated: 2026-05-07T07:16:33.020Z Evaluation of Image Classification performance across a combined set of five digit datasets: MNIST, SVHN, MNIST-M, USPS, and KMNIST, reported on the test split. 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) | Digits + Related External Data MNIST, SVHN, MNIST-M, USPS, KMNIST (test) | | Metric | Accuracy (MNIST) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 (MNIST)](): Higher is better; unit: PERCENT. - [Accuracy (SVHN)](): Higher is better; unit: PERCENT. - [Accuracy (MNIST-M)](): Higher is better; unit: PERCENT. - [Accuracy (USPS)](): Higher is better; unit: PERCENT. - [Accuracy (KMNIST)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. - [Performance Gain](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy (MNIST) | Result date | Report paper | | --- | --- | --- | --- | | Self-Distillation | 99.38 | Not recorded | 69fc1c7d5497b3b670c8845b | | SE2D | 99.33 | Not recorded | 69fc1c7d5497b3b670c8845b | | KL-divergence | 99.13 | Not recorded | 69fc1c7d5497b3b670c8845b | | LS | 99.13 | Not recorded | 69fc1c7d5497b3b670c8845b | | MDS | 99.12 | Not recorded | 69fc1c7d5497b3b670c8845b | | DKD | 98.35 | Not recorded | 69fc1c7d5497b3b670c8845b | ### Self-Distillation Accuracy (MNIST): 99.38. Result ID: 69fc3c4b47f34ce924de8edc. [Reporting paper]() Recorded evaluation configuration: {"External Data":"KMNIST"}. This record does not assert independent reproduction. ### SE2D Accuracy (MNIST): 99.33. Result ID: 69fc3c4b47f34ce924de8edd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"External Data":"KMNIST"}. This record does not assert independent reproduction. ### KL-divergence Accuracy (MNIST): 99.13. Result ID: 69fc3c4b47f34ce924de8ed8. [Reporting paper]() Recorded evaluation configuration: {"External Data":"KMNIST"}. This record does not assert independent reproduction. ### LS Accuracy (MNIST): 99.13. Result ID: 69fc3c4b47f34ce924de8eda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"External Data":"KMNIST"}. This record does not assert independent reproduction. ### MDS Accuracy (MNIST): 99.12. Result ID: 69fc3c4b47f34ce924de8edb. [Reporting paper]() Recorded evaluation configuration: {"External Data":"KMNIST"}. This record does not assert independent reproduction. ### DKD Accuracy (MNIST): 98.35. Result ID: 69fc3c4b47f34ce924de8ed9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"External Data":"KMNIST"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.