# Image Classification on MNIST (test) (Accuracy and Cross-Entropy) Source: [Image Classification on MNIST (test) (Accuracy and Cross-Entropy)]() Collection index: [llms.txt]() Data updated: 2026-03-10T07:50:28.980Z Standard evaluation of Image Classification performance on the MNIST test set, reporting both classification accuracy and cross-entropy loss. 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 (test) | | Metric | Test Cross-Entropy | | Unit | SCALAR | | Direction | Lower 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 - [Test Cross-Entropy](): Lower is better; unit: SCALAR. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Test Cross-Entropy | Result date | Report paper | | --- | --- | --- | --- | | GGD | 0.0278 | Not recorded | 69afa57e2d603e6de3e439d7 | | GGD | 0.0283 | Not recorded | 69afa57e2d603e6de3e439d7 | | Adam | 0.0287 | Not recorded | 69afa57e2d603e6de3e439d7 | | Muon | 0.0293 | Not recorded | 69afa57e2d603e6de3e439d7 | | Muon | 0.0311 | Not recorded | 69afa57e2d603e6de3e439d7 | | Adam | 0.0322 | Not recorded | 69afa57e2d603e6de3e439d7 | | GGD | 0.0344 | Not recorded | 69afa57e2d603e6de3e439d7 | | Muon | 0.0379 | Not recorded | 69afa57e2d603e6de3e439d7 | | Adam | 0.0397 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGDM | 0.0455 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGDM | 0.0487 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGDM | 0.05 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGD | 0.138 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGD | 0.17 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGD | 0.207 | Not recorded | 69afa57e2d603e6de3e439d7 | | SSGD | 0.697 | Not recorded | 69afa57e2d603e6de3e439d7 | | SSGD | 1.85 | Not recorded | 69afa57e2d603e6de3e439d7 | | SSGD | 2.16 | Not recorded | 69afa57e2d603e6de3e439d7 | ### GGD Test Cross-Entropy: 0.0278. Result ID: 69afccef6dbb7075b957e3a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"CNN\_2","Structures":"3\*(3\*3)+10"}. This record does not assert independent reproduction. ### GGD Test Cross-Entropy: 0.0283. Result ID: 69afccef6dbb7075b957e3ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"CNN\_3","Structures":"3\*(3\*3)+128,10"}. This record does not assert independent reproduction. ### Adam Test Cross-Entropy: 0.0287. Result ID: 69afccef6dbb7075b957e3a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"CNN\_2","Structures":"3\*(3\*3)+10"}. This record does not assert independent reproduction. ### Muon Test Cross-Entropy: 0.0293. Result ID: 69afccef6dbb7075b957e3a9. [Reporting paper]() Recorded evaluation configuration: {"Nets":"CNN\_3","Structures":"3\*(3\*3)+128,10"}. This record does not assert independent reproduction. ### Muon Test Cross-Entropy: 0.0311. Result ID: 69afccef6dbb7075b957e3a3. [Reporting paper]() Recorded evaluation configuration: {"Nets":"CNN\_2","Structures":"3\*(3\*3)+10"}. This record does not assert independent reproduction. ### Adam Test Cross-Entropy: 0.0322. Result ID: 69afccef6dbb7075b957e3a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"CNN\_3","Structures":"3\*(3\*3)+128,10"}. This record does not assert independent reproduction. ### GGD Test Cross-Entropy: 0.0344. Result ID: 69afccef6dbb7075b957e39f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"CNN\_1","Structures":"2\*(3\*3)+10"}. This record does not assert independent reproduction. ### Muon Test Cross-Entropy: 0.0379. Result ID: 69afccef6dbb7075b957e39d. [Reporting paper]() Recorded evaluation configuration: {"Nets":"CNN\_1","Structures":"2\*(3\*3)+10"}. This record does not assert independent reproduction. ### Adam Test Cross-Entropy: 0.0397. Result ID: 69afccef6dbb7075b957e39c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"CNN\_1","Structures":"2\*(3\*3)+10"}. This record does not assert independent reproduction. ### SGDM Test Cross-Entropy: 0.0455. Result ID: 69afccef6dbb7075b957e3a7. [Reporting paper]() Recorded evaluation configuration: {"Nets":"CNN\_3","Structures":"3\*(3\*3)+128,10"}. This record does not assert independent reproduction. ### SGDM Test Cross-Entropy: 0.0487. Result ID: 69afccef6dbb7075b957e39b. [Reporting paper]() Recorded evaluation configuration: {"Nets":"CNN\_1","Structures":"2\*(3\*3)+10"}. This record does not assert independent reproduction. ### SGDM Test Cross-Entropy: 0.05. Result ID: 69afccef6dbb7075b957e3a1. [Reporting paper]() Recorded evaluation configuration: {"Nets":"CNN\_2","Structures":"3\*(3\*3)+10"}. This record does not assert independent reproduction. ### SGD Test Cross-Entropy: 0.138. Result ID: 69afccef6dbb7075b957e39a. [Reporting paper]() Recorded evaluation configuration: {"Nets":"CNN\_1","Structures":"2\*(3\*3)+10"}. This record does not assert independent reproduction. ### SGD Test Cross-Entropy: 0.17. Result ID: 69afccef6dbb7075b957e3a0. [Reporting paper]() Recorded evaluation configuration: {"Nets":"CNN\_2","Structures":"3\*(3\*3)+10"}. This record does not assert independent reproduction. ### SGD Test Cross-Entropy: 0.207. Result ID: 69afccef6dbb7075b957e3a6. [Reporting paper]() Recorded evaluation configuration: {"Nets":"CNN\_3","Structures":"3\*(3\*3)+128,10"}. This record does not assert independent reproduction. ### SSGD Test Cross-Entropy: 0.697. Result ID: 69afccef6dbb7075b957e39e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"CNN\_1","Structures":"2\*(3\*3)+10"}. This record does not assert independent reproduction. ### SSGD Test Cross-Entropy: 1.85. Result ID: 69afccef6dbb7075b957e3a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"CNN\_2","Structures":"3\*(3\*3)+10"}. This record does not assert independent reproduction. ### SSGD Test Cross-Entropy: 2.16. Result ID: 69afccef6dbb7075b957e3aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"CNN\_3","Structures":"3\*(3\*3)+128,10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.