# Image Classification on MNIST to MNIST-M Source: [Image Classification on MNIST to MNIST-M]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:51.684Z Evaluation of Image Classification performance on the MNIST-M domain adaptation dataset, typically reporting classification 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 to MNIST-M | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 | | --- | --- | --- | --- | | Target-only | 98.7 | Not recorded | 68fa62b91e209131ce9fade7 | | DRANet | 98.7 | Not recorded | 68fa699f1e209131cea232b7 | | DRANet | 98.3 | Not recorded | 68fa699f1e209131cea232b7 | | pixelDA | 98.2 | Not recorded | 68fa699f1e209131cea232b7 | | Target Only | 96.2 | Not recorded | 68fa699f1e209131cea232b7 | | DSN w/ DANN | 83.2 | Not recorded | 68fa62b91e209131ce9fade7 | | DSN | 83.2 | Not recorded | 68fa699f1e209131cea232b7 | | DSN w/ MMD | 80.5 | Not recorded | 68fa62b91e209131ce9fade7 | | DANN | 77.4 | Not recorded | 68fa62b91e209131ce9fade7 | | DANN | 77.4 | Not recorded | 68fa699f1e209131cea232b7 | | MMD | 76.9 | Not recorded | 68fa62b91e209131ce9fade7 | | Source Only | 62.5 | Not recorded | 68fa699f1e209131cea232b7 | | CoGAN | 62 | Not recorded | 68fa699f1e209131cea232b7 | | CORAL | 57.7 | Not recorded | 68fa62b91e209131ce9fade7 | | Source-only | 56.6 | Not recorded | 68fa62b91e209131ce9fade7 | ### Target-only Accuracy: 98.7. Result ID: 698be0f1ecace47ef5598ccc. [Reporting paper]() Recorded evaluation configuration: {"adaptation":"none","trained\_on":"target domain"}. This record does not assert independent reproduction. ### DRANet Accuracy: 98.7. Result ID: 698dc9a98b517eb43323bd01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Directionality":"Bi-directional"}. This record does not assert independent reproduction. ### DRANet Accuracy: 98.3. Result ID: 698dc9a98b517eb43323bd02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Directionality":"Tri-directional"}. This record does not assert independent reproduction. ### pixelDA Accuracy: 98.2. Result ID: 698dc9a98b517eb43323bd00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Target Only Accuracy: 96.2. Result ID: 698dc9a98b517eb43323bd03. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Target Only"}. This record does not assert independent reproduction. ### DSN w/ DANN Accuracy: 83.2. Result ID: 698be0f1ecace47ef5598ccb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"adaptation\_loss":"DANN"}. This record does not assert independent reproduction. ### DSN Accuracy: 83.2. Result ID: 698dc9a98b517eb43323bcfe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSN w/ MMD Accuracy: 80.5. Result ID: 698be0f1ecace47ef5598cca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"adaptation\_loss":"MMD"}. This record does not assert independent reproduction. ### DANN Accuracy: 77.4. Result ID: 698be0f1ecace47ef5598cc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"implementation":"replicated"}. This record does not assert independent reproduction. ### DANN Accuracy: 77.4. Result ID: 698dc9a98b517eb43323bcfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMD Accuracy: 76.9. Result ID: 698be0f1ecace47ef5598cc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Source Only Accuracy: 62.5. Result ID: 698dc9a98b517eb43323bcfc. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Source Only"}. This record does not assert independent reproduction. ### CoGAN Accuracy: 62. Result ID: 698dc9a98b517eb43323bcff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CORAL Accuracy: 57.7. Result ID: 698be0f1ecace47ef5598cc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Source-only Accuracy: 56.6. Result ID: 698be0f1ecace47ef5598cc6. [Reporting paper]() Recorded evaluation configuration: {"adaptation":"none","trained\_on":"source domain"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.