# Image Classification on Multi-domain MNIST (train) Source: [Image Classification on Multi-domain MNIST (train)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:12.773Z Evaluation of Image Classification performance on the training split of the Multi-domain MNIST dataset, reporting accuracy under various corruption conditions (clean, noise, blur, contrast). 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) | Multi-domain MNIST (train) | | Metric | Accuracy (Clean) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 (Clean)](): Higher is better; unit: PERCENT. - [Accuracy (Noise)](): Higher is better; unit: PERCENT. - [Accuracy (Blur)](): Higher is better; unit: PERCENT. - [Accuracy (Contrast)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Clean) | Result date | Report paper | | --- | --- | --- | --- | | IRM | 99.47 | Not recorded | 697ae97aa2b28e761d87cfaf | | GroupDRO | 99.1 | Not recorded | 697ae97aa2b28e761d87cfaf | | MLDG | 98.9 | Not recorded | 697ae97aa2b28e761d87cfaf | | baseline (ERM) | 98.4 | Not recorded | 697ae97aa2b28e761d87cfaf | | MMD | 98.38 | Not recorded | 697ae97aa2b28e761d87cfaf | | PNS | 96.78 | Not recorded | 697ae97aa2b28e761d87cfaf | | PNS | 96.77 | Not recorded | 697ae97aa2b28e761d87cfaf | | PNS | 96.66 | Not recorded | 697ae97aa2b28e761d87cfaf | | CDANN | 96.23 | Not recorded | 697ae97aa2b28e761d87cfaf | | CaSN(IRM) | 95.58 | Not recorded | 697ae97aa2b28e761d87cfaf | ### IRM Accuracy (Clean): 99.47. Result ID: 699908c65698665ec46e4660. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GroupDRO Accuracy (Clean): 99.1. Result ID: 699908c65698665ec46e465d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLDG Accuracy (Clean): 98.9. Result ID: 699908c65698665ec46e4662. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### baseline (ERM) Accuracy (Clean): 98.4. Result ID: 699908c65698665ec46e4663. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMD Accuracy (Clean): 98.38. Result ID: 699908c65698665ec46e465e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PNS Accuracy (Clean): 96.78. Result ID: 699908c65698665ec46e4665. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"segment selection":"Top-3"}. This record does not assert independent reproduction. ### PNS Accuracy (Clean): 96.77. Result ID: 699908c65698665ec46e4666. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"segment selection":"Top-4"}. This record does not assert independent reproduction. ### PNS Accuracy (Clean): 96.66. Result ID: 699908c65698665ec46e4664. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"segment selection":"Top-2"}. This record does not assert independent reproduction. ### CDANN Accuracy (Clean): 96.23. Result ID: 699908c65698665ec46e465f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CaSN(IRM) Accuracy (Clean): 95.58. Result ID: 699908c65698665ec46e4661. [Reporting 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.