# Image Classification on Multi-domain MNIST (test) Source: [Image Classification on Multi-domain MNIST (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:51.985Z Evaluation of Image Classification performance on the test split of the Multi-domain MNIST dataset, reporting accuracy under various transformations (e.g., rotation, inversion). 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 (test) | | Metric | Acc (Rotated) | | 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 - [Acc (Rotated)](): Higher is better; unit: PERCENT. - [Acc (Inverted)](): Higher is better; unit: PERCENT. - [Acc (Thick)](): Higher is better; unit: PERCENT. - [Acc (Thin)](): Higher is better; unit: PERCENT. - [Avg Acc](): Higher is better; unit: PERCENT. - [Min Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc (Rotated) | Result date | Report paper | | --- | --- | --- | --- | | IRM | 97.24 | Not recorded | 697ae97aa2b28e761d87cfaf | | CaSN(IRM) | 97.13 | Not recorded | 697ae97aa2b28e761d87cfaf | | MMD | 96.52 | Not recorded | 697ae97aa2b28e761d87cfaf | | GroupDRO | 96.36 | Not recorded | 697ae97aa2b28e761d87cfaf | | MLDG | 96.04 | Not recorded | 697ae97aa2b28e761d87cfaf | | PNS | 95.86 | Not recorded | 697ae97aa2b28e761d87cfaf | | PNS | 95.64 | Not recorded | 697ae97aa2b28e761d87cfaf | | PNS | 95.52 | Not recorded | 697ae97aa2b28e761d87cfaf | | CDANN | 93.59 | Not recorded | 697ae97aa2b28e761d87cfaf | | baseline (ERM) | 92.75 | Not recorded | 697ae97aa2b28e761d87cfaf | ### IRM Acc (Rotated): 97.24. Result ID: 699908c65698665ec46e4656. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CaSN(IRM) Acc (Rotated): 97.13. Result ID: 699908c65698665ec46e4657. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMD Acc (Rotated): 96.52. Result ID: 699908c65698665ec46e4654. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GroupDRO Acc (Rotated): 96.36. Result ID: 699908c65698665ec46e4653. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLDG Acc (Rotated): 96.04. Result ID: 699908c65698665ec46e4658. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PNS Acc (Rotated): 95.86. Result ID: 699908c65698665ec46e465a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"segment selection":"Top-2"}. This record does not assert independent reproduction. ### PNS Acc (Rotated): 95.64. Result ID: 699908c65698665ec46e465c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"segment selection":"Top-4"}. This record does not assert independent reproduction. ### PNS Acc (Rotated): 95.52. Result ID: 699908c65698665ec46e465b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"segment selection":"Top-3"}. This record does not assert independent reproduction. ### CDANN Acc (Rotated): 93.59. Result ID: 699908c65698665ec46e4655. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### baseline (ERM) Acc (Rotated): 92.75. Result ID: 699908c65698665ec46e4659. [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.