# Image Classification on ColoredMNIST (CMNIST) (test) Source: [Image Classification on ColoredMNIST (CMNIST) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:03.338Z Evaluation of Image Classification performance on the test split of the Colored MNIST dataset, referencing the CMNIST variant. 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) | ColoredMNIST (CMNIST) (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 | | --- | --- | --- | --- | | Oracle | 72.1 | Not recorded | 68fa70621e209131cea4aca2 | | V-REX | 71.6 | Not recorded | 68fa70621e209131cea4aca2 | | EQRM | 71.4 | Not recorded | 68fa70621e209131cea4aca2 | | SD | 70.3 | Not recorded | 68fa70621e209131cea4aca2 | | IRM | 69.7 | Not recorded | 68fa70621e209131cea4aca2 | | IGA | 57.7 | Not recorded | 68fa70621e209131cea4aca2 | | V-REX | 55.2 | Not recorded | 68fa70621e209131cea4aca2 | | EQRM | 53.4 | Not recorded | 68fa70621e209131cea4aca2 | | IRM | 52.5 | Not recorded | 68fa70621e209131cea4aca2 | | IRM | 51.8 | Not recorded | 68fa6b4e1e209131cea2d7b7 | | MILe | 51.8 | Not recorded | 68fa6b4e1e209131cea2d7b7 | | ERM | 51.6 | Not recorded | 68fa6b4e1e209131cea2d7b7 | | REx | 51.6 | Not recorded | 68fa6b4e1e209131cea2d7b7 | | IGA | 50.7 | Not recorded | 68fa70621e209131cea4aca2 | | SD | 49.4 | Not recorded | 68fa70621e209131cea4aca2 | | GrpDRO | 29 | Not recorded | 68fa70621e209131cea4aca2 | | ERM | 27.9 | Not recorded | 68fa70621e209131cea4aca2 | | ERM | 27.9 | Not recorded | 68fa70621e209131cea4aca2 | | GrpDRO | 27.3 | Not recorded | 68fa70621e209131cea4aca2 | ### Oracle Accuracy: 72.1. Result ID: 699117683a6c314849059cdc. [Reporting paper]() Recorded evaluation configuration: {"Initialization":"Combined"}. This record does not assert independent reproduction. ### V-REX Accuracy: 71.6. Result ID: 699117683a6c314849059cd9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"ERM"}. This record does not assert independent reproduction. ### EQRM Accuracy: 71.4. Result ID: 699117683a6c314849059cdb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"ERM"}. This record does not assert independent reproduction. ### SD Accuracy: 70.3. Result ID: 699117683a6c314849059cd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Initialization":"ERM"}. This record does not assert independent reproduction. ### IRM Accuracy: 69.7. Result ID: 699117683a6c314849059cd1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"ERM"}. This record does not assert independent reproduction. ### IGA Accuracy: 57.7. Result ID: 699117683a6c314849059cd7. [Reporting paper]() Recorded evaluation configuration: {"Initialization":"ERM"}. This record does not assert independent reproduction. ### V-REX Accuracy: 55.2. Result ID: 699117683a6c314849059cd8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"Rand."}. This record does not assert independent reproduction. ### EQRM Accuracy: 53.4. Result ID: 699117683a6c314849059cda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"Rand."}. This record does not assert independent reproduction. ### IRM Accuracy: 52.5. Result ID: 699117683a6c314849059cd0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"Rand."}. This record does not assert independent reproduction. ### IRM Accuracy: 51.8. Result ID: 698e7c58ffc3901de09dfe17. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MILe Accuracy: 51.8. Result ID: 698e7c58ffc3901de09dfe19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ERM Accuracy: 51.6. Result ID: 698e7c58ffc3901de09dfe16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### REx Accuracy: 51.6. Result ID: 698e7c58ffc3901de09dfe18. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IGA Accuracy: 50.7. Result ID: 699117683a6c314849059cd6. [Reporting paper]() Recorded evaluation configuration: {"Initialization":"Rand."}. This record does not assert independent reproduction. ### SD Accuracy: 49.4. Result ID: 699117683a6c314849059cd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Initialization":"Rand."}. This record does not assert independent reproduction. ### GrpDRO Accuracy: 29. Result ID: 699117683a6c314849059cd3. [Reporting paper]() Recorded evaluation configuration: {"Initialization":"ERM"}. This record does not assert independent reproduction. ### ERM Accuracy: 27.9. Result ID: 699117683a6c314849059cce. [Reporting paper]() Recorded evaluation configuration: {"Initialization":"Rand."}. This record does not assert independent reproduction. ### ERM Accuracy: 27.9. Result ID: 699117683a6c314849059ccf. [Reporting paper]() Recorded evaluation configuration: {"Initialization":"ERM"}. This record does not assert independent reproduction. ### GrpDRO Accuracy: 27.3. Result ID: 699117683a6c314849059cd2. [Reporting paper]() Recorded evaluation configuration: {"Initialization":"Rand."}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.