# Image Classification on Colored Fashion MNIST (test)

Source: [Image Classification on Colored Fashion MNIST (test)](<https://www.sota2.com/research/sota/image-classification-on-colored-fashion-mnist-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:27:36.708Z

Evaluation of Image Classification performance on the test split of the Colored Fashion MNIST dataset.

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) | Colored Fashion MNIST (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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](<https://www.sota2.com/research/sota/image-classification-on-colored-fashion-mnist-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| OPTIMAL | 75 | Not recorded | 68fa67361e209131cea14d1e |
| ERM GRAYSCALE | 74.67 | Not recorded | 68fa67361e209131cea14d1e |
| V-IRM GAME | 70.19 | Not recorded | 68fa67361e209131cea14d1e |
| F-IRM GAME | 69.25 | Not recorded | 68fa67361e209131cea14d1e |
| IRM | 55.25 | Not recorded | 68fa67361e209131cea14d1e |
| ERM 1 | 33.34 | Not recorded | 68fa67361e209131cea14d1e |
| ROBUST MIN MAX | 29.22 | Not recorded | 68fa67361e209131cea14d1e |
| ERM | 22.46 | Not recorded | 68fa67361e209131cea14d1e |
| ERM 2 | 13.16 | Not recorded | 68fa67361e209131cea14d1e |

### OPTIMAL

Accuracy: 75. Result ID: 698d1f2e8b517eb4331f2af0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d1e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ERM GRAYSCALE

Accuracy: 74.67. Result ID: 698d1f2e8b517eb4331f2aef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d1e.md>)

Recorded evaluation configuration: {"data\_preprocessing":"grayscale"}. This record does not assert independent reproduction.

### V-IRM GAME

Accuracy: 70.19. Result ID: 698d1f2e8b517eb4331f2aed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d1e.md>)

[Implementation](<https://github.com/IBM/IRM-games>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### F-IRM GAME

Accuracy: 69.25. Result ID: 698d1f2e8b517eb4331f2aec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d1e.md>)

[Implementation](<https://github.com/IBM/IRM-games>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### IRM

Accuracy: 55.25. Result ID: 698d1f2e8b517eb4331f2aee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673c1e209131cea15133.md>)

[Implementation](<https://github.com/facebookresearch/InvariantRiskMinimization>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ERM 1

Accuracy: 33.34. Result ID: 698d1f2e8b517eb4331f2ae9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d1e.md>)

Recorded evaluation configuration: {"environment":"1"}. This record does not assert independent reproduction.

### ROBUST MIN MAX

Accuracy: 29.22. Result ID: 698d1f2e8b517eb4331f2aeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d1e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ERM

Accuracy: 22.46. Result ID: 698d1f2e8b517eb4331f2ae8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d1e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ERM 2

Accuracy: 13.16. Result ID: 698d1f2e8b517eb4331f2aea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d1e.md>)

Recorded evaluation configuration: {"environment":"2"}. This record does not assert independent reproduction.

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