# Image Classification on Rotated Fashion-MNIST (in-domain)

Source: [Image Classification on Rotated Fashion-MNIST (in-domain)](<https://www.sota2.com/research/sota/image-classification-on-rotated-fashion-mnist-in-domain>)

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

Data updated: 2026-02-26T05:27:37.240Z

Evaluation of Image Classification performance on the in-domain split of the Rotated Fashion-MNIST dataset, reporting 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) | Rotated Fashion-MNIST (in-domain) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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-rotated-fashion-mnist-in-domain.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CSD | 89.7 | Not recorded | 68fa67511e209131cea15659 |
| ERM | 89.5 | Not recorded | 68fa67511e209131cea15659 |
| MASF | 86.9 | Not recorded | 68fa67511e209131cea15659 |

### CSD

Accuracy: 89.7. Result ID: 698d294a8b517eb4331f7506.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67511e209131cea15659.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67511e209131cea15659.md>)

[Implementation](<https://github.com/vihari/CSD>)

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

### ERM

Accuracy: 89.5. Result ID: 698d294a8b517eb4331f7504.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67511e209131cea15659.md>)

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

### MASF

Accuracy: 86.9. Result ID: 698d294a8b517eb4331f7505.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67511e209131cea15659.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66931e209131cea1101b.md>)

[Implementation](<https://github.com/biomedia-mira/masf>)

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

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