# Image Classification on Rotated MNIST (in-domain)

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

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

Data updated: 2026-02-26T05:28:09.028Z

Evaluation of Image Classification performance on the in-domain split of the Rotated 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 MNIST (in-domain) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-mnist-in-domain.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Single sample generalization | 98.9 | Not recorded | 68fa6bda1e209131cea309d2 |
| CSD | 98.4 | Not recorded | 68fa67511e209131cea15659 |
| Piratla et al. | 98.4 | Not recorded | 68fa6bda1e209131cea309d2 |
| ERM | 98.3 | Not recorded | 68fa67511e209131cea15659 |
| MASF | 98.2 | Not recorded | 68fa67511e209131cea15659 |
| Dou et al. | 98.2 | Not recorded | 68fa6bda1e209131cea309d2 |

### Single sample generalization

Accuracy: 98.9. Result ID: 698ea599ffc3901de09f6e6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bda1e209131cea309d2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bda1e209131cea309d2.md>)

[Implementation](<https://github.com/zzzx1224/SingleSampleGeneralization-ICLR2022>)

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

### CSD

Accuracy: 98.4. Result ID: 698d294a8b517eb4331f7500.

[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.

### Piratla et al.

Accuracy: 98.4. Result ID: 698ea599ffc3901de09f6e6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bda1e209131cea309d2.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: 98.3. Result ID: 698d294a8b517eb4331f74fe.

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

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

### MASF

Accuracy: 98.2. Result ID: 698d294a8b517eb4331f74ff.

[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.

### Dou et al.

Accuracy: 98.2. Result ID: 698ea599ffc3901de09f6e6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bda1e209131cea309d2.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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