# Image Classification on Permuted MNIST

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

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

Data updated: 2026-05-01T07:23:01.227Z

Evaluation of standard Image Classification accuracy on the Permuted 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) | Permuted MNIST |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-permuted-mnist.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| NORACL | 79.9 | Not recorded | 69f4338855a3c32af89fd0c8 |
| NORACL | 79.4 | Not recorded | 69f4338855a3c32af89fd0c8 |
| baseline | 76 | Not recorded | 69f4338855a3c32af89fd0c8 |
| baseline | 73.3 | Not recorded | 69f4338855a3c32af89fd0c8 |
| baseline | 60.3 | Not recorded | 69f4338855a3c32af89fd0c8 |
| baseline | 56.5 | Not recorded | 69f4338855a3c32af89fd0c8 |
| baseline | 44 | Not recorded | 69f4338855a3c32af89fd0c8 |
| baseline | 41.9 | Not recorded | 69f4338855a3c32af89fd0c8 |

### NORACL

Accuracy: 79.9. Result ID: 69f453b347f34ce924d9cfb2.

[Reporting paper](<https://www.sota2.com/research/paper/69f4338855a3c32af89fd0c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4338855a3c32af89fd0c8.md>)

Recorded evaluation configuration: {"Network Depth":"1L","Params":"47.6k ± 1.6"}. This record does not assert independent reproduction.

### NORACL

Accuracy: 79.4. Result ID: 69f453b347f34ce924d9cfb6.

[Reporting paper](<https://www.sota2.com/research/paper/69f4338855a3c32af89fd0c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4338855a3c32af89fd0c8.md>)

Recorded evaluation configuration: {"Network Depth":"2L","Params":"49.2k ± 3.2"}. This record does not assert independent reproduction.

### baseline

Accuracy: 76. Result ID: 69f453b347f34ce924d9cfb1.

[Reporting paper](<https://www.sota2.com/research/paper/69f4338855a3c32af89fd0c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Network Depth":"1L","Model Scale":"large","Params":"50.8k"}. This record does not assert independent reproduction.

### baseline

Accuracy: 73.3. Result ID: 69f453b347f34ce924d9cfb5.

[Reporting paper](<https://www.sota2.com/research/paper/69f4338855a3c32af89fd0c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Network Depth":"2L","Model Scale":"large","Params":"54.9k"}. This record does not assert independent reproduction.

### baseline

Accuracy: 60.3. Result ID: 69f453b347f34ce924d9cfb0.

[Reporting paper](<https://www.sota2.com/research/paper/69f4338855a3c32af89fd0c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Network Depth":"1L","Model Scale":"medium","Params":"25.4k"}. This record does not assert independent reproduction.

### baseline

Accuracy: 56.5. Result ID: 69f453b347f34ce924d9cfb4.

[Reporting paper](<https://www.sota2.com/research/paper/69f4338855a3c32af89fd0c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Network Depth":"2L","Model Scale":"medium","Params":"26.4k"}. This record does not assert independent reproduction.

### baseline

Accuracy: 44. Result ID: 69f453b347f34ce924d9cfaf.

[Reporting paper](<https://www.sota2.com/research/paper/69f4338855a3c32af89fd0c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Network Depth":"1L","Model Scale":"small","Params":"12.7k"}. This record does not assert independent reproduction.

### baseline

Accuracy: 41.9. Result ID: 69f453b347f34ce924d9cfb3.

[Reporting paper](<https://www.sota2.com/research/paper/69f4338855a3c32af89fd0c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Network Depth":"2L","Model Scale":"small","Params":"12.9k"}. This record does not assert independent reproduction.

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