# Image Classification on Fashion MNIST permutation invariant (test)

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

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

Data updated: 2026-02-26T06:06:16.556Z

Evaluation of Image Classification performance on the permutation invariant test split of the 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) | Fashion MNIST permutation invariant (test) |
| Metric | Test Error (%) |
| Unit | PERCENT |
| Direction | Lower 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

- [Test Error (%)](<https://www.sota2.com/research/sota/image-classification-on-fashion-mnist-permutation-invariant-test.md?metric=Test%20Error%20(%25)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Test Error (%) | Result date | Report paper |
| --- | --- | --- | --- |
| Exemplar prior | 9.46 | Not recorded | 68fa6b2e1e209131cea2ca0a |
| ByPE-VAE | 9.56 | Not recorded | 68fa6b2e1e209131cea2ca0a |
| Exemplar prior | 9.58 | Not recorded | 68fa6b2e1e209131cea2ca0a |
| ByPE-VAE | 9.75 | Not recorded | 68fa6b2e1e209131cea2ca0a |
| Gaussian prior | 9.98 | Not recorded | 68fa6b2e1e209131cea2ca0a |
| VampPrior | 10.03 | Not recorded | 68fa6b2e1e209131cea2ca0a |

### Exemplar prior

Test Error (%): 9.46. Result ID: 698e6a33ffc3901de09d6917.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2e1e209131cea2ca0a.md>)

Recorded evaluation configuration: {"Sampling source":"Variational Posterior"}. This record does not assert independent reproduction.

### ByPE-VAE

Test Error (%): 9.56. Result ID: 698e6a33ffc3901de09d691a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2e1e209131cea2ca0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2e1e209131cea2ca0a.md>)

[Implementation](<https://github.com/Aiqz/ByPE-VAE>)

Recorded evaluation configuration: {"Sampling source":"Prior"}. This record does not assert independent reproduction.

### Exemplar prior

Test Error (%): 9.58. Result ID: 698e6a33ffc3901de09d6919.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2e1e209131cea2ca0a.md>)

Recorded evaluation configuration: {"Sampling source":"Prior"}. This record does not assert independent reproduction.

### ByPE-VAE

Test Error (%): 9.75. Result ID: 698e6a33ffc3901de09d6918.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2e1e209131cea2ca0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2e1e209131cea2ca0a.md>)

[Implementation](<https://github.com/Aiqz/ByPE-VAE>)

Recorded evaluation configuration: {"Sampling source":"Variational Posterior"}. This record does not assert independent reproduction.

### Gaussian prior

Test Error (%): 9.98. Result ID: 698e6a33ffc3901de09d6915.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2e1e209131cea2ca0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e2d1e209131cea3e5fb.md>)

Recorded evaluation configuration: {"Sampling source":"Variational Posterior"}. This record does not assert independent reproduction.

### VampPrior

Test Error (%): 10.03. Result ID: 698e6a33ffc3901de09d6916.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2e1e209131cea2ca0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d71e209131cea1e902.md>)

Recorded evaluation configuration: {"Sampling source":"Variational Posterior"}. This record does not assert independent reproduction.

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