# Image Classification on CIFAR10 permutation invariant (test)

Source: [Image Classification on CIFAR10 permutation invariant (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-permutation-invariant-test>)

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

Data updated: 2026-02-26T06:06:16.570Z

Evaluation of Image Classification performance on the permutation invariant version of the CIFAR-10 test set.

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) | CIFAR10 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-cifar10-permutation-invariant-test.md?metric=Test%20Error%20(%25)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Test Error (%) | Result date | Report paper |
| --- | --- | --- | --- |
| ByPE-VAE | 0.466 | Not recorded | 68fa6b2e1e209131cea2ca0a |
| Exemplar prior | 0.472 | Not recorded | 68fa6b2e1e209131cea2ca0a |
| ByPE-VAE | 0.49 | Not recorded | 68fa6b2e1e209131cea2ca0a |
| Exemplar prior | 0.4959 | Not recorded | 68fa6b2e1e209131cea2ca0a |
| Gaussian prior | 0.5007 | Not recorded | 68fa6b2e1e209131cea2ca0a |
| VampPrior | 0.5074 | Not recorded | 68fa6b2e1e209131cea2ca0a |

### ByPE-VAE

Test Error (%): 0.466. Result ID: 698e6a33ffc3901de09d6920.

[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 (%): 0.472. Result ID: 698e6a33ffc3901de09d691f.

[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 (%): 0.49. Result ID: 698e6a33ffc3901de09d691e.

[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.

### Exemplar prior

Test Error (%): 0.4959. Result ID: 698e6a33ffc3901de09d691d.

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

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

### Gaussian prior

Test Error (%): 0.5007. Result ID: 698e6a33ffc3901de09d691b.

[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 (%): 0.5074. Result ID: 698e6a33ffc3901de09d691c.

[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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