# Image Classification on Permuted MNIST 9 (test)

Source: [Image Classification on Permuted MNIST 9 (test)](<https://www.sota2.com/research/sota/image-classification-on-permuted-mnist-9-test>)

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

Data updated: 2026-02-26T05:28:31.604Z

Evaluation of standard Image Classification accuracy on the test split of the Permuted MNIST 9 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 | Classification |
| Dataset (including any stated split) | Permuted MNIST 9 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-9-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ODDL-S | 83.56 | Not recorded | 68fa6da01e209131cea3af42 |
| ODDL | 82.33 | Not recorded | 68fa6da01e209131cea3af42 |
| CNDPM | 80.68 | Not recorded | 68fa6da01e209131cea3af42 |
| MIR+GMED | 79.25 | Not recorded | 68fa6da01e209131cea3af42 |
| MIR | 79.13 | Not recorded | 68fa6da01e209131cea3af42 |
| ER + GMED | 78.86 | Not recorded | 68fa6da01e209131cea3af42 |
| ER | 78.11 | Not recorded | 68fa6da01e209131cea3af42 |

### ODDL-S

Accuracy: 83.56. Result ID: 698faf923a6c314849fb1aaf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Implementation](<https://dtuzi123.github.io/ODDL/>)

Recorded evaluation configuration: {"lambda":"1.5"}. This record does not assert independent reproduction.

### ODDL

Accuracy: 82.33. Result ID: 698faf923a6c314849fb1aae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Implementation](<https://dtuzi123.github.io/ODDL/>)

Recorded evaluation configuration: {"lambda":"1.5"}. This record does not assert independent reproduction.

### CNDPM

Accuracy: 80.68. Result ID: 698faf923a6c314849fb1aad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc85.md>)

Recorded evaluation configuration: {"lambda":"1.5"}. This record does not assert independent reproduction.

### MIR+GMED

Accuracy: 79.25. Result ID: 698faf923a6c314849fb1aab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc85.md>)

Recorded evaluation configuration: {"lambda":"1.5"}. This record does not assert independent reproduction.

### MIR

Accuracy: 79.13. Result ID: 698faf923a6c314849fb1aac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66921e209131cea10fde.md>)

Recorded evaluation configuration: {"lambda":"1.5"}. This record does not assert independent reproduction.

### ER + GMED

Accuracy: 78.86. Result ID: 698faf923a6c314849fb1aaa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc85.md>)

Recorded evaluation configuration: {"lambda":"1.5"}. This record does not assert independent reproduction.

### ER

Accuracy: 78.11. Result ID: 698faf923a6c314849fb1aa9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b71e209131cea120af.md>)

Recorded evaluation configuration: {"lambda":"1.5"}. This record does not assert independent reproduction.

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