# Image Classification on MNIST (Minimum Hold-out Error)

Source: [Image Classification on MNIST (Minimum Hold-out Error)](<https://www.sota2.com/research/sota/image-classification-on-mnist-minimum-hold-out-error>)

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

Data updated: 2026-06-05T06:30:22.029Z

Evaluation of Image Classification performance on the MNIST dataset, specifically reporting the Minimum hold-out error rate.

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) | MNIST |
| Metric | Minimum Hold-out 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

- [Minimum Hold-out Error](<https://www.sota2.com/research/sota/image-classification-on-mnist-minimum-hold-out-error.md?metric=Minimum%20Hold-out%20Error>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Minimum Hold-out Error | Result date | Report paper |
| --- | --- | --- | --- |
| Chol | 36.33 | Not recorded | 68fa51e81e209131ce97715b |
| MChol | 36.33 | Not recorded | 68fa51e81e209131ce97715b |
| SVD | 36.33 | Not recorded | 68fa51e81e209131ce97715b |
| PIChol | 36.34 | Not recorded | 68fa51e81e209131ce97715b |
| t-SVD | 39.03 | Not recorded | 68fa51e81e209131ce97715b |
| r-SVD | 39.25 | Not recorded | 68fa51e81e209131ce97715b |

### Chol

Minimum Hold-out Error: 36.33. Result ID: 6a226c15fbc373592c1f9466.

[Reporting paper](<https://www.sota2.com/research/paper/68fa51e81e209131ce97715b.md>)

Recorded evaluation configuration: {"Selected λ":"0.1259"}. This record does not assert independent reproduction.

### MChol

Minimum Hold-out Error: 36.33. Result ID: 6a226c15fbc373592c1f9468.

[Reporting paper](<https://www.sota2.com/research/paper/68fa51e81e209131ce97715b.md>)

Recorded evaluation configuration: {"Selected λ":"0.1186"}. This record does not assert independent reproduction.

### SVD

Minimum Hold-out Error: 36.33. Result ID: 6a226c15fbc373592c1f9469.

[Reporting paper](<https://www.sota2.com/research/paper/68fa51e81e209131ce97715b.md>)

Recorded evaluation configuration: {"Selected λ":"0.1259"}. This record does not assert independent reproduction.

### PIChol

Minimum Hold-out Error: 36.34. Result ID: 6a226c15fbc373592c1f9467.

[Reporting paper](<https://www.sota2.com/research/paper/68fa51e81e209131ce97715b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa51e81e209131ce97715b.md>)

Recorded evaluation configuration: {"Selected λ":"0.1"}. This record does not assert independent reproduction.

### t-SVD

Minimum Hold-out Error: 39.03. Result ID: 6a226c15fbc373592c1f946a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa51e81e209131ce97715b.md>)

Recorded evaluation configuration: {"Selected λ":"0.1259"}. This record does not assert independent reproduction.

### r-SVD

Minimum Hold-out Error: 39.25. Result ID: 6a226c15fbc373592c1f946b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa51e81e209131ce97715b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa50e21e209131ce96efec.md>)

Recorded evaluation configuration: {"Selected λ":"0.3162"}. This record does not assert independent reproduction.

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