# Image Classification on SVHN 40 labels (test)

Source: [Image Classification on SVHN 40 labels (test)](<https://www.sota2.com/research/sota/image-classification-on-svhn-40-labels-test>)

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

Data updated: 2026-02-26T05:42:16.072Z

Evaluation of Image Classification performance on the test split of the 40-label subset of the SVHN 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) | SVHN 40 labels (test) |
| Metric | Error Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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

- [Error Rate](<https://www.sota2.com/research/sota/image-classification-on-svhn-40-labels-test.md?metric=Error%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| FixMatch | 3.81 | Not recorded | 68fa6bbb1e209131cea2ff1d |
| UDA | 5.12 | Not recorded | 68fa6bbb1e209131cea2ff1d |
| FlexMatch | 8.19 | Not recorded | 68fa6bbb1e209131cea2ff1d |
| ReMixMatch | 24.04 | Not recorded | 68fa6bbb1e209131cea2ff1d |
| MixMatch | 30.6 | Not recorded | 68fa6bbb1e209131cea2ff1d |
| Mean Teacher | 36.09 | Not recorded | 68fa6bbb1e209131cea2ff1d |
| Pseudo-Labeling | 64.61 | Not recorded | 68fa6bbb1e209131cea2ff1d |
| Π-Model | 67.48 | Not recorded | 68fa6bbb1e209131cea2ff1d |
| VAT | 74.75 | Not recorded | 68fa6bbb1e209131cea2ff1d |

### FixMatch

Error Rate: 3.81. Result ID: 698ea134ffc3901de09f4626.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bbb1e209131cea2ff1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d61e209131cea1e896.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UDA

Error Rate: 5.12. Result ID: 698ea134ffc3901de09f4625.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bbb1e209131cea2ff1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a61e209131cea1d69a.md>)

[Implementation](<https://github.com/google-research/uda>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FlexMatch

Error Rate: 8.19. Result ID: 698ea134ffc3901de09f4627.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bbb1e209131cea2ff1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bbb1e209131cea2ff1d.md>)

[Implementation](<https://github.com/TorchSSL/TorchSSL>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ReMixMatch

Error Rate: 24.04. Result ID: 698ea134ffc3901de09f4624.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bbb1e209131cea2ff1d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MixMatch

Error Rate: 30.6. Result ID: 698ea134ffc3901de09f4623.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bbb1e209131cea2ff1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66961e209131cea11261.md>)

[Implementation](<https://github.com/google-research/mixmatch>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Mean Teacher

Error Rate: 36.09. Result ID: 698ea134ffc3901de09f4622.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bbb1e209131cea2ff1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64481e209131cea03b45.md>)

[Implementation](<https://github.com/CuriousAI/mean-teacher>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Pseudo-Labeling

Error Rate: 64.61. Result ID: 698ea134ffc3901de09f4620.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bbb1e209131cea2ff1d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Π-Model

Error Rate: 67.48. Result ID: 698ea134ffc3901de09f461f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bbb1e209131cea2ff1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62301e209131ce9f8132.md>)

[Implementation](<https://github.com/arasmus/ladder>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VAT

Error Rate: 74.75. Result ID: 698ea134ffc3901de09f4621.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bbb1e209131cea2ff1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64891e209131cea054b5.md>)

[Implementation](<https://github.com/takerum/vat_tf>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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