# Image Classification on SVHN (Label Subset Error Rate)

Source: [Image Classification on SVHN (Label Subset Error Rate)](<https://www.sota2.com/research/sota/image-classification-on-svhn-label-subset-error-rate>)

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

Data updated: 2026-02-26T05:42:21.673Z

Evaluation of standard Image Classification performance on the SVHN dataset, specifically measuring error rates when considering only subsets of 40, 250, or 1000 labels.

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 |
| Metric | Error Rate (1000 labels) |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 14 of 14 |
| 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 (1000 labels)](<https://www.sota2.com/research/sota/image-classification-on-svhn-label-subset-error-rate.md?metric=Error%20Rate%20(1000%20labels)>): Lower is better; unit: PERCENT.

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

- [Error Rate (250 labels)](<https://www.sota2.com/research/sota/image-classification-on-svhn-label-subset-error-rate.md?metric=Error%20Rate%20(250%20labels)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Error Rate (1000 labels) | Result date | Report paper |
| --- | --- | --- | --- |
| CoMatch + EPASS | 1.85 | Not recorded | 68fa70f11e209131cea4e324 |
| UDA | 1.91 | Not recorded | 68fa70f11e209131cea4e324 |
| CoMatch | 2.01 | Not recorded | 68fa70f11e209131cea4e324 |
| FixMatch | 2.02 | Not recorded | 68fa70f11e209131cea4e324 |
| AdaMatch | 2.02 | Not recorded | 68fa70f11e209131cea4e324 |
| SimMatch + EPASS | 2.02 | Not recorded | 68fa70f11e209131cea4e324 |
| SimMatch | 2.05 | Not recorded | 68fa70f11e209131cea4e324 |
| Dash | 2.08 | Not recorded | 68fa70f11e209131cea4e324 |
| SoftMatch | 2.09 | Not recorded | 68fa70f11e209131cea4e324 |
| Fully-Supervised | 2.13 | Not recorded | 68fa70f11e209131cea4e324 |
| MixMatch | 5.01 | Not recorded | 68fa70f11e209131cea4e324 |
| ReMixMatch | 5.36 | Not recorded | 68fa70f11e209131cea4e324 |
| FreeMatch | 7.56 | Not recorded | 68fa70f11e209131cea4e324 |
| FlexMatch | 7.9 | Not recorded | 68fa70f11e209131cea4e324 |

### CoMatch + EPASS

Error Rate (1000 labels): 1.85. Result ID: 699165213a6c31484907db2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

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

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

### UDA

Error Rate (1000 labels): 1.91. Result ID: 699165213a6c31484907db1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.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.

### CoMatch

Error Rate (1000 labels): 2.01. Result ID: 699165213a6c31484907db25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69751e209131cea2238f.md>)

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

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

### FixMatch

Error Rate (1000 labels): 2.02. Result ID: 699165213a6c31484907db22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

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

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

### AdaMatch

Error Rate (1000 labels): 2.02. Result ID: 699165213a6c31484907db27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea319a6.md>)

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

### SimMatch + EPASS

Error Rate (1000 labels): 2.02. Result ID: 699165213a6c31484907db2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

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

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

### SimMatch

Error Rate (1000 labels): 2.05. Result ID: 699165213a6c31484907db26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31a70.md>)

[Implementation](<https://github.com/KyleZheng1997/simmatch>)

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

### Dash

Error Rate (1000 labels): 2.08. Result ID: 699165213a6c31484907db24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aa61e209131cea2970c.md>)

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

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

### SoftMatch

Error Rate (1000 labels): 2.09. Result ID: 699165213a6c31484907db29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41dad.md>)

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

### Fully-Supervised

Error Rate (1000 labels): 2.13. Result ID: 699165213a6c31484907db2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

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

### MixMatch

Error Rate (1000 labels): 5.01. Result ID: 699165213a6c31484907db20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.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.

### ReMixMatch

Error Rate (1000 labels): 5.36. Result ID: 699165213a6c31484907db21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

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

### FreeMatch

Error Rate (1000 labels): 7.56. Result ID: 699165213a6c31484907db28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e711e209131cea3fd15.md>)

[Implementation](<https://github.com/microsoft/Semi-supervised-learning>)

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

### FlexMatch

Error Rate (1000 labels): 7.9. Result ID: 699165213a6c31484907db23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.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.

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