# Image Classification on SVHN (test) (Top-1 Error Rate)

Source: [Image Classification on SVHN (test) (Top-1 Error Rate)](<https://www.sota2.com/research/sota/image-classification-on-svhn-test-top-1-error-rate>)

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

Data updated: 2026-02-26T06:07:19.609Z

Evaluation of standard Image Classification performance on the test split of the SVHN dataset, reporting the Top-1 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) | SVHN (test) |
| Metric | Top-1 Error Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 31 of 31 |
| 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

- [Top-1 Error Rate](<https://www.sota2.com/research/sota/image-classification-on-svhn-test-top-1-error-rate.md?metric=Top-1%20Error%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Dash (RA) | 2.03 | Not recorded | 68fa6aa61e209131cea2970c |
| Dash (CTA) | 2.14 | Not recorded | 68fa6aa61e209131cea2970c |
| Dash (RA) | 2.17 | Not recorded | 68fa6aa61e209131cea2970c |
| FixMatch (RA) | 2.28 | Not recorded | 68fa6aa61e209131cea2970c |
| RYS (UDA) | 2.32 | Not recorded | 68fa6aa61e209131cea2970c |
| RYS (FixMatch) | 2.34 | Not recorded | 68fa6aa61e209131cea2970c |
| FixMatch (CTA) | 2.36 | Not recorded | 68fa6aa61e209131cea2970c |
| Dash (CTA) | 2.38 | Not recorded | 68fa6aa61e209131cea2970c |
| RYS (UDA) | 2.45 | Not recorded | 68fa6aa61e209131cea2970c |
| UDA | 2.46 | Not recorded | 68fa6aa61e209131cea2970c |
| FixMatch (RA) | 2.48 | Not recorded | 68fa6aa61e209131cea2970c |
| RYS (FixMatch) | 2.63 | Not recorded | 68fa6aa61e209131cea2970c |
| FixMatch (CTA) | 2.64 | Not recorded | 68fa6aa61e209131cea2970c |
| ReMixMatch | 2.65 | Not recorded | 68fa6aa61e209131cea2970c |
| ReMixMatch | 2.92 | Not recorded | 68fa6aa61e209131cea2970c |
| Dash (RA) | 3.03 | Not recorded | 68fa6aa61e209131cea2970c |
| Dash (CTA) | 3.14 | Not recorded | 68fa6aa61e209131cea2970c |
| ReMixMatch | 3.34 | Not recorded | 68fa6aa61e209131cea2970c |
| Mean Teacher | 3.42 | Not recorded | 68fa6aa61e209131cea2970c |
| MixMatch | 3.5 | Not recorded | 68fa6aa61e209131cea2970c |
| Mean Teacher | 3.57 | Not recorded | 68fa6aa61e209131cea2970c |
| FixMatch (RA) | 3.96 | Not recorded | 68fa6aa61e209131cea2970c |
| MixMatch | 3.98 | Not recorded | 68fa6aa61e209131cea2970c |
| UDA | 5.69 | Not recorded | 68fa6aa61e209131cea2970c |
| Pi-Model | 7.54 | Not recorded | 68fa6aa61e209131cea2970c |
| FixMatch (CTA) | 7.65 | Not recorded | 68fa6aa61e209131cea2970c |
| Pseudo-Labeling | 9.94 | Not recorded | 68fa6aa61e209131cea2970c |
| Pi-Model | 18.96 | Not recorded | 68fa6aa61e209131cea2970c |
| Pseudo-Labeling | 20.21 | Not recorded | 68fa6aa61e209131cea2970c |
| MixMatch | 42.55 | Not recorded | 68fa6aa61e209131cea2970c |
| UDA | 52.63 | Not recorded | 68fa6aa61e209131cea2970c |

### Dash (RA)

Top-1 Error Rate: 2.03. Result ID: 699ac9465698665ec457bf26.

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

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

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

Recorded evaluation configuration: {"Number of labels":"1000","Backbone":"Wide ResNet-28-2","Augmentation strategy":"RandAugment"}. This record does not assert independent reproduction.

### Dash (CTA)

Top-1 Error Rate: 2.14. Result ID: 699ac9465698665ec457bf20.

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

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

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

Recorded evaluation configuration: {"Number of labels":"1000","Backbone":"Wide ResNet-28-2","Augmentation strategy":"CTAugment"}. This record does not assert independent reproduction.

### Dash (RA)

Top-1 Error Rate: 2.17. Result ID: 699ac9465698665ec457bf25.

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

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

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

Recorded evaluation configuration: {"Number of labels":"250","Backbone":"Wide ResNet-28-2","Augmentation strategy":"RandAugment"}. This record does not assert independent reproduction.

### FixMatch (RA)

Top-1 Error Rate: 2.28. Result ID: 699ac9465698665ec457bf23.

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

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

Recorded evaluation configuration: {"Number of labels":"1000","Backbone":"Wide ResNet-28-2","Augmentation strategy":"RandAugment"}. This record does not assert independent reproduction.

### RYS (UDA)

Top-1 Error Rate: 2.32. Result ID: 699ac9465698665ec457bf18.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa689e1e209131cea1d223.md>)

Recorded evaluation configuration: {"Number of labels":"1000","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### RYS (FixMatch)

Top-1 Error Rate: 2.34. Result ID: 699ac9465698665ec457bf1a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa689e1e209131cea1d223.md>)

Recorded evaluation configuration: {"Number of labels":"1000","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### FixMatch (CTA)

Top-1 Error Rate: 2.36. Result ID: 699ac9465698665ec457bf1d.

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

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

Recorded evaluation configuration: {"Number of labels":"1000","Backbone":"Wide ResNet-28-2","Augmentation strategy":"CTAugment"}. This record does not assert independent reproduction.

### Dash (CTA)

Top-1 Error Rate: 2.38. Result ID: 699ac9465698665ec457bf1f.

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

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

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

Recorded evaluation configuration: {"Number of labels":"250","Backbone":"Wide ResNet-28-2","Augmentation strategy":"CTAugment"}. This record does not assert independent reproduction.

### RYS (UDA)

Top-1 Error Rate: 2.45. Result ID: 699ac9465698665ec457bf17.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa689e1e209131cea1d223.md>)

Recorded evaluation configuration: {"Number of labels":"250","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### UDA

Top-1 Error Rate: 2.46. Result ID: 699ac9465698665ec457bf13.

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

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

Recorded evaluation configuration: {"Number of labels":"1000","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### FixMatch (RA)

Top-1 Error Rate: 2.48. Result ID: 699ac9465698665ec457bf22.

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

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

Recorded evaluation configuration: {"Number of labels":"250","Backbone":"Wide ResNet-28-2","Augmentation strategy":"RandAugment"}. This record does not assert independent reproduction.

### RYS (FixMatch)

Top-1 Error Rate: 2.63. Result ID: 699ac9465698665ec457bf19.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa689e1e209131cea1d223.md>)

Recorded evaluation configuration: {"Number of labels":"250","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### FixMatch (CTA)

Top-1 Error Rate: 2.64. Result ID: 699ac9465698665ec457bf1c.

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

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

Recorded evaluation configuration: {"Number of labels":"250","Backbone":"Wide ResNet-28-2","Augmentation strategy":"CTAugment"}. This record does not assert independent reproduction.

### ReMixMatch

Top-1 Error Rate: 2.65. Result ID: 699ac9465698665ec457bf16.

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

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

Recorded evaluation configuration: {"Number of labels":"1000","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### ReMixMatch

Top-1 Error Rate: 2.92. Result ID: 699ac9465698665ec457bf15.

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

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

Recorded evaluation configuration: {"Number of labels":"250","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### Dash (RA)

Top-1 Error Rate: 3.03. Result ID: 699ac9465698665ec457bf24.

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

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

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

Recorded evaluation configuration: {"Number of labels":"40","Backbone":"Wide ResNet-28-2","Augmentation strategy":"RandAugment"}. This record does not assert independent reproduction.

### Dash (CTA)

Top-1 Error Rate: 3.14. Result ID: 699ac9465698665ec457bf1e.

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

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

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

Recorded evaluation configuration: {"Number of labels":"40","Backbone":"Wide ResNet-28-2","Augmentation strategy":"CTAugment"}. This record does not assert independent reproduction.

### ReMixMatch

Top-1 Error Rate: 3.34. Result ID: 699ac9465698665ec457bf14.

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

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

Recorded evaluation configuration: {"Number of labels":"40","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### Mean Teacher

Top-1 Error Rate: 3.42. Result ID: 699ac9465698665ec457bf0d.

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

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

Recorded evaluation configuration: {"Number of labels":"1000","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### MixMatch

Top-1 Error Rate: 3.5. Result ID: 699ac9465698665ec457bf10.

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

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

Recorded evaluation configuration: {"Number of labels":"1000","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### Mean Teacher

Top-1 Error Rate: 3.57. Result ID: 699ac9465698665ec457bf0c.

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

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

Recorded evaluation configuration: {"Number of labels":"250","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### FixMatch (RA)

Top-1 Error Rate: 3.96. Result ID: 699ac9465698665ec457bf21.

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

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

Recorded evaluation configuration: {"Number of labels":"40","Backbone":"Wide ResNet-28-2","Augmentation strategy":"RandAugment"}. This record does not assert independent reproduction.

### MixMatch

Top-1 Error Rate: 3.98. Result ID: 699ac9465698665ec457bf0f.

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

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

Recorded evaluation configuration: {"Number of labels":"250","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### UDA

Top-1 Error Rate: 5.69. Result ID: 699ac9465698665ec457bf12.

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

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

Recorded evaluation configuration: {"Number of labels":"250","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### Pi-Model

Top-1 Error Rate: 7.54. Result ID: 699ac9465698665ec457bf09.

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

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

Recorded evaluation configuration: {"Number of labels":"1000","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### FixMatch (CTA)

Top-1 Error Rate: 7.65. Result ID: 699ac9465698665ec457bf1b.

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

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

Recorded evaluation configuration: {"Number of labels":"40","Backbone":"Wide ResNet-28-2","Augmentation strategy":"CTAugment"}. This record does not assert independent reproduction.

### Pseudo-Labeling

Top-1 Error Rate: 9.94. Result ID: 699ac9465698665ec457bf0b.

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

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

Recorded evaluation configuration: {"Number of labels":"1000","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### Pi-Model

Top-1 Error Rate: 18.96. Result ID: 699ac9465698665ec457bf08.

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

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

Recorded evaluation configuration: {"Number of labels":"250","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### Pseudo-Labeling

Top-1 Error Rate: 20.21. Result ID: 699ac9465698665ec457bf0a.

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

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

Recorded evaluation configuration: {"Number of labels":"250","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### MixMatch

Top-1 Error Rate: 42.55. Result ID: 699ac9465698665ec457bf0e.

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

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

Recorded evaluation configuration: {"Number of labels":"40","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

### UDA

Top-1 Error Rate: 52.63. Result ID: 699ac9465698665ec457bf11.

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

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

Recorded evaluation configuration: {"Number of labels":"40","Backbone":"Wide ResNet-28-2"}. This record does not assert independent reproduction.

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