# Image Classification on SVHN (Small)

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

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

Data updated: 2026-06-02T11:37:08.859Z

Image Classification performance evaluation on the SVHN (Small) subset, reporting PM and GM metrics.

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 (Small) |
| Metric | General Metric (GM) |
| 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

- [General Metric (GM)](<https://www.sota2.com/research/sota/image-classification-on-svhn-small.md?metric=General%20Metric%20(GM)>): Higher is better; unit: PERCENT.

- [Primary Metric (PM)](<https://www.sota2.com/research/sota/image-classification-on-svhn-small.md?metric=Primary%20Metric%20(PM)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | General Metric (GM) | Result date | Report paper |
| --- | --- | --- | --- |
| Fedprox | 53.91 | Not recorded | 68fa6eb11e209131cea41815 |
| FedAvg | 53.81 | Not recorded | 68fa6eb11e209131cea41815 |
| HeurFedAMP | 53.62 | Not recorded | 68fa6eb11e209131cea41815 |
| pFedBayes | 51.15 | Not recorded | 68fa6eb11e209131cea41815 |
| pFedBayes | 50.9 | Not recorded | 68fa6eb11e209131cea41815 |
| pFedMe | 42.93 | Not recorded | 68fa6eb11e209131cea41815 |

### Fedprox

General Metric (GM): 53.91. Result ID: 6a1ebffcfbc373592c1a0ddf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67701e209131cea163fe.md>)

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

### FedAvg

General Metric (GM): 53.81. Result ID: 6a1ebffcfbc373592c1a0dde.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e761e209131cea40072.md>)

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

### HeurFedAMP

General Metric (GM): 53.62. Result ID: 6a1ebffcfbc373592c1a0de2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b6d1e209131cea2e472.md>)

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

### pFedBayes

General Metric (GM): 51.15. Result ID: 6a1ebffcfbc373592c1a0de4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

Recorded evaluation configuration: {"Global rounds":"800"}. This record does not assert independent reproduction.

### pFedBayes

General Metric (GM): 50.9. Result ID: 6a1ebffcfbc373592c1a0de3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

Recorded evaluation configuration: {"Global rounds":"400"}. This record does not assert independent reproduction.

### pFedMe

General Metric (GM): 42.93. Result ID: 6a1ebffcfbc373592c1a0de1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f6fd.md>)

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

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