# Image Classification on Digit-Five 50 clients (test)

Source: [Image Classification on Digit-Five 50 clients (test)](<https://www.sota2.com/research/sota/image-classification-on-digit-five-50-clients-test>)

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

Data updated: 2026-02-26T06:06:12.272Z

Evaluation of Image Classification performance on the test split of the Digit-Five dataset configured across 50 clients, typically measured by average test accuracy.

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) | Digit-Five 50 clients (test) |
| Metric | Test Accuracy |
| 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

- [Test Accuracy](<https://www.sota2.com/research/sota/image-classification-on-digit-five-50-clients-test.md?metric=Test%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Test Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| pFedVEM | 92.7 | Not recorded | 68fa6f641e209131cea4543e |
| pFedME | 91.2 | Not recorded | 68fa6f641e209131cea4543e |
| pFedBayes | 90.9 | Not recorded | 68fa6f641e209131cea4543e |
| pFedVEM | 86.6 | Not recorded | 68fa6f641e209131cea4543e |
| FedProx | 86.2 | Not recorded | 68fa6f641e209131cea4543e |
| pFedME | 85.6 | Not recorded | 68fa6f641e209131cea4543e |
| pFedBayes | 74.8 | Not recorded | 68fa6f641e209131cea4543e |

### pFedVEM

Test Accuracy: 92.7. Result ID: 6990aa933a6c31484902452f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f641e209131cea4543e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f641e209131cea4543e.md>)

[Implementation](<https://github.com/JunyiZhu-AI/confidence_aware_PFL>)

Recorded evaluation configuration: {"Model Type":"PM"}. This record does not assert independent reproduction.

### pFedME

Test Accuracy: 91.2. Result ID: 6990aa933a6c31484902452b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f641e209131cea4543e.md>)

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

Recorded evaluation configuration: {"Model Type":"PM"}. This record does not assert independent reproduction.

### pFedBayes

Test Accuracy: 90.9. Result ID: 6990aa933a6c31484902452d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f641e209131cea4543e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc01e209131cea35c88.md>)

Recorded evaluation configuration: {"Model Type":"PM"}. This record does not assert independent reproduction.

### pFedVEM

Test Accuracy: 86.6. Result ID: 6990aa933a6c314849024530.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f641e209131cea4543e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f641e209131cea4543e.md>)

[Implementation](<https://github.com/JunyiZhu-AI/confidence_aware_PFL>)

Recorded evaluation configuration: {"Model Type":"GM"}. This record does not assert independent reproduction.

### FedProx

Test Accuracy: 86.2. Result ID: 6990aa933a6c31484902452a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f641e209131cea4543e.md>)

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

Recorded evaluation configuration: {"Model Type":"GM"}. This record does not assert independent reproduction.

### pFedME

Test Accuracy: 85.6. Result ID: 6990aa933a6c31484902452c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f641e209131cea4543e.md>)

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

Recorded evaluation configuration: {"Model Type":"GM"}. This record does not assert independent reproduction.

### pFedBayes

Test Accuracy: 74.8. Result ID: 6990aa933a6c31484902452e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f641e209131cea4543e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc01e209131cea35c88.md>)

Recorded evaluation configuration: {"Model Type":"GM"}. This record does not assert independent reproduction.

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