# Image Classification on Omniglot 50 clients (test)

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

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

Data updated: 2026-02-26T05:27:49.965Z

Evaluation of Image Classification performance on the Omniglot test set configured across 50 distinct clients.

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) | Omniglot 50 clients (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| pFedHN-PC | 81.89 | Not recorded | 68fa69701e209131cea2212b |
| Per-FedAvg | 76.46 | Not recorded | 68fa69701e209131cea2212b |
| LG-FedAvg | 72.99 | Not recorded | 68fa69701e209131cea2212b |
| pFedHN | 72.03 | Not recorded | 68fa69701e209131cea2212b |
| pFedMe | 69.98 | Not recorded | 68fa69701e209131cea2212b |
| FedPer | 69.92 | Not recorded | 68fa69701e209131cea2212b |
| Local | 65.97 | Not recorded | 68fa69701e209131cea2212b |
| FedAvg | 41.61 | Not recorded | 68fa69701e209131cea2212b |

### pFedHN-PC

Accuracy: 81.89. Result ID: 698daa1a8b517eb43322f8d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea2212b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69701e209131cea2212b.md>)

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

Recorded evaluation configuration: {"Number of clients":50,"Backbone":"LeNet (4 conv + 2 FC)"}. This record does not assert independent reproduction.

### Per-FedAvg

Accuracy: 76.46. Result ID: 698daa1a8b517eb43322f8d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea2212b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa57721e209131ce9a5605.md>)

Recorded evaluation configuration: {"Number of clients":50,"Backbone":"LeNet (4 conv + 2 FC)"}. This record does not assert independent reproduction.

### LG-FedAvg

Accuracy: 72.99. Result ID: 698daa1a8b517eb43322f8d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea2212b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67e81e209131cea190ee.md>)

Recorded evaluation configuration: {"Number of clients":50,"Backbone":"LeNet (4 conv + 2 FC)"}. This record does not assert independent reproduction.

### pFedHN

Accuracy: 72.03. Result ID: 698daa1a8b517eb43322f8d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea2212b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69701e209131cea2212b.md>)

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

Recorded evaluation configuration: {"Number of clients":50,"Backbone":"LeNet (4 conv + 2 FC)"}. This record does not assert independent reproduction.

### pFedMe

Accuracy: 69.98. Result ID: 698daa1a8b517eb43322f8d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea2212b.md>)

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

Recorded evaluation configuration: {"Number of clients":50,"Backbone":"LeNet (4 conv + 2 FC)"}. This record does not assert independent reproduction.

### FedPer

Accuracy: 69.92. Result ID: 698daa1a8b517eb43322f8d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea2212b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12528.md>)

Recorded evaluation configuration: {"Number of clients":50,"Backbone":"LeNet (4 conv + 2 FC)"}. This record does not assert independent reproduction.

### Local

Accuracy: 65.97. Result ID: 698daa1a8b517eb43322f8d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea2212b.md>)

Recorded evaluation configuration: {"Number of clients":50,"Backbone":"LeNet (4 conv + 2 FC)"}. This record does not assert independent reproduction.

### FedAvg

Accuracy: 41.61. Result ID: 698daa1a8b517eb43322f8d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea2212b.md>)

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

Recorded evaluation configuration: {"Number of clients":50,"Backbone":"LeNet (4 conv + 2 FC)"}. This record does not assert independent reproduction.

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