# Image Classification on CIFAR-10 Dirichlet beta=0.6

Source: [Image Classification on CIFAR-10 Dirichlet beta=0.6](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-dirichlet-beta-0-6>)

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

Data updated: 2026-02-27T10:35:16.847Z

Evaluation of Image Classification performance on the CIFAR-10 dataset partitioned using a Dirichlet non-IID distribution setting (beta=0.6), measured by standard 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) | CIFAR-10 Dirichlet beta=0.6 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-cifar-10-dirichlet-beta-0-6.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FedSMOO | 84.1 | Not recorded | 692d2104d6b0dd33429315f1 |
| FedWMSAM | 83.56 | Not recorded | 692d2104d6b0dd33429315f1 |
| MoFedSAM | 83.39 | Not recorded | 692d2104d6b0dd33429315f1 |
| FedGAMMA | 82.92 | Not recorded | 692d2104d6b0dd33429315f1 |
| SCAFFOLD | 82.32 | Not recorded | 692d2104d6b0dd33429315f1 |
| FedLESAM(-S/-D) | 81.65 | Not recorded | 692d2104d6b0dd33429315f1 |
| FedCM | 81.26 | Not recorded | 692d2104d6b0dd33429315f1 |
| FedSAM | 79.63 | Not recorded | 692d2104d6b0dd33429315f1 |
| FedAvg | 78.86 | Not recorded | 692d2104d6b0dd33429315f1 |

### FedSMOO

Accuracy: 84.1. Result ID: 69a1734635dfcabb00e71a7d.

[Reporting paper](<https://www.sota2.com/research/paper/692d2104d6b0dd33429315f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5ba61e209131ce9ca331.md>)

Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction.

### FedWMSAM

Accuracy: 83.56. Result ID: 69a1734635dfcabb00e71a7f.

[Reporting paper](<https://www.sota2.com/research/paper/692d2104d6b0dd33429315f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2104d6b0dd33429315f1.md>)

Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction.

### MoFedSAM

Accuracy: 83.39. Result ID: 69a1734635dfcabb00e71a7b.

[Reporting paper](<https://www.sota2.com/research/paper/692d2104d6b0dd33429315f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea35537.md>)

Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction.

### FedGAMMA

Accuracy: 82.92. Result ID: 69a1734635dfcabb00e71a7c.

[Reporting paper](<https://www.sota2.com/research/paper/692d2104d6b0dd33429315f1.md>)

Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction.

### SCAFFOLD

Accuracy: 82.32. Result ID: 69a1734635dfcabb00e71a79.

[Reporting paper](<https://www.sota2.com/research/paper/692d2104d6b0dd33429315f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa57fa1e209131ce9aa47a.md>)

Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction.

### FedLESAM(-S/-D)

Accuracy: 81.65. Result ID: 69a1734635dfcabb00e71a7e.

[Reporting paper](<https://www.sota2.com/research/paper/692d2104d6b0dd33429315f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa736a1e209131cea5c592.md>)

Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction.

### FedCM

Accuracy: 81.26. Result ID: 69a1734635dfcabb00e71a78.

[Reporting paper](<https://www.sota2.com/research/paper/692d2104d6b0dd33429315f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26ed8.md>)

Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction.

### FedSAM

Accuracy: 79.63. Result ID: 69a1734635dfcabb00e71a7a.

[Reporting paper](<https://www.sota2.com/research/paper/692d2104d6b0dd33429315f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea35537.md>)

Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction.

### FedAvg

Accuracy: 78.86. Result ID: 69a1734635dfcabb00e71a77.

[Reporting paper](<https://www.sota2.com/research/paper/692d2104d6b0dd33429315f1.md>)

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

Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction.

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