# Image Classification on CIFAR-10 Dir(0.5) (Original Clients)

Source: [Image Classification on CIFAR-10 Dir(0.5) (Original Clients)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-dir-0-5-original-clients>)

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

Data updated: 2026-03-13T08:12:28.402Z

Evaluation of Image Classification performance on CIFAR-10 data partitioned using a Dirichlet non-IID distribution (alpha=0.5) across the original set of clients, measured by standard 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) | CIFAR-10 Dir(0.5) (Original Clients) |
| Metric | Test 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

- [Test Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-dir-0-5-original-clients.md?metric=Test%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Test Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| pFedGM | 74.8 | Not recorded | 69b399f50636e5bf4afbc9a9 |
| pFedFDA | 73.96 | Not recorded | 69b399f50636e5bf4afbc9a9 |
| FedPAC | 73.7 | Not recorded | 69b399f50636e5bf4afbc9a9 |
| FedAvgFT | 72.38 | Not recorded | 69b399f50636e5bf4afbc9a9 |
| FedBAU | 69.18 | Not recorded | 69b399f50636e5bf4afbc9a9 |
| pFedMe | 68.25 | Not recorded | 69b399f50636e5bf4afbc9a9 |
| LG-FedAvg | 63.25 | Not recorded | 69b399f50636e5bf4afbc9a9 |
| FedAvg | 57.64 | Not recorded | 69b399f50636e5bf4afbc9a9 |

### pFedGM

Test Accuracy: 74.8. Result ID: 69b3c6dd47f34ce9249db70f.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

Recorded evaluation configuration: {"Data Partition":"Dirichlet (0.5)","Client Type":"Original"}. This record does not assert independent reproduction.

### pFedFDA

Test Accuracy: 73.96. Result ID: 69b3c6dd47f34ce9249db70e.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75761e209131cea68190.md>)

Recorded evaluation configuration: {"Data Partition":"Dirichlet (0.5)","Client Type":"Original"}. This record does not assert independent reproduction.

### FedPAC

Test Accuracy: 73.7. Result ID: 69b3c6dd47f34ce9249db70d.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fc81e209131cea4759f.md>)

Recorded evaluation configuration: {"Data Partition":"Dirichlet (0.5)","Client Type":"Original"}. This record does not assert independent reproduction.

### FedAvgFT

Test Accuracy: 72.38. Result ID: 69b3c6dd47f34ce9249db709.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

Recorded evaluation configuration: {"Data Partition":"Dirichlet (0.5)","Client Type":"Original"}. This record does not assert independent reproduction.

### FedBAU

Test Accuracy: 69.18. Result ID: 69b3c6dd47f34ce9249db70a.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfa1e209131cea31630.md>)

Recorded evaluation configuration: {"Data Partition":"Dirichlet (0.5)","Client Type":"Original"}. This record does not assert independent reproduction.

### pFedMe

Test Accuracy: 68.25. Result ID: 69b3c6dd47f34ce9249db70b.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

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

Recorded evaluation configuration: {"Data Partition":"Dirichlet (0.5)","Client Type":"Original"}. This record does not assert independent reproduction.

### LG-FedAvg

Test Accuracy: 63.25. Result ID: 69b3c6dd47f34ce9249db70c.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

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

Recorded evaluation configuration: {"Data Partition":"Dirichlet (0.5)","Client Type":"Original"}. This record does not assert independent reproduction.

### FedAvg

Test Accuracy: 57.64. Result ID: 69b3c6dd47f34ce9249db708.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

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

Recorded evaluation configuration: {"Data Partition":"Dirichlet (0.5)","Client Type":"Original"}. This record does not assert independent reproduction.

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