# Image Classification on CIFAR-10 Dirichlet

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

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

Data updated: 2026-05-12T11:51:42.496Z

Evaluation of Image Classification performance on the CIFAR-10 dataset under a general Dirichlet non-IID distribution setting, focusing on final accuracy and accuracy gap 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) | CIFAR-10 Dirichlet |
| Metric | Final Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

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

- [Accuracy Gap (pp)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-dirichlet.md?metric=Accuracy%20Gap%20(pp)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Final Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DFedAvgM | 68.9 | Not recorded | 6a02b465dbc836b87d824aca |
| DecFedAvg | 68.5 | Not recorded | 6a02b465dbc836b87d824aca |
| FedF-ADMM | 65 | Not recorded | 6a02b465dbc836b87d824aca |
| DFedADMM | 64.8 | Not recorded | 6a02b465dbc836b87d824aca |
| CMFD | 63.2 | Not recorded | 6a02b465dbc836b87d824aca |

### DFedAvgM

Final Accuracy: 68.9. Result ID: 6a0313f147f34ce924e703e7.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b465dbc836b87d824aca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cb1e209131cea24199.md>)

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

### DecFedAvg

Final Accuracy: 68.5. Result ID: 6a0313f147f34ce924e703e6.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b465dbc836b87d824aca.md>)

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

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

### FedF-ADMM

Final Accuracy: 65. Result ID: 6a0313f147f34ce924e703ea.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b465dbc836b87d824aca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b465dbc836b87d824aca.md>)

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

### DFedADMM

Final Accuracy: 64.8. Result ID: 6a0313f147f34ce924e703e8.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b465dbc836b87d824aca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5ac81e209131ce9c2b7b.md>)

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

### CMFD

Final Accuracy: 63.2. Result ID: 6a0313f147f34ce924e703e9.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b465dbc836b87d824aca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aa99.md>)

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

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