# Image Classification on CIFAR-10 (Pat-2)

Source: [Image Classification on CIFAR-10 (Pat-2)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-pat-2>)

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

Data updated: 2026-02-27T06:04:02.458Z

Evaluation of Image Classification performance on the CIFAR-10 (Pat-2) variant, focusing on metrics related to communication efficiency, such as Communication Rounds required to reach 90% 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 (Pat-2) |
| Metric | Communication Rounds (Acc@90) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Communication Rounds (Acc@90)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-pat-2.md?metric=Communication%20Rounds%20(Acc%4090)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Communication Rounds (Acc@90) | Result date | Report paper |
| --- | --- | --- | --- |
| DFedPGP | 224 | Not recorded | 68fa5bd71e209131ce9cc033 |
| FedBABU | 312 | Not recorded | 68fa5bd71e209131ce9cc033 |
| FedRep | 322 | Not recorded | 68fa5bd71e209131ce9cc033 |
| FedPer | 343 | Not recorded | 68fa5bd71e209131ce9cc033 |
| OSGP | 439 | Not recorded | 68fa5bd71e209131ce9cc033 |
| DFedAvgM | 452 | Not recorded | 68fa5bd71e209131ce9cc033 |

### DFedPGP

Communication Rounds (Acc@90): 224. Result ID: 69a133bb35dfcabb00e578b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

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

### FedBABU

Communication Rounds (Acc@90): 312. Result ID: 69a133bb35dfcabb00e578b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

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

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

### FedRep

Communication Rounds (Acc@90): 322. Result ID: 69a133bb35dfcabb00e578b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5a3d1e209131ce9be169.md>)

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

### FedPer

Communication Rounds (Acc@90): 343. Result ID: 69a133bb35dfcabb00e578b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

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

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

### OSGP

Communication Rounds (Acc@90): 439. Result ID: 69a133bb35dfcabb00e578b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa56dd1e209131ce9a0808.md>)

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

### DFedAvgM

Communication Rounds (Acc@90): 452. Result ID: 69a133bb35dfcabb00e578b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

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

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

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