# Image Classification on CIFAR-100 (Pat-10)

Source: [Image Classification on CIFAR-100 (Pat-10)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-pat-10>)

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

Data updated: 2026-02-27T06:04:02.505Z

Evaluation of Image Classification performance on the CIFAR-100 (Pat-10) variant, focusing on communication efficiency 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-100 (Pat-10) |
| Metric | Communication Rounds (acc@65) |
| Unit | SCALAR |
| Direction | Lower 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

- [Communication Rounds (acc@65)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-pat-10.md?metric=Communication%20Rounds%20(acc%4065)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Communication Rounds (acc@65) | Result date | Report paper |
| --- | --- | --- | --- |
| DFedPGP | 113 | Not recorded | 68fa5bd71e209131ce9cc033 |
| FedRep | 210 | Not recorded | 68fa5bd71e209131ce9cc033 |
| OSGP | 230 | Not recorded | 68fa5bd71e209131ce9cc033 |
| FedPer | 246 | Not recorded | 68fa5bd71e209131ce9cc033 |
| DFedAvgM | 249 | Not recorded | 68fa5bd71e209131ce9cc033 |
| FedBABU | 314 | Not recorded | 68fa5bd71e209131ce9cc033 |
| FedAvg | 456 | Not recorded | 68fa5bd71e209131ce9cc033 |
| Dis-PFL | 492 | Not recorded | 68fa5bd71e209131ce9cc033 |

### DFedPGP

Communication Rounds (acc@65): 113. Result ID: 69a133bb35dfcabb00e578c4.

[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.

### FedRep

Communication Rounds (acc@65): 210. Result ID: 69a133bb35dfcabb00e578bf.

[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.

### OSGP

Communication Rounds (acc@65): 230. Result ID: 69a133bb35dfcabb00e578c2.

[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.

### FedPer

Communication Rounds (acc@65): 246. Result ID: 69a133bb35dfcabb00e578be.

[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.

### DFedAvgM

Communication Rounds (acc@65): 249. Result ID: 69a133bb35dfcabb00e578c1.

[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.

### FedBABU

Communication Rounds (acc@65): 314. Result ID: 69a133bb35dfcabb00e578c0.

[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.

### FedAvg

Communication Rounds (acc@65): 456. Result ID: 69a133bb35dfcabb00e578bd.

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

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

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

### Dis-PFL

Communication Rounds (acc@65): 492. Result ID: 69a133bb35dfcabb00e578c3.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca31e209131cea3522c.md>)

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

Page 1 of 1. This is an index page, not the full collection.
