# Image Classification on CIFAR10 (Communication Rounds for Target Accuracy)

Source: [Image Classification on CIFAR10 (Communication Rounds for Target Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-communication-rounds-for-target-accuracy>)

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

Data updated: 2026-02-27T08:39:08.085Z

Evaluation of Image Classification performance on the CIFAR-10 dataset, focusing on the number of communication rounds required to achieve specific accuracy thresholds (e.g., 75% or 80% accuracy), typically used in federated learning or distributed training scenarios.

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) | CIFAR10 |
| Metric | Communication Rounds (Acc=75%) |
| 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=75%)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-communication-rounds-for-target-accuracy.md?metric=Communication%20Rounds%20(Acc%3D75%25)>): Lower is better; unit: SCALAR.

- [Communication Rounds (Acc=80%)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-communication-rounds-for-target-accuracy.md?metric=Communication%20Rounds%20(Acc%3D80%25)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Communication Rounds (Acc=75%) | Result date | Report paper |
| --- | --- | --- | --- |
| FedDyn | 72.67 | Not recorded | 68fa71071e209131cea4eb13 |
| FedFTG | 73.67 | Not recorded | 68fa71071e209131cea4eb13 |
| SCAFFOLD | 77 | Not recorded | 68fa71071e209131cea4eb13 |
| FedDF | 97.67 | Not recorded | 68fa71071e209131cea4eb13 |
| MOON | 102.67 | Not recorded | 68fa71071e209131cea4eb13 |
| FedAvg | 104.33 | Not recorded | 68fa71071e209131cea4eb13 |
| FedProx | 109.67 | Not recorded | 68fa71071e209131cea4eb13 |
| FedGen | 114 | Not recorded | 68fa71071e209131cea4eb13 |

### FedDyn

Communication Rounds (Acc=75%): 72.67. Result ID: 69a1581335dfcabb00e66a93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b361e209131cea2cecf.md>)

Recorded evaluation configuration: {"beta":"0.6"}. This record does not assert independent reproduction.

### FedFTG

Communication Rounds (Acc=75%): 73.67. Result ID: 69a1581335dfcabb00e66a97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb13.md>)

[Implementation](<https://github.com/ZhangLin-PKU/FedFTG>)

Recorded evaluation configuration: {"beta":"0.6"}. This record does not assert independent reproduction.

### SCAFFOLD

Communication Rounds (Acc=75%): 77. Result ID: 69a1581335dfcabb00e66a94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb13.md>)

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

Recorded evaluation configuration: {"beta":"0.6"}. This record does not assert independent reproduction.

### FedDF

Communication Rounds (Acc=75%): 97.67. Result ID: 69a1581335dfcabb00e66a96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea23212.md>)

Recorded evaluation configuration: {"beta":"0.6"}. This record does not assert independent reproduction.

### MOON

Communication Rounds (Acc=75%): 102.67. Result ID: 69a1581335dfcabb00e66a92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699a1e209131cea22fca.md>)

[Implementation](<https://github.com/QinbinLi/MOON>)

Recorded evaluation configuration: {"beta":"0.6"}. This record does not assert independent reproduction.

### FedAvg

Communication Rounds (Acc=75%): 104.33. Result ID: 69a1581335dfcabb00e66a90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb13.md>)

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

Recorded evaluation configuration: {"beta":"0.6"}. This record does not assert independent reproduction.

### FedProx

Communication Rounds (Acc=75%): 109.67. Result ID: 69a1581335dfcabb00e66a91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67701e209131cea163fe.md>)

Recorded evaluation configuration: {"beta":"0.6"}. This record does not assert independent reproduction.

### FedGen

Communication Rounds (Acc=75%): 114. Result ID: 69a1581335dfcabb00e66a95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260fe.md>)

Recorded evaluation configuration: {"beta":"0.6"}. This record does not assert independent reproduction.

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