# Image Classification on CIFAR-10 Only Label Skew

Source: [Image Classification on CIFAR-10 Only Label Skew](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-only-label-skew>)

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

Data updated: 2026-04-27T07:29:49.771Z

Evaluation of Image Classification performance on the CIFAR-10 dataset configured with an 'Only Label Skew' distribution.

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 Only Label Skew |
| Metric | 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SpectralFuse | 69.43 | Not recorded | 69eeed6855a3c32af89f963a |
| SpectralFed | 69.07 | Not recorded | 69eeed6855a3c32af89f963a |
| FedAvg | 67.97 | Not recorded | 69eeed6855a3c32af89f963a |
| ShapFed | 67.81 | Not recorded | 69eeed6855a3c32af89f963a |
| CGSV\* | 36.72 | Not recorded | 69eeed6855a3c32af89f963a |

### SpectralFuse

Accuracy: 69.43. Result ID: 69ef104947f34ce924d4e5a8.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

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

### SpectralFed

Accuracy: 69.07. Result ID: 69ef104947f34ce924d4e5a7.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

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

### FedAvg

Accuracy: 67.97. Result ID: 69ef104947f34ce924d4e5a4.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

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

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

### ShapFed

Accuracy: 67.81. Result ID: 69ef104947f34ce924d4e5a6.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c987.md>)

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

### CGSV\*

Accuracy: 36.72. Result ID: 69ef104947f34ce924d4e5a5.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

Recorded evaluation configuration: {"Note":"Average client performance reported"}. This record does not assert independent reproduction.

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