# Image Classification on CIFAR-100 Dir(0.5) (test)

Source: [Image Classification on CIFAR-100 Dir(0.5) (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-dir-0-5-test>)

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

Data updated: 2026-03-13T08:12:28.376Z

Evaluation of Image Classification performance on the CIFAR-100 dataset partitioned using a Dirichlet non-IID distribution setting with parameter alpha=0.5, specifically on the test set.

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 Dir(0.5) (test) |
| Metric | Test Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Test Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-dir-0-5-test.md?metric=Test%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Test Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| pFedGM | 51.04 | Not recorded | 69b399f50636e5bf4afbc9a9 |
| pFedFDA | 47.6 | Not recorded | 69b399f50636e5bf4afbc9a9 |
| FedPAC | 44.87 | Not recorded | 69b399f50636e5bf4afbc9a9 |
| FedAvgFT | 43.44 | Not recorded | 69b399f50636e5bf4afbc9a9 |
| FedAvg | 35.15 | Not recorded | 69b399f50636e5bf4afbc9a9 |
| Local | 25.95 | Not recorded | 69b399f50636e5bf4afbc9a9 |

### pFedGM

Test Accuracy: 51.04. Result ID: 69b3c6dd47f34ce9249db69b.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

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

### pFedFDA

Test Accuracy: 47.6. Result ID: 69b3c6dd47f34ce9249db69a.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75761e209131cea68190.md>)

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

### FedPAC

Test Accuracy: 44.87. Result ID: 69b3c6dd47f34ce9249db699.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fc81e209131cea4759f.md>)

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

### FedAvgFT

Test Accuracy: 43.44. Result ID: 69b3c6dd47f34ce9249db698.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

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

### FedAvg

Test Accuracy: 35.15. Result ID: 69b3c6dd47f34ce9249db697.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

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

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

### Local

Test Accuracy: 25.95. Result ID: 69b3c6dd47f34ce9249db696.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f50636e5bf4afbc9a9.md>)

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

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