# Image Classification on CIFAR10 (test) (Test accuracy %)

Source: [Image Classification on CIFAR10 (test) (Test accuracy %)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-test-accuracy-percent>)

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

Data updated: 2026-02-26T06:06:14.255Z

Evaluation of Image Classification performance on the CIFAR-10 test set, reporting the standard Test accuracy percentage.

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 (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-cifar10-test-test-accuracy-percent.md?metric=Test%20Accuracy%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Test Accuracy (%) | Result date | Report paper |
| --- | --- | --- | --- |
| FedDPSD | 71.12 | Not recorded | 697997faa2b28e761d87cada |
| DENSE | 62.19 | Not recorded | 697997faa2b28e761d87cada |
| FedADI | 59.34 | Not recorded | 697997faa2b28e761d87cada |
| FedDAFL | 58.59 | Not recorded | 697997faa2b28e761d87cada |
| FedDF | 53.56 | Not recorded | 697997faa2b28e761d87cada |
| FedAVG | 43.67 | Not recorded | 697997faa2b28e761d87cada |

### FedDPSD

Test Accuracy (%): 71.12. Result ID: 6999121d5698665ec4780ad1.

[Reporting paper](<https://www.sota2.com/research/paper/697997faa2b28e761d87cada.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697997faa2b28e761d87cada.md>)

Recorded evaluation configuration: {"Setup":"Federated learning","Data partition":"Non-IID (Dirichlet, alpha=0.5)","Privacy budget (epsilon)":10}. This record does not assert independent reproduction.

### DENSE

Test Accuracy (%): 62.19. Result ID: 6999121d5698665ec4780ad0.

[Reporting paper](<https://www.sota2.com/research/paper/697997faa2b28e761d87cada.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d6b6.md>)

Recorded evaluation configuration: {"Setup":"Federated learning","Data partition":"Non-IID (Dirichlet, alpha=0.5)","Privacy budget (epsilon)":10}. This record does not assert independent reproduction.

### FedADI

Test Accuracy (%): 59.34. Result ID: 6999121d5698665ec4780acf.

[Reporting paper](<https://www.sota2.com/research/paper/697997faa2b28e761d87cada.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b41e209131cea17f08.md>)

Recorded evaluation configuration: {"Setup":"Federated learning","Data partition":"Non-IID (Dirichlet, alpha=0.5)","Privacy budget (epsilon)":10}. This record does not assert independent reproduction.

### FedDAFL

Test Accuracy (%): 58.59. Result ID: 6999121d5698665ec4780acd.

[Reporting paper](<https://www.sota2.com/research/paper/697997faa2b28e761d87cada.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e71e209131cea130f9.md>)

Recorded evaluation configuration: {"Setup":"Federated learning","Data partition":"Non-IID (Dirichlet, alpha=0.5)","Privacy budget (epsilon)":10}. This record does not assert independent reproduction.

### FedDF

Test Accuracy (%): 53.56. Result ID: 6999121d5698665ec4780ace.

[Reporting paper](<https://www.sota2.com/research/paper/697997faa2b28e761d87cada.md>)

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

Recorded evaluation configuration: {"Setup":"Federated learning","Data partition":"Non-IID (Dirichlet, alpha=0.5)","Privacy budget (epsilon)":10}. This record does not assert independent reproduction.

### FedAVG

Test Accuracy (%): 43.67. Result ID: 6999121d5698665ec4780acc.

[Reporting paper](<https://www.sota2.com/research/paper/697997faa2b28e761d87cada.md>)

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

Recorded evaluation configuration: {"Setup":"Federated learning","Data partition":"Non-IID (Dirichlet, alpha=0.5)","Privacy budget (epsilon)":10}. This record does not assert independent reproduction.

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