# Image Classification on CIFAR-10 standard

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

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

Data updated: 2026-02-26T05:30:42.034Z

Evaluation of Image Classification performance on the CIFAR-10 standard dataset, reporting Accuracy and F1 Score.

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 standard |
| Metric | 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

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

- [F1 Score](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-standard.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FedCompDP | 81.08 | Not recorded | 69896a34c97a0b3e3b5dc621 |
| DP-FedSAM | 74.24 | Not recorded | 69896a34c97a0b3e3b5dc621 |
| DP-ACDN | 70.73 | Not recorded | 69896a34c97a0b3e3b5dc621 |
| FedACG | 68.38 | Not recorded | 69896a34c97a0b3e3b5dc621 |
| AWDP-FL | 56.35 | Not recorded | 69896a34c97a0b3e3b5dc621 |
| FedSA | 52.22 | Not recorded | 69896a34c97a0b3e3b5dc621 |

### FedCompDP

Accuracy: 81.08. Result ID: 6995fe975698665ec4344ec2.

[Reporting paper](<https://www.sota2.com/research/paper/69896a34c97a0b3e3b5dc621.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69896a34c97a0b3e3b5dc621.md>)

Recorded evaluation configuration: {"Privacy":"Differential Privacy","Data Partitioning":"Non-IID"}. This record does not assert independent reproduction.

### DP-FedSAM

Accuracy: 74.24. Result ID: 6995fe975698665ec4344ebd.

[Reporting paper](<https://www.sota2.com/research/paper/69896a34c97a0b3e3b5dc621.md>)

Recorded evaluation configuration: {"Privacy":"Differential Privacy","Data Partitioning":"Non-IID"}. This record does not assert independent reproduction.

### DP-ACDN

Accuracy: 70.73. Result ID: 6995fe975698665ec4344ebe.

[Reporting paper](<https://www.sota2.com/research/paper/69896a34c97a0b3e3b5dc621.md>)

Recorded evaluation configuration: {"Privacy":"Differential Privacy","Data Partitioning":"Non-IID"}. This record does not assert independent reproduction.

### FedACG

Accuracy: 68.38. Result ID: 6995fe975698665ec4344ebf.

[Reporting paper](<https://www.sota2.com/research/paper/69896a34c97a0b3e3b5dc621.md>)

Recorded evaluation configuration: {"Privacy":"Differential Privacy","Data Partitioning":"Non-IID"}. This record does not assert independent reproduction.

### AWDP-FL

Accuracy: 56.35. Result ID: 6995fe975698665ec4344ec0.

[Reporting paper](<https://www.sota2.com/research/paper/69896a34c97a0b3e3b5dc621.md>)

Recorded evaluation configuration: {"Privacy":"Differential Privacy","Data Partitioning":"Non-IID"}. This record does not assert independent reproduction.

### FedSA

Accuracy: 52.22. Result ID: 6995fe975698665ec4344ec1.

[Reporting paper](<https://www.sota2.com/research/paper/69896a34c97a0b3e3b5dc621.md>)

Recorded evaluation configuration: {"Privacy":"Differential Privacy","Data Partitioning":"Non-IID"}. This record does not assert independent reproduction.

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