# Image Classification on CIFAR-10 Non-IID-1 (alpha=0.05) (test) Source: [Image Classification on CIFAR-10 Non-IID-1 (alpha=0.05) (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T10:03:05.165Z Evaluation of Image Classification performance on the test split of CIFAR-10 configured with a non-IID distribution characterized by parameter alpha=0.05. 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 Non-IID-1, alpha=0.05 (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DeepAFL | 86.43 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | DeepAFL | 85.93 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | DeepAFL | 85.2 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | AFL | 80.75 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | FedNTD | 61.16 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | FedGen | 60.65 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | FedAvg | 60.52 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | FedProx | 60.39 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | FedDyn | 60.35 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | MOON | 60.28 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | FedDisco | 59.9 | Not recorded | 69a66bcb2d603e6de3e3cb9f | ### DeepAFL Top-1 Accuracy: 86.43. Result ID: 69a8034c6dbb7075b94d57ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":"20"}. This record does not assert independent reproduction. ### DeepAFL Top-1 Accuracy: 85.93. Result ID: 69a8034c6dbb7075b94d57ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":"10"}. This record does not assert independent reproduction. ### DeepAFL Top-1 Accuracy: 85.2. Result ID: 69a8034c6dbb7075b94d57ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":"5"}. This record does not assert independent reproduction. ### AFL Top-1 Accuracy: 80.75. Result ID: 69a8034c6dbb7075b94d57ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"year":"2025"}. This record does not assert independent reproduction. ### FedNTD Top-1 Accuracy: 61.16. Result ID: 69a8034c6dbb7075b94d57ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"year":"2022"}. This record does not assert independent reproduction. ### FedGen Top-1 Accuracy: 60.65. Result ID: 69a8034c6dbb7075b94d57e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"year":"2021"}. This record does not assert independent reproduction. ### FedAvg Top-1 Accuracy: 60.52. Result ID: 69a8034c6dbb7075b94d57e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"year":"2017"}. This record does not assert independent reproduction. ### FedProx Top-1 Accuracy: 60.39. Result ID: 69a8034c6dbb7075b94d57e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"year":"2020"}. This record does not assert independent reproduction. ### FedDyn Top-1 Accuracy: 60.35. Result ID: 69a8034c6dbb7075b94d57e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"year":"2021"}. This record does not assert independent reproduction. ### MOON Top-1 Accuracy: 60.28. Result ID: 69a8034c6dbb7075b94d57e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"year":"2021a"}. This record does not assert independent reproduction. ### FedDisco Top-1 Accuracy: 59.9. Result ID: 69a8034c6dbb7075b94d57eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"year":"2023b"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.