# Image Classification on CIFAR-10 (Dirichlet (0.6), 500 clients, 2% participation) Source: [Image Classification on CIFAR-10 (Dirichlet (0.6), 500 clients, 2% participation)]() Collection index: [llms.txt]() Data updated: 2026-02-27T09:04:32.960Z Evaluation of Image Classification performance on CIFAR-10 data partitioned using a Dirichlet distribution (alpha=0.6) across 500 clients with 2% participation, measured by convergence rounds required to reach specific accuracy thresholds. 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 (Dirichlet (0.6), 500 clients, 2% participation) | | Metric | Accuracy (500 Rounds) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 (500 Rounds)](): Higher is better; unit: PERCENT. - [Accuracy (1000 Rounds)](): Higher is better; unit: PERCENT. - [Rounds to 69% Accuracy](): Lower is better; unit: SCALAR. - [Rounds to 80% Accuracy](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy (500 Rounds) | Result date | Report paper | | --- | --- | --- | --- | | FedACG | 78.49 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDC | 77.74 | Not recorded | 68fa72b01e209131cea57eb7 | | MOON | 74.29 | Not recorded | 68fa72b01e209131cea57eb7 | | FedCM | 71.42 | Not recorded | 68fa72b01e209131cea57eb7 | | FedAvgM | 69.1 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDyn | 68.53 | Not recorded | 68fa72b01e209131cea57eb7 | | FedADAM | 68.48 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDecorr | 63.63 | Not recorded | 68fa72b01e209131cea57eb7 | | FedAvg | 62.79 | Not recorded | 68fa72b01e209131cea57eb7 | | FedLC | 62.77 | Not recorded | 68fa72b01e209131cea57eb7 | | FedMLB | 62.6 | Not recorded | 68fa72b01e209131cea57eb7 | | FedProx | 62.48 | Not recorded | 68fa72b01e209131cea57eb7 | | FedNTD | 61.9 | Not recorded | 68fa72b01e209131cea57eb7 | ### FedACG Accuracy (500 Rounds): 78.49. Result ID: 69a15e1b35dfcabb00e69634. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedDC Accuracy (500 Rounds): 77.74. Result ID: 69a15e1b35dfcabb00e69632. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MOON Accuracy (500 Rounds): 74.29. Result ID: 69a15e1b35dfcabb00e6962d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedCM Accuracy (500 Rounds): 71.42. Result ID: 69a15e1b35dfcabb00e6962e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvgM Accuracy (500 Rounds): 69.1. Result ID: 69a15e1b35dfcabb00e6962a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedDyn Accuracy (500 Rounds): 68.53. Result ID: 69a15e1b35dfcabb00e6962c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedADAM Accuracy (500 Rounds): 68.48. Result ID: 69a15e1b35dfcabb00e6962b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedDecorr Accuracy (500 Rounds): 63.63. Result ID: 69a15e1b35dfcabb00e69633. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg Accuracy (500 Rounds): 62.79. Result ID: 69a15e1b35dfcabb00e69628. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedLC Accuracy (500 Rounds): 62.77. Result ID: 69a15e1b35dfcabb00e69630. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedMLB Accuracy (500 Rounds): 62.6. Result ID: 69a15e1b35dfcabb00e6962f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedProx Accuracy (500 Rounds): 62.48. Result ID: 69a15e1b35dfcabb00e69629. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedNTD Accuracy (500 Rounds): 61.9. Result ID: 69a15e1b35dfcabb00e69631. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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