# Image Classification on CIFAR-10 (Target Accuracy Rounds) Source: [Image Classification on CIFAR-10 (Target Accuracy Rounds)]() Collection index: [llms.txt]() Data updated: 2026-02-27T09:04:32.876Z Evaluation of Image Classification performance on CIFAR-10, focusing on the number of rounds required to achieve specific accuracy targets (e.g., 81% and 85%). 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 | | 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 81% Accuracy](): Lower is better; unit: SCALAR. - [Rounds to 85% Accuracy](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy (500 Rounds) | Result date | Report paper | | --- | --- | --- | --- | | FedDC‡ | 86.52 | Not recorded | 68fa72b01e209131cea57eb7 | | FedACG | 85.13 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDyn | 84.82 | Not recorded | 68fa72b01e209131cea57eb7 | | MOON | 83.32 | Not recorded | 68fa72b01e209131cea57eb7 | | FedAvgM | 80.56 | Not recorded | 68fa72b01e209131cea57eb7 | | FedCM† | 78.92 | Not recorded | 68fa72b01e209131cea57eb7 | | FedLC | 78.37 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDecorr | 76.62 | Not recorded | 68fa72b01e209131cea57eb7 | | FedNTD | 76.05 | Not recorded | 68fa72b01e209131cea57eb7 | | FedMLB | 74.98 | Not recorded | 68fa72b01e209131cea57eb7 | | FedAvg | 74.36 | Not recorded | 68fa72b01e209131cea57eb7 | | FedProx | 73.7 | Not recorded | 68fa72b01e209131cea57eb7 | | FedADAM | 72.33 | Not recorded | 68fa72b01e209131cea57eb7 | ### FedDC‡ Accuracy (500 Rounds): 86.52. Result ID: 69a15e1b35dfcabb00e6960b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedACG Accuracy (500 Rounds): 85.13. Result ID: 69a15e1b35dfcabb00e6960d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedDyn Accuracy (500 Rounds): 84.82. Result ID: 69a15e1b35dfcabb00e69605. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### MOON Accuracy (500 Rounds): 83.32. Result ID: 69a15e1b35dfcabb00e69606. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedAvgM Accuracy (500 Rounds): 80.56. Result ID: 69a15e1b35dfcabb00e69603. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedCM† Accuracy (500 Rounds): 78.92. Result ID: 69a15e1b35dfcabb00e69607. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedLC Accuracy (500 Rounds): 78.37. Result ID: 69a15e1b35dfcabb00e69609. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedDecorr Accuracy (500 Rounds): 76.62. Result ID: 69a15e1b35dfcabb00e6960c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedNTD Accuracy (500 Rounds): 76.05. Result ID: 69a15e1b35dfcabb00e6960a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedMLB Accuracy (500 Rounds): 74.98. Result ID: 69a15e1b35dfcabb00e69608. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedAvg Accuracy (500 Rounds): 74.36. Result ID: 69a15e1b35dfcabb00e69601. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedProx Accuracy (500 Rounds): 73.7. Result ID: 69a15e1b35dfcabb00e69602. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedADAM Accuracy (500 Rounds): 72.33. Result ID: 69a15e1b35dfcabb00e69604. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.