# Image Classification on CIFAR-10 (Convergence Rounds Evaluation) Source: [Image Classification on CIFAR-10 (Convergence Rounds Evaluation)]() Collection index: [llms.txt]() Data updated: 2026-02-27T09:04:33.261Z Evaluation of Image Classification performance on CIFAR-10, focusing on the number of training rounds required to achieve specific accuracy targets. 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 reach 82% Accuracy](): Lower is better; unit: SCALAR. - [Rounds to reach 89% Accuracy](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy @ 500 Rounds | Result date | Report paper | | --- | --- | --- | --- | | FedACG | 90.57 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDC | 90.07 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDyn | 89.19 | Not recorded | 68fa72b01e209131cea57eb7 | | MOON | 88.24 | Not recorded | 68fa72b01e209131cea57eb7 | | FedAvgM | 87.67 | Not recorded | 68fa72b01e209131cea57eb7 | | FedCM | 87.38 | Not recorded | 68fa72b01e209131cea57eb7 | | FedMLB | 86.32 | Not recorded | 68fa72b01e209131cea57eb7 | | FedNTD | 85.68 | Not recorded | 68fa72b01e209131cea57eb7 | | FedADAM | 85.29 | Not recorded | 68fa72b01e209131cea57eb7 | | FedAvg | 85.28 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDecorr | 85.21 | Not recorded | 68fa72b01e209131cea57eb7 | | FedProx | 84.79 | Not recorded | 68fa72b01e209131cea57eb7 | | FedLC | 84.48 | Not recorded | 68fa72b01e209131cea57eb7 | ### FedACG Accuracy @ 500 Rounds: 90.57. Result ID: 69a15e1b35dfcabb00e6964e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedDC Accuracy @ 500 Rounds: 90.07. Result ID: 69a15e1b35dfcabb00e6964c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedDyn Accuracy @ 500 Rounds: 89.19. Result ID: 69a15e1b35dfcabb00e69646. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### MOON Accuracy @ 500 Rounds: 88.24. Result ID: 69a15e1b35dfcabb00e69647. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedAvgM Accuracy @ 500 Rounds: 87.67. Result ID: 69a15e1b35dfcabb00e69644. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedCM Accuracy @ 500 Rounds: 87.38. Result ID: 69a15e1b35dfcabb00e69648. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedMLB Accuracy @ 500 Rounds: 86.32. Result ID: 69a15e1b35dfcabb00e69649. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedNTD Accuracy @ 500 Rounds: 85.68. Result ID: 69a15e1b35dfcabb00e6964b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedADAM Accuracy @ 500 Rounds: 85.29. Result ID: 69a15e1b35dfcabb00e69645. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedAvg Accuracy @ 500 Rounds: 85.28. Result ID: 69a15e1b35dfcabb00e69642. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedDecorr Accuracy @ 500 Rounds: 85.21. Result ID: 69a15e1b35dfcabb00e6964d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedProx Accuracy @ 500 Rounds: 84.79. Result ID: 69a15e1b35dfcabb00e69643. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedLC Accuracy @ 500 Rounds: 84.48. Result ID: 69a15e1b35dfcabb00e6964a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.