# Image Classification on CIFAR-10 20 clients (test) Source: [Image Classification on CIFAR-10 20 clients (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:02.310Z Evaluation of Image Classification performance on the CIFAR-10 test set distributed across 20 clients, measured using Accuracy. 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 20 clients (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedCCFA | 76.95 | Not recorded | 68fa755d1e209131cea6780b | | Ditto | 67.45 | Not recorded | 68fa755d1e209131cea6780b | | FedPAC | 66.47 | Not recorded | 68fa755d1e209131cea6780b | | FedRep | 64.51 | Not recorded | 68fa755d1e209131cea6780b | | FedProx | 61.25 | Not recorded | 68fa755d1e209131cea6780b | | IFCA | 61.24 | Not recorded | 68fa755d1e209131cea6780b | | FedAvg | 60.96 | Not recorded | 68fa755d1e209131cea6780b | | AdapFedAvg | 60.92 | Not recorded | 68fa755d1e209131cea6780b | | FedFM | 60.61 | Not recorded | 68fa755d1e209131cea6780b | | Flash | 59.84 | Not recorded | 68fa755d1e209131cea6780b | | pFedMe | 58.92 | Not recorded | 68fa755d1e209131cea6780b | | FedBABU | 58.87 | Not recorded | 68fa755d1e209131cea6780b | | SCAFFOLD | 58.67 | Not recorded | 68fa755d1e209131cea6780b | | FedDrift | 48.17 | Not recorded | 68fa755d1e209131cea6780b | ### FedCCFA Accuracy: 76.95. Result ID: 6993ab633a6c31484917b0bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### Ditto Accuracy: 67.45. Result ID: 6993ab633a6c31484917b0b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### FedPAC Accuracy: 66.47. Result ID: 6993ab633a6c31484917b0bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### FedRep Accuracy: 64.51. Result ID: 6993ab633a6c31484917b0ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### FedProx Accuracy: 61.25. Result ID: 6993ab633a6c31484917b0b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### IFCA Accuracy: 61.24. Result ID: 6993ab633a6c31484917b0bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 60.96. Result ID: 6993ab633a6c31484917b0b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### AdapFedAvg Accuracy: 60.92. Result ID: 6993ab633a6c31484917b0b6. [Reporting paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### FedFM Accuracy: 60.61. Result ID: 6993ab633a6c31484917b0b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### Flash Accuracy: 59.84. Result ID: 6993ab633a6c31484917b0b7. [Reporting paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### pFedMe Accuracy: 58.92. Result ID: 6993ab633a6c31484917b0b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### FedBABU Accuracy: 58.87. Result ID: 6993ab633a6c31484917b0bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 58.67. Result ID: 6993ab633a6c31484917b0b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### FedDrift Accuracy: 48.17. Result ID: 6993ab633a6c31484917b0be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.