# Image Classification on CINIC-10 20 clients (test) Source: [Image Classification on CINIC-10 20 clients (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:02.332Z Evaluation of Image Classification performance on the test split of the CINIC-10 dataset distributed across 20 clients. 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) | CINIC-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 | 51.12 | Not recorded | 68fa755d1e209131cea6780b | | Ditto | 51.06 | Not recorded | 68fa755d1e209131cea6780b | | FedFM | 50.25 | Not recorded | 68fa755d1e209131cea6780b | | AdapFedAvg | 49.86 | Not recorded | 68fa755d1e209131cea6780b | | FedAvg | 49.69 | Not recorded | 68fa755d1e209131cea6780b | | FedProx | 49.45 | Not recorded | 68fa755d1e209131cea6780b | | Flash | 49.44 | Not recorded | 68fa755d1e209131cea6780b | | SCAFFOLD | 46.34 | Not recorded | 68fa755d1e209131cea6780b | | FedPAC | 44.38 | Not recorded | 68fa755d1e209131cea6780b | | IFCA | 44.04 | Not recorded | 68fa755d1e209131cea6780b | | FedRep | 44 | Not recorded | 68fa755d1e209131cea6780b | | pFedMe | 41.34 | Not recorded | 68fa755d1e209131cea6780b | | FedBABU | 41.24 | Not recorded | 68fa755d1e209131cea6780b | | FedDrift | 34.23 | Not recorded | 68fa755d1e209131cea6780b | ### FedCCFA Accuracy: 51.12. Result ID: 6993ab633a6c31484917b0db. [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: 51.06. Result ID: 6993ab633a6c31484917b0d5. [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. ### FedFM Accuracy: 50.25. Result ID: 6993ab633a6c31484917b0d1. [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: 49.86. Result ID: 6993ab633a6c31484917b0d2. [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. ### FedAvg Accuracy: 49.69. Result ID: 6993ab633a6c31484917b0ce. [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: 49.45. Result ID: 6993ab633a6c31484917b0cf. [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: 49.44. Result ID: 6993ab633a6c31484917b0d3. [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. ### SCAFFOLD Accuracy: 46.34. Result ID: 6993ab633a6c31484917b0d0. [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: 44.38. Result ID: 6993ab633a6c31484917b0d8. [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: 44.04. Result ID: 6993ab633a6c31484917b0d9. [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: 44. Result ID: 6993ab633a6c31484917b0d6. [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. ### pFedMe Accuracy: 41.34. Result ID: 6993ab633a6c31484917b0d4. [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: 41.24. Result ID: 6993ab633a6c31484917b0d7. [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: 34.23. Result ID: 6993ab633a6c31484917b0da. [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.