# Image Classification on Fashion-MNIST 20 clients (test) Source: [Image Classification on Fashion-MNIST 20 clients (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:02.267Z Evaluation of Image Classification performance on the test split of Fashion-MNIST under a specific 20-client distribution setting. 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) | Fashion-MNIST 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 | 89.5 | Not recorded | 68fa755d1e209131cea6780b | | IFCA | 87.02 | Not recorded | 68fa755d1e209131cea6780b | | FedPAC | 84 | Not recorded | 68fa755d1e209131cea6780b | | pFedMe | 82.37 | Not recorded | 68fa755d1e209131cea6780b | | FedRep | 81.99 | Not recorded | 68fa755d1e209131cea6780b | | FedBABU | 79.83 | Not recorded | 68fa755d1e209131cea6780b | | FedDrift | 78.95 | Not recorded | 68fa755d1e209131cea6780b | | Ditto | 78.51 | Not recorded | 68fa755d1e209131cea6780b | | SCAFFOLD | 69.92 | Not recorded | 68fa755d1e209131cea6780b | | AdapFedAvg | 69.3 | Not recorded | 68fa755d1e209131cea6780b | | FedProx | 69.25 | Not recorded | 68fa755d1e209131cea6780b | | FedFM | 68.48 | Not recorded | 68fa755d1e209131cea6780b | | FedAvg | 67.81 | Not recorded | 68fa755d1e209131cea6780b | | Flash | 10 | Not recorded | 68fa755d1e209131cea6780b | ### FedCCFA Accuracy: 89.5. Result ID: 6993ab633a6c31484917b0a3. [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. ### IFCA Accuracy: 87.02. Result ID: 6993ab633a6c31484917b0a1. [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: 84. Result ID: 6993ab633a6c31484917b0a0. [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: 82.37. Result ID: 6993ab633a6c31484917b09c. [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: 81.99. Result ID: 6993ab633a6c31484917b09e. [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: 79.83. Result ID: 6993ab633a6c31484917b09f. [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: 78.95. Result ID: 6993ab633a6c31484917b0a2. [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. ### Ditto Accuracy: 78.51. Result ID: 6993ab633a6c31484917b09d. [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: 69.92. Result ID: 6993ab633a6c31484917b098. [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: 69.3. Result ID: 6993ab633a6c31484917b09a. [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. ### FedProx Accuracy: 69.25. Result ID: 6993ab633a6c31484917b097. [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: 68.48. Result ID: 6993ab633a6c31484917b099. [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: 67.81. Result ID: 6993ab633a6c31484917b096. [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: 10. Result ID: 6993ab633a6c31484917b09b. [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. Page 1 of 1. This is an index page, not the full collection.