# Image Classification on Fashion-MNIST 100 clients (test) Source: [Image Classification on Fashion-MNIST 100 clients (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:02.289Z Evaluation of Image Classification performance on the test split of the Fashion-MNIST dataset under a 100-client distributed or federated learning 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 100 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 | 89.39 | Not recorded | 68fa755d1e209131cea6780b | | IFCA | 88.25 | Not recorded | 68fa755d1e209131cea6780b | | FedDrift | 87.75 | Not recorded | 68fa755d1e209131cea6780b | | FedPAC | 87.24 | Not recorded | 68fa755d1e209131cea6780b | | FedBABU | 81.68 | Not recorded | 68fa755d1e209131cea6780b | | FedRep | 81.07 | Not recorded | 68fa755d1e209131cea6780b | | Ditto | 79.62 | Not recorded | 68fa755d1e209131cea6780b | | pFedMe | 77.66 | Not recorded | 68fa755d1e209131cea6780b | | Flash | 71.16 | Not recorded | 68fa755d1e209131cea6780b | | SCAFFOLD | 69.66 | Not recorded | 68fa755d1e209131cea6780b | | FedFM | 69.12 | Not recorded | 68fa755d1e209131cea6780b | | AdapFedAvg | 68.86 | Not recorded | 68fa755d1e209131cea6780b | | FedProx | 68.47 | Not recorded | 68fa755d1e209131cea6780b | | FedAvg | 68.15 | Not recorded | 68fa755d1e209131cea6780b | ### FedCCFA Accuracy: 89.39. Result ID: 6993ab633a6c31484917b0b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### IFCA Accuracy: 88.25. Result ID: 6993ab633a6c31484917b0af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### FedDrift Accuracy: 87.75. Result ID: 6993ab633a6c31484917b0b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### FedPAC Accuracy: 87.24. Result ID: 6993ab633a6c31484917b0ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### FedBABU Accuracy: 81.68. Result ID: 6993ab633a6c31484917b0ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### FedRep Accuracy: 81.07. Result ID: 6993ab633a6c31484917b0ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### Ditto Accuracy: 79.62. Result ID: 6993ab633a6c31484917b0ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### pFedMe Accuracy: 77.66. Result ID: 6993ab633a6c31484917b0aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### Flash Accuracy: 71.16. Result ID: 6993ab633a6c31484917b0a9. [Reporting paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 69.66. Result ID: 6993ab633a6c31484917b0a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### FedFM Accuracy: 69.12. Result ID: 6993ab633a6c31484917b0a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### AdapFedAvg Accuracy: 68.86. Result ID: 6993ab633a6c31484917b0a8. [Reporting paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### FedProx Accuracy: 68.47. Result ID: 6993ab633a6c31484917b0a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%","Drift setting":"Sudden","Data Distribution":"Dir(0.5)"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 68.15. Result ID: 6993ab633a6c31484917b0a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%","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.