# Image Classification on Fashion-MNIST Dir(0.5) Source: [Image Classification on Fashion-MNIST Dir(0.5)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:02.197Z Evaluation of Image Classification performance on the Fashion-MNIST dataset using the Dir(0.5) configuration or subset. 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 Dir(0.5) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 | | --- | --- | --- | --- | | FedAvg | 90.57 | Not recorded | 68fa755d1e209131cea6780b | | AdapFedAvg | 90.42 | Not recorded | 68fa755d1e209131cea6780b | | AdapFedAvg | 90.39 | Not recorded | 68fa755d1e209131cea6780b | | FedDrift | 90.38 | Not recorded | 68fa755d1e209131cea6780b | | SCAFFOLD | 90.33 | Not recorded | 68fa755d1e209131cea6780b | | Ditto | 90.33 | Not recorded | 68fa755d1e209131cea6780b | | FedDrift | 90.33 | Not recorded | 68fa755d1e209131cea6780b | | FedProx | 90.29 | Not recorded | 68fa755d1e209131cea6780b | | FedAvg | 90.22 | Not recorded | 68fa755d1e209131cea6780b | | FedProx | 90.22 | Not recorded | 68fa755d1e209131cea6780b | | FedFM | 90.2 | Not recorded | 68fa755d1e209131cea6780b | | Flash | 90.19 | Not recorded | 68fa755d1e209131cea6780b | | FedFM | 90.03 | Not recorded | 68fa755d1e209131cea6780b | | Flash | 89.94 | Not recorded | 68fa755d1e209131cea6780b | | FedCCFA | 89.81 | Not recorded | 68fa755d1e209131cea6780b | | FedCCFA | 89.74 | Not recorded | 68fa755d1e209131cea6780b | | Ditto | 89.73 | Not recorded | 68fa755d1e209131cea6780b | | IFCA | 88.61 | Not recorded | 68fa755d1e209131cea6780b | | SCAFFOLD | 87.72 | Not recorded | 68fa755d1e209131cea6780b | | FedPAC | 87.61 | Not recorded | 68fa755d1e209131cea6780b | | IFCA | 86.99 | Not recorded | 68fa755d1e209131cea6780b | | pFedMe | 85.06 | Not recorded | 68fa755d1e209131cea6780b | | FedPAC | 85.01 | Not recorded | 68fa755d1e209131cea6780b | | pFedMe | 84.81 | Not recorded | 68fa755d1e209131cea6780b | | FedRep | 81.7 | Not recorded | 68fa755d1e209131cea6780b | | FedBABU | 80.69 | Not recorded | 68fa755d1e209131cea6780b | | FedRep | 80.39 | Not recorded | 68fa755d1e209131cea6780b | | FedBABU | 76.83 | Not recorded | 68fa755d1e209131cea6780b | ### FedAvg Accuracy: 90.57. Result ID: 6993ab633a6c31484917b042. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"20","Sample ratio":"100%"}. This record does not assert independent reproduction. ### AdapFedAvg Accuracy: 90.42. Result ID: 6993ab633a6c31484917b04a. [Reporting paper]() Recorded evaluation configuration: {"Number of clients":"20","Sample ratio":"100%"}. This record does not assert independent reproduction. ### AdapFedAvg Accuracy: 90.39. Result ID: 6993ab633a6c31484917b04b. [Reporting paper]() Recorded evaluation configuration: {"Number of clients":"100","Sample ratio":"20%"}. This record does not assert independent reproduction. ### FedDrift Accuracy: 90.38. Result ID: 6993ab633a6c31484917b05a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"20","Sample ratio":"100%"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 90.33. Result ID: 6993ab633a6c31484917b046. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"20","Sample ratio":"100%"}. This record does not assert independent reproduction. ### Ditto Accuracy: 90.33. Result ID: 6993ab633a6c31484917b050. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"20","Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedDrift Accuracy: 90.33. Result ID: 6993ab633a6c31484917b05b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"100","Sample ratio":"20%"}. This record does not assert independent reproduction. ### FedProx Accuracy: 90.29. Result ID: 6993ab633a6c31484917b044. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"20","Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 90.22. Result ID: 6993ab633a6c31484917b043. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"100","Sample ratio":"20%"}. This record does not assert independent reproduction. ### FedProx Accuracy: 90.22. Result ID: 6993ab633a6c31484917b045. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"100","Sample ratio":"20%"}. This record does not assert independent reproduction. ### FedFM Accuracy: 90.2. Result ID: 6993ab633a6c31484917b049. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"100","Sample ratio":"20%"}. This record does not assert independent reproduction. ### Flash Accuracy: 90.19. Result ID: 6993ab633a6c31484917b04c. [Reporting paper]() Recorded evaluation configuration: {"Number of clients":"20","Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedFM Accuracy: 90.03. Result ID: 6993ab633a6c31484917b048. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"20","Sample ratio":"100%"}. This record does not assert independent reproduction. ### Flash Accuracy: 89.94. Result ID: 6993ab633a6c31484917b04d. [Reporting paper]() Recorded evaluation configuration: {"Number of clients":"100","Sample ratio":"20%"}. This record does not assert independent reproduction. ### FedCCFA Accuracy: 89.81. Result ID: 6993ab633a6c31484917b05c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of clients":"20","Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedCCFA Accuracy: 89.74. Result ID: 6993ab633a6c31484917b05d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of clients":"100","Sample ratio":"20%"}. This record does not assert independent reproduction. ### Ditto Accuracy: 89.73. Result ID: 6993ab633a6c31484917b051. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"100","Sample ratio":"20%"}. This record does not assert independent reproduction. ### IFCA Accuracy: 88.61. Result ID: 6993ab633a6c31484917b059. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"100","Sample ratio":"20%"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 87.72. Result ID: 6993ab633a6c31484917b047. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"100","Sample ratio":"20%"}. This record does not assert independent reproduction. ### FedPAC Accuracy: 87.61. Result ID: 6993ab633a6c31484917b057. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"100","Sample ratio":"20%"}. This record does not assert independent reproduction. ### IFCA Accuracy: 86.99. Result ID: 6993ab633a6c31484917b058. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"20","Sample ratio":"100%"}. This record does not assert independent reproduction. ### pFedMe Accuracy: 85.06. Result ID: 6993ab633a6c31484917b04e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"20","Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedPAC Accuracy: 85.01. Result ID: 6993ab633a6c31484917b056. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"20","Sample ratio":"100%"}. This record does not assert independent reproduction. ### pFedMe Accuracy: 84.81. Result ID: 6993ab633a6c31484917b04f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"100","Sample ratio":"20%"}. This record does not assert independent reproduction. ### FedRep Accuracy: 81.7. Result ID: 6993ab633a6c31484917b052. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"20","Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedBABU Accuracy: 80.69. Result ID: 6993ab633a6c31484917b055. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"100","Sample ratio":"20%"}. This record does not assert independent reproduction. ### FedRep Accuracy: 80.39. Result ID: 6993ab633a6c31484917b053. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"100","Sample ratio":"20%"}. This record does not assert independent reproduction. ### FedBABU Accuracy: 76.83. Result ID: 6993ab633a6c31484917b054. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"20","Sample ratio":"100%"}. This record does not assert independent reproduction. Page 1 of 1. 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