# Image Classification on FashionMNIST (Weak Non-IID) Source: [Image Classification on FashionMNIST (Weak Non-IID)]() Collection index: [llms.txt]() Data updated: 2026-05-19T12:32:53.397Z Evaluation of Image Classification performance on the FashionMNIST dataset under the 'Weak Non-IID' data distribution setting, reporting 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) | FashionMNIST (Weak Non-IID) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 | | --- | --- | --- | --- | | EdgeFD | 88.74 | Not recorded | 68fa7ab91e209131cea84cf3 | | Selective-FD | 77.27 | Not recorded | 68fa7ab91e209131cea84cf3 | | FedMD | 74.83 | Not recorded | 68fa7ab91e209131cea84cf3 | | DS-FL | 39.22 | Not recorded | 68fa7ab91e209131cea84cf3 | | FedED | 37.12 | Not recorded | 68fa7ab91e209131cea84cf3 | | IndLearn | 19.82 | Not recorded | 68fa7ab91e209131cea84cf3 | | FKD | 19.71 | Not recorded | 68fa7ab91e209131cea84cf3 | | PLS | 19.7 | Not recorded | 68fa7ab91e209131cea84cf3 | ### EdgeFD Accuracy: 88.74. Result ID: 6a0c57f5fbc373592c03cc82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Selective-FD Accuracy: 77.27. Result ID: 6a0c57f5fbc373592c03cc81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedMD Accuracy: 74.83. Result ID: 6a0c57f5fbc373592c03cc7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DS-FL Accuracy: 39.22. Result ID: 6a0c57f5fbc373592c03cc7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedED Accuracy: 37.12. Result ID: 6a0c57f5fbc373592c03cc7d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IndLearn Accuracy: 19.82. Result ID: 6a0c57f5fbc373592c03cc7b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FKD Accuracy: 19.71. Result ID: 6a0c57f5fbc373592c03cc7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PLS Accuracy: 19.7. Result ID: 6a0c57f5fbc373592c03cc80. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.