# Image Classification on FashionMNIST Strong Non-IID Source: [Image Classification on FashionMNIST Strong Non-IID]() Collection index: [llms.txt]() Data updated: 2026-05-19T12:32:53.286Z Evaluation of Image Classification performance on the FashionMNIST dataset under the 'Strong Non-IID' data 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) | FashionMNIST Strong 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 | 88.55 | Not recorded | 68fa7ab91e209131cea84cf3 | | Selective-FD | 75.31 | Not recorded | 68fa7ab91e209131cea84cf3 | | FedMD | 64.63 | Not recorded | 68fa7ab91e209131cea84cf3 | | DS-FL | 35.98 | Not recorded | 68fa7ab91e209131cea84cf3 | | FedED | 12.52 | Not recorded | 68fa7ab91e209131cea84cf3 | | IndLearn | 10 | Not recorded | 68fa7ab91e209131cea84cf3 | | FKD | 10 | Not recorded | 68fa7ab91e209131cea84cf3 | | PLS | 10 | Not recorded | 68fa7ab91e209131cea84cf3 | ### EdgeFD Accuracy: 88.55. Result ID: 6a0c57f5fbc373592c03cc6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Selective-FD Accuracy: 75.31. Result ID: 6a0c57f5fbc373592c03cc69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedMD Accuracy: 64.63. Result ID: 6a0c57f5fbc373592c03cc64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DS-FL Accuracy: 35.98. Result ID: 6a0c57f5fbc373592c03cc66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedED Accuracy: 12.52. Result ID: 6a0c57f5fbc373592c03cc65. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IndLearn Accuracy: 10. Result ID: 6a0c57f5fbc373592c03cc63. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FKD Accuracy: 10. Result ID: 6a0c57f5fbc373592c03cc67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PLS Accuracy: 10. Result ID: 6a0c57f5fbc373592c03cc68. [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.