# Image Classification on FashionMNIST (IID) Source: [Image Classification on FashionMNIST (IID)]() Collection index: [llms.txt]() Data updated: 2026-05-25T07:27:01.649Z Evaluation of Image Classification performance on the FashionMNIST dataset under Independent and Identically Distributed (IID) settings, reporting standard 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 (IID) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 | 90.6 | Not recorded | 69a7bc972d603e6de3e3d640 | | EdgeFLowSeq | 90.53 | Not recorded | 69a7bc972d603e6de3e3d640 | | EdgeFLowRand | 90.13 | Not recorded | 69a7bc972d603e6de3e3d640 | | EdgeFD | 89.9 | Not recorded | 68fa7ab91e209131cea84cf3 | | FedAvg | 89.38 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | IndLearn | 88.8 | Not recorded | 68fa7ab91e209131cea84cf3 | | FedRep | 88.22 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | FibFL++ | 87.88 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | FedMD | 87.25 | Not recorded | 68fa7ab91e209131cea84cf3 | | Selective-FD | 87.16 | Not recorded | 68fa7ab91e209131cea84cf3 | | FedED | 86.88 | Not recorded | 68fa7ab91e209131cea84cf3 | | DS-FL | 86.62 | Not recorded | 68fa7ab91e209131cea84cf3 | | PLS | 86.52 | Not recorded | 68fa7ab91e209131cea84cf3 | | FKD | 86.14 | Not recorded | 68fa7ab91e209131cea84cf3 | | RDFL | 85.11 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | FibFL+ | 81.34 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | FibFL | 80.47 | Not recorded | 6a13d7826f71c5ae7dc9e822 | ### FedAvg Accuracy: 90.6. Result ID: 69a884836dbb7075b950e7e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cluster size Nm":"10","Local epoch K":"5","Mini-batch size":"64","Backbone":"6-layer CNN"}. This record does not assert independent reproduction. ### EdgeFLowSeq Accuracy: 90.53. Result ID: 69a884836dbb7075b950e7e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cluster size Nm":"10","Local epoch K":"5","Mini-batch size":"64","Backbone":"6-layer CNN"}. This record does not assert independent reproduction. ### EdgeFLowRand Accuracy: 90.13. Result ID: 69a884836dbb7075b950e7e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cluster size Nm":"10","Local epoch K":"5","Mini-batch size":"64","Backbone":"6-layer CNN"}. This record does not assert independent reproduction. ### EdgeFD Accuracy: 89.9. Result ID: 6a0c57f5fbc373592c03cc9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg Accuracy: 89.38. Result ID: 6a13f9b2fbc373592c0ac570. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Number of clients)":"10","R (Communication rounds)":"30"}. This record does not assert independent reproduction. ### IndLearn Accuracy: 88.8. Result ID: 6a0c57f5fbc373592c03cc93. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedRep Accuracy: 88.22. Result ID: 6a13f9b2fbc373592c0ac571. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Number of clients)":"10","R (Communication rounds)":"30"}. This record does not assert independent reproduction. ### FibFL++ Accuracy: 87.88. Result ID: 6a13f9b2fbc373592c0ac575. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Number of clients)":"10","R (Communication rounds)":"30"}. This record does not assert independent reproduction. ### FedMD Accuracy: 87.25. Result ID: 6a0c57f5fbc373592c03cc94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Selective-FD Accuracy: 87.16. Result ID: 6a0c57f5fbc373592c03cc99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedED Accuracy: 86.88. Result ID: 6a0c57f5fbc373592c03cc95. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DS-FL Accuracy: 86.62. Result ID: 6a0c57f5fbc373592c03cc96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PLS Accuracy: 86.52. Result ID: 6a0c57f5fbc373592c03cc98. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FKD Accuracy: 86.14. Result ID: 6a0c57f5fbc373592c03cc97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RDFL Accuracy: 85.11. Result ID: 6a13f9b2fbc373592c0ac572. [Reporting paper]() Recorded evaluation configuration: {"N (Number of clients)":"10","R (Communication rounds)":"30"}. This record does not assert independent reproduction. ### FibFL+ Accuracy: 81.34. Result ID: 6a13f9b2fbc373592c0ac574. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Number of clients)":"10","R (Communication rounds)":"30"}. This record does not assert independent reproduction. ### FibFL Accuracy: 80.47. Result ID: 6a13f9b2fbc373592c0ac573. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Number of clients)":"10","R (Communication rounds)":"30"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.