# Image Classification on FashionMNIST NIID A Source: [Image Classification on FashionMNIST NIID A]() Collection index: [llms.txt]() Data updated: 2026-03-04T19:14:35.122Z Evaluation of Image Classification performance on the Non-IID (NIID A) distribution split of the FashionMNIST dataset. 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 NIID A | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 3 of 3 | | 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 | | --- | --- | --- | --- | | EdgeFLowRand | 87.97 | Not recorded | 69a7bc972d603e6de3e3d640 | | EdgeFLowSeq | 87.5 | Not recorded | 69a7bc972d603e6de3e3d640 | | FedAvg | 86.89 | Not recorded | 69a7bc972d603e6de3e3d640 | ### EdgeFLowRand Accuracy: 87.97. Result ID: 69a884836dbb7075b950e7e6. [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: 87.5. Result ID: 69a884836dbb7075b950e7e7. [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. ### FedAvg Accuracy: 86.89. Result ID: 69a884836dbb7075b950e7e5. [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. Page 1 of 1. This is an index page, not the full collection.