# Image Classification on FMNIST 1.0 (Second Session Transition) Source: [Image Classification on FMNIST 1.0 (Second Session Transition)]() Collection index: [llms.txt]() Data updated: 2026-06-09T09:23:52.785Z Evaluation of Image Classification performance on the Fashion MNIST dataset variant specific to the '1.0 (Second Session Transition)', reporting Proposed, Continuous, Previous, and Average scores. 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) | FMNIST 1.0 (Second Session Transition) | | Metric | Proposed Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Proposed Accuracy](): Higher is better; unit: PERCENT. - [Continuous Accuracy](): Higher is better; unit: PERCENT. - [Previous Accuracy](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Proposed Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedACG | 85.17 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 85.1 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 84.7 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 84.63 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 83.33 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 83.29 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 83.19 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 83.13 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 83.04 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 83.02 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 82.91 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 82.88 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 78.43 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 77.88 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 77.8 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 77.35 | Not recorded | 68fa79061e209131cea7bc24 | ### FedACG Proposed Accuracy: 85.17. Result ID: 6a27db5cfbc373592c24e9f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedACG Proposed Accuracy: 85.1. Result ID: 6a27db5cfbc373592c24e9f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedACG Proposed Accuracy: 84.7. Result ID: 6a27db5cfbc373592c24e9ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedACG Proposed Accuracy: 84.63. Result ID: 6a27db5cfbc373592c24e9fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 83.33. Result ID: 6a27db5cfbc373592c24e9f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### MOON Proposed Accuracy: 83.29. Result ID: 6a27db5cfbc373592c24e9f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 83.19. Result ID: 6a27db5cfbc373592c24e9f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### MOON Proposed Accuracy: 83.13. Result ID: 6a27db5cfbc373592c24e9f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 83.04. Result ID: 6a27db5cfbc373592c24e9fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### MOON Proposed Accuracy: 83.02. Result ID: 6a27db5cfbc373592c24e9fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 82.91. Result ID: 6a27db5cfbc373592c24e9f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### MOON Proposed Accuracy: 82.88. Result ID: 6a27db5cfbc373592c24e9f8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 78.43. Result ID: 6a27db5cfbc373592c24e9f6. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 77.88. Result ID: 6a27db5cfbc373592c24e9fe. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 77.8. Result ID: 6a27db5cfbc373592c24e9f2. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 77.35. Result ID: 6a27db5cfbc373592c24e9fa. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.