# Image Classification on FMNIST Fourth Session Transition 1.0 Source: [Image Classification on FMNIST Fourth Session Transition 1.0]() Collection index: [llms.txt]() Data updated: 2026-06-09T09:23:52.825Z Evaluation of Image Classification performance on the specific 'Fourth Session Transition 1.0' version of the Fashion MNIST dataset, 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 Fourth Session Transition 1.0 | | Metric | Proposed Score | | 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 Score](): Higher is better; unit: PERCENT. - [Continuous Score](): Higher is better; unit: PERCENT. - [Previous Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Proposed Score | Result date | Report paper | | --- | --- | --- | --- | | FedACG | 85.82 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 85.81 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 85.41 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 85.36 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 84.89 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 84.88 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 84.36 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 84.3 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 84.29 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 84.22 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 83.95 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 83.81 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 80.49 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 79.88 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 79.85 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 79.45 | Not recorded | 68fa79061e209131cea7bc24 | ### FedACG Proposed Score: 85.82. Result ID: 6a27db5cfbc373592c24ea03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedACG Proposed Score: 85.81. Result ID: 6a27db5cfbc373592c24ea07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedACG Proposed Score: 85.41. Result ID: 6a27db5cfbc373592c24ea0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedACG Proposed Score: 85.36. Result ID: 6a27db5cfbc373592c24ea0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### MOON Proposed Score: 84.89. Result ID: 6a27db5cfbc373592c24ea04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### MOON Proposed Score: 84.88. Result ID: 6a27db5cfbc373592c24ea00. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### MOON Proposed Score: 84.36. Result ID: 6a27db5cfbc373592c24ea0c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### MOON Proposed Score: 84.3. Result ID: 6a27db5cfbc373592c24ea08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedProx Proposed Score: 84.29. Result ID: 6a27db5cfbc373592c24ea05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedProx Proposed Score: 84.22. Result ID: 6a27db5cfbc373592c24ea01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedProx Proposed Score: 83.95. Result ID: 6a27db5cfbc373592c24ea0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedProx Proposed Score: 83.81. Result ID: 6a27db5cfbc373592c24ea09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Score: 80.49. Result ID: 6a27db5cfbc373592c24ea06. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Score: 79.88. Result ID: 6a27db5cfbc373592c24ea02. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Score: 79.85. Result ID: 6a27db5cfbc373592c24ea0e. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Score: 79.45. Result ID: 6a27db5cfbc373592c24ea0a. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. Page 1 of 1. 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