# Image Classification on SVHN Fourth Session Transition 1.0 Source: [Image Classification on SVHN Fourth Session Transition 1.0]() Collection index: [llms.txt]() Data updated: 2026-06-09T09:23:52.904Z Evaluation of Image Classification performance on the SVHN Fourth Session Transition 1.0 dataset, reporting Proposed, Continuous, Previous, and Average accuracy metrics. 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) | SVHN Fourth Session Transition 1.0 | | 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 | | --- | --- | --- | --- | | MOON | 94.24 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 93.97 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 93.95 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 93.86 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 93.8 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 93.69 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 93.66 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 93.48 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 93.3 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 93.13 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 93.02 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 92.75 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 92.68 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 92.36 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 91.9 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 91.54 | Not recorded | 68fa79061e209131cea7bc24 | ### MOON Proposed Accuracy: 94.24. Result ID: 6a27db5cfbc373592c24ea2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedACG Proposed Accuracy: 93.97. Result ID: 6a27db5cfbc373592c24ea2f. [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: 93.95. Result ID: 6a27db5cfbc373592c24ea24. [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 Accuracy: 93.86. Result ID: 6a27db5cfbc373592c24ea28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedACG Proposed Accuracy: 93.8. Result ID: 6a27db5cfbc373592c24ea27. [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: 93.69. Result ID: 6a27db5cfbc373592c24ea20. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedACG Proposed Accuracy: 93.66. Result ID: 6a27db5cfbc373592c24ea2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedACG Proposed Accuracy: 93.48. Result ID: 6a27db5cfbc373592c24ea23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 93.3. Result ID: 6a27db5cfbc373592c24ea2e. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 93.13. Result ID: 6a27db5cfbc373592c24ea26. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 93.02. Result ID: 6a27db5cfbc373592c24ea2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 92.75. Result ID: 6a27db5cfbc373592c24ea29. [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: 92.68. Result ID: 6a27db5cfbc373592c24ea25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 92.36. Result ID: 6a27db5cfbc373592c24ea21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 91.9. Result ID: 6a27db5cfbc373592c24ea2a. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 91.54. Result ID: 6a27db5cfbc373592c24ea22. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.