# Image Classification on SVHN Second Session Transition 1.0 Source: [Image Classification on SVHN Second Session Transition 1.0]() Collection index: [llms.txt]() Data updated: 2026-06-09T09:23:52.871Z Evaluation of Image Classification performance on the SVHN Second Session Transition 1.0 dataset, reporting Proposed, Continuous, Previous, and Average 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 Second 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 | | --- | --- | --- | --- | | FedACG | 93.64 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 93.54 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 93.41 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 93.34 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 93.23 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 93.21 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 93.09 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 92.98 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 92.39 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 92.1 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 92.1 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 92.08 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 92.06 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 91.78 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 90.28 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 89.7 | Not recorded | 68fa79061e209131cea7bc24 | ### FedACG Proposed Accuracy: 93.64. Result ID: 6a27db5cfbc373592c24ea1f. [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: 93.54. Result ID: 6a27db5cfbc373592c24ea1c. [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: 93.41. Result ID: 6a27db5cfbc373592c24ea17. [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: 93.34. Result ID: 6a27db5cfbc373592c24ea1b. [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: 93.23. Result ID: 6a27db5cfbc373592c24ea18. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### MOON Proposed Accuracy: 93.21. Result ID: 6a27db5cfbc373592c24ea14. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedACG Proposed Accuracy: 93.09. Result ID: 6a27db5cfbc373592c24ea13. [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: 92.98. Result ID: 6a27db5cfbc373592c24ea10. [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: 92.39. Result ID: 6a27db5cfbc373592c24ea1d. [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: 92.1. Result ID: 6a27db5cfbc373592c24ea19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 92.1. Result ID: 6a27db5cfbc373592c24ea1e. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 92.08. Result ID: 6a27db5cfbc373592c24ea15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 92.06. Result ID: 6a27db5cfbc373592c24ea16. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 91.78. Result ID: 6a27db5cfbc373592c24ea11. [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: 90.28. Result ID: 6a27db5cfbc373592c24ea1a. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 89.7. Result ID: 6a27db5cfbc373592c24ea12. [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.