# Image Classification on CIFAR-100 1.0 (Fourth Session Transition) Source: [Image Classification on CIFAR-100 1.0 (Fourth Session Transition)]() Collection index: [llms.txt]() Data updated: 2026-06-09T09:23:53.054Z Evaluation of Image Classification performance on the specific Fourth Session Transition subset of the CIFAR-100 dataset (v1.0), 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) | CIFAR-100 1.0 (Fourth 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 | 55.82 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 54.08 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 53.64 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 52.3 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 52.22 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 50.71 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 50.41 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 50.1 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 49.57 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 48.32 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 47.4 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 47.35 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 44.99 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 44.59 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 42.21 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 41.94 | Not recorded | 68fa79061e209131cea7bc24 | ### FedACG Proposed Accuracy: 55.82. Result ID: 6a27db5cfbc373592c24ea6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 54.08. Result ID: 6a27db5cfbc373592c24ea6e. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedACG Proposed Accuracy: 53.64. Result ID: 6a27db5cfbc373592c24ea6b. [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: 52.3. Result ID: 6a27db5cfbc373592c24ea67. [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: 52.22. Result ID: 6a27db5cfbc373592c24ea6a. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 50.71. Result ID: 6a27db5cfbc373592c24ea66. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### MOON Proposed Accuracy: 50.41. Result ID: 6a27db5cfbc373592c24ea6c. [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: 50.1. Result ID: 6a27db5cfbc373592c24ea63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 49.57. Result ID: 6a27db5cfbc373592c24ea6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 48.32. Result ID: 6a27db5cfbc373592c24ea62. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 47.4. Result ID: 6a27db5cfbc373592c24ea69. [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: 47.35. Result ID: 6a27db5cfbc373592c24ea68. [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: 44.99. Result ID: 6a27db5cfbc373592c24ea64. [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: 44.59. Result ID: 6a27db5cfbc373592c24ea65. [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: 42.21. Result ID: 6a27db5cfbc373592c24ea60. [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: 41.94. Result ID: 6a27db5cfbc373592c24ea61. [Reporting paper]() [Method origin 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.