# Image Classification on CIFAR-100 (Convergence Rounds to Target Accuracy) Source: [Image Classification on CIFAR-100 (Convergence Rounds to Target Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-27T09:04:32.933Z Evaluation of Image Classification performance on CIFAR-100, measuring the number of training rounds or iterations required to achieve specific accuracy targets (e.g., 47% or 55%). 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 | | Metric | Accuracy (500 Rounds) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Accuracy (500 Rounds)](): Higher is better; unit: PERCENT. - [Accuracy (1000 Rounds)](): Higher is better; unit: PERCENT. - [Rounds to 47% Accuracy](): Lower is better; unit: SCALAR. - [Rounds to 55% Accuracy](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy (500 Rounds) | Result date | Report paper | | --- | --- | --- | --- | | FedACG | 55.79 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDC‡ | 54.25 | Not recorded | 68fa72b01e209131cea57eb7 | | MOON | 53.15 | Not recorded | 68fa72b01e209131cea57eb7 | | FedCM† | 52.44 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDyn | 48.38 | Not recorded | 68fa72b01e209131cea57eb7 | | FedMLB | 47.39 | Not recorded | 68fa72b01e209131cea57eb7 | | FedAvgM | 46.98 | Not recorded | 68fa72b01e209131cea57eb7 | | FedADAM | 44.8 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDecorr | 43.52 | Not recorded | 68fa72b01e209131cea57eb7 | | FedNTD | 43.22 | Not recorded | 68fa72b01e209131cea57eb7 | | FedLC | 42.74 | Not recorded | 68fa72b01e209131cea57eb7 | | FedProx | 42.43 | Not recorded | 68fa72b01e209131cea57eb7 | | FedAvg | 41.88 | Not recorded | 68fa72b01e209131cea57eb7 | ### FedACG Accuracy (500 Rounds): 55.79. Result ID: 69a15e1b35dfcabb00e6961a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedDC‡ Accuracy (500 Rounds): 54.25. Result ID: 69a15e1b35dfcabb00e69618. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### MOON Accuracy (500 Rounds): 53.15. Result ID: 69a15e1b35dfcabb00e69613. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedCM† Accuracy (500 Rounds): 52.44. Result ID: 69a15e1b35dfcabb00e69614. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedDyn Accuracy (500 Rounds): 48.38. Result ID: 69a15e1b35dfcabb00e69612. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedMLB Accuracy (500 Rounds): 47.39. Result ID: 69a15e1b35dfcabb00e69615. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedAvgM Accuracy (500 Rounds): 46.98. Result ID: 69a15e1b35dfcabb00e69610. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedADAM Accuracy (500 Rounds): 44.8. Result ID: 69a15e1b35dfcabb00e69611. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedDecorr Accuracy (500 Rounds): 43.52. Result ID: 69a15e1b35dfcabb00e69619. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedNTD Accuracy (500 Rounds): 43.22. Result ID: 69a15e1b35dfcabb00e69617. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedLC Accuracy (500 Rounds): 42.74. Result ID: 69a15e1b35dfcabb00e69616. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedProx Accuracy (500 Rounds): 42.43. Result ID: 69a15e1b35dfcabb00e6960f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. ### FedAvg Accuracy (500 Rounds): 41.88. Result ID: 69a15e1b35dfcabb00e6960e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Learning Setting":"Moderate-scale","Number of clients":"100","Participation rate":"5%","Dirichlet parameter":"0.3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.