# Image Classification on CIFAR-100 (Rounds to Target Accuracy) Source: [Image Classification on CIFAR-100 (Rounds to Target Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-27T09:04:33.290Z Evaluation of Image Classification performance on the CIFAR-100 dataset, focusing on convergence speed metrics, specifically the number of training rounds required to reach predefined accuracy thresholds (e.g., 52% and 58% accuracy). 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 at 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 at 500 Rounds](): Higher is better; unit: PERCENT. - [Accuracy at 1000 Rounds](): Higher is better; unit: PERCENT. - [Rounds to reach 52% Accuracy](): Lower is better; unit: SCALAR. - [Rounds to reach 58% Accuracy](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy at 500 Rounds | Result date | Report paper | | --- | --- | --- | --- | | FedACG | 59.82 | Not recorded | 68fa72b01e209131cea57eb7 | | MOON | 58.5 | Not recorded | 68fa72b01e209131cea57eb7 | | FedCM | 57.1 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDC | 55.17 | Not recorded | 68fa72b01e209131cea57eb7 | | FedADAM | 52.23 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDyn | 50.37 | Not recorded | 68fa72b01e209131cea57eb7 | | FedMLB | 50.12 | Not recorded | 68fa72b01e209131cea57eb7 | | FedAvgM | 47.43 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDecorr | 45.16 | Not recorded | 68fa72b01e209131cea57eb7 | | FedNTD | 44.93 | Not recorded | 68fa72b01e209131cea57eb7 | | FedAvg | 43.96 | Not recorded | 68fa72b01e209131cea57eb7 | | FedLC | 43.84 | Not recorded | 68fa72b01e209131cea57eb7 | | FedProx | 43.57 | Not recorded | 68fa72b01e209131cea57eb7 | ### FedACG Accuracy at 500 Rounds: 59.82. Result ID: 69a15e1b35dfcabb00e6965b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### MOON Accuracy at 500 Rounds: 58.5. Result ID: 69a15e1b35dfcabb00e69654. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedCM Accuracy at 500 Rounds: 57.1. Result ID: 69a15e1b35dfcabb00e69655. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedDC Accuracy at 500 Rounds: 55.17. Result ID: 69a15e1b35dfcabb00e69659. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedADAM Accuracy at 500 Rounds: 52.23. Result ID: 69a15e1b35dfcabb00e69652. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedDyn Accuracy at 500 Rounds: 50.37. Result ID: 69a15e1b35dfcabb00e69653. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedMLB Accuracy at 500 Rounds: 50.12. Result ID: 69a15e1b35dfcabb00e69656. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedAvgM Accuracy at 500 Rounds: 47.43. Result ID: 69a15e1b35dfcabb00e69651. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedDecorr Accuracy at 500 Rounds: 45.16. Result ID: 69a15e1b35dfcabb00e6965a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedNTD Accuracy at 500 Rounds: 44.93. Result ID: 69a15e1b35dfcabb00e69658. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedAvg Accuracy at 500 Rounds: 43.96. Result ID: 69a15e1b35dfcabb00e6964f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedLC Accuracy at 500 Rounds: 43.84. Result ID: 69a15e1b35dfcabb00e69657. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. ### FedProx Accuracy at 500 Rounds: 43.57. Result ID: 69a15e1b35dfcabb00e69650. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Distribution":"i.i.d.","Number of Clients":"100","Participation Rate":"5%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.