# Image Classification on CIFAR-100 i.i.d. 500 clients 2% participation (test) Source: [Image Classification on CIFAR-100 i.i.d. 500 clients 2% participation (test)]() Collection index: [llms.txt]() Data updated: 2026-02-27T09:04:33.068Z Evaluation of Image Classification performance on the CIFAR-100 test set under a specific federated setting: IID data partitioning across 500 clients, where each client holds 2% of the data. Metrics tracked include Accuracy and communication Rounds. 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 i.i.d. 500 clients 2% participation (test) | | Metric | Accuracy (500R) | | 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 (500R)](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [Communication Rounds](): Lower is better; unit: SCALAR. - [Accuracy (1000R)](): Higher is better; unit: PERCENT. - [Communication Rounds (33%)](): Lower is better; unit: SCALAR. - [Communication Rounds (42%)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy (500R) | Result date | Report paper | | --- | --- | --- | --- | | FedACG | 41.16 | Not recorded | 68fa72b01e209131cea57eb7 | | FedADAM | 38.74 | Not recorded | 68fa72b01e209131cea57eb7 | | FedMLB | 34.56 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDC‡ | 33.93 | Not recorded | 68fa72b01e209131cea57eb7 | | FedAvgM | 33.54 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDyn | 33.2 | Not recorded | 68fa72b01e209131cea57eb7 | | FedAvg | 30.71 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDecorr | 30.41 | Not recorded | 68fa72b01e209131cea57eb7 | | FedProx | 30.11 | Not recorded | 68fa72b01e209131cea57eb7 | | FedNTD | 30.04 | Not recorded | 68fa72b01e209131cea57eb7 | | FedLC | 29.91 | Not recorded | 68fa72b01e209131cea57eb7 | | FedCM† | 29.59 | Not recorded | 68fa72b01e209131cea57eb7 | | MOON | 28.82 | Not recorded | 68fa72b01e209131cea57eb7 | ### FedACG Accuracy (500R): 41.16. Result ID: 69a15e1b35dfcabb00e69600. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. ### FedADAM Accuracy (500R): 38.74. Result ID: 69a15e1b35dfcabb00e695f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. ### FedMLB Accuracy (500R): 34.56. Result ID: 69a15e1b35dfcabb00e695fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. ### FedDC‡ Accuracy (500R): 33.93. Result ID: 69a15e1b35dfcabb00e695fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. ### FedAvgM Accuracy (500R): 33.54. Result ID: 69a15e1b35dfcabb00e695f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. ### FedDyn Accuracy (500R): 33.2. Result ID: 69a15e1b35dfcabb00e695f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. ### FedAvg Accuracy (500R): 30.71. Result ID: 69a15e1b35dfcabb00e695f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. ### FedDecorr Accuracy (500R): 30.41. Result ID: 69a15e1b35dfcabb00e695ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. ### FedProx Accuracy (500R): 30.11. Result ID: 69a15e1b35dfcabb00e695f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. ### FedNTD Accuracy (500R): 30.04. Result ID: 69a15e1b35dfcabb00e695fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. ### FedLC Accuracy (500R): 29.91. Result ID: 69a15e1b35dfcabb00e695fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. ### FedCM† Accuracy (500R): 29.59. Result ID: 69a15e1b35dfcabb00e695fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. ### MOON Accuracy (500R): 28.82. Result ID: 69a15e1b35dfcabb00e695f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.