# Image Classification on CIFAR-10 500 clients, 2% participation (i.i.d.) Source: [Image Classification on CIFAR-10 500 clients, 2% participation (i.i.d.)]() Collection index: [llms.txt]() Data updated: 2026-02-27T09:04:32.840Z Evaluation of Image Classification performance on CIFAR-10 under a federated setup involving 500 clients with 2% participation under i.i.d. data distribution, reporting convergence metrics like accuracy at specific 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-10 500 clients, 2% participation (i.i.d.) | | 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. - [Convergence Rounds (75% Threshold)](): Lower is better; unit: SCALAR. - [Convergence Rounds (83% Threshold)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy (500 Rounds) | Result date | Report paper | | --- | --- | --- | --- | | FedDC‡ | 80.87 | Not recorded | 68fa72b01e209131cea57eb7 | | FedACG | 80.15 | Not recorded | 68fa72b01e209131cea57eb7 | | FedCM† | 77.84 | Not recorded | 68fa72b01e209131cea57eb7 | | FedADAM | 75.32 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDyn | 74.81 | Not recorded | 68fa72b01e209131cea57eb7 | | FedAvgM | 74.34 | Not recorded | 68fa72b01e209131cea57eb7 | | MOON | 69.86 | Not recorded | 68fa72b01e209131cea57eb7 | | FedLC | 68.92 | Not recorded | 68fa72b01e209131cea57eb7 | | FedProx | 68.74 | Not recorded | 68fa72b01e209131cea57eb7 | | FedAvg | 68.7 | Not recorded | 68fa72b01e209131cea57eb7 | | FedNTD | 68.61 | Not recorded | 68fa72b01e209131cea57eb7 | | FedDecorr | 68.12 | Not recorded | 68fa72b01e209131cea57eb7 | | FedMLB | 62.6 | Not recorded | 68fa72b01e209131cea57eb7 | ### FedDC‡ Accuracy (500 Rounds): 80.87. Result ID: 69a15e1b35dfcabb00e695f1. [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. ### FedACG Accuracy (500 Rounds): 80.15. Result ID: 69a15e1b35dfcabb00e695f3. [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. ### FedCM† Accuracy (500 Rounds): 77.84. Result ID: 69a15e1b35dfcabb00e695ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. ### FedADAM Accuracy (500 Rounds): 75.32. Result ID: 69a15e1b35dfcabb00e695ea. [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 (500 Rounds): 74.81. Result ID: 69a15e1b35dfcabb00e695eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"clients":"500","participation":"2%","data\_distribution":"i.i.d."}. This record does not assert independent reproduction. ### FedAvgM Accuracy (500 Rounds): 74.34. Result ID: 69a15e1b35dfcabb00e695e9. [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 (500 Rounds): 69.86. Result ID: 69a15e1b35dfcabb00e695ec. [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 (500 Rounds): 68.92. Result ID: 69a15e1b35dfcabb00e695ef. [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 (500 Rounds): 68.74. Result ID: 69a15e1b35dfcabb00e695e8. [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 (500 Rounds): 68.7. Result ID: 69a15e1b35dfcabb00e695e7. [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 (500 Rounds): 68.61. Result ID: 69a15e1b35dfcabb00e695f0. [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. ### FedDecorr Accuracy (500 Rounds): 68.12. Result ID: 69a15e1b35dfcabb00e695f2. [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 (500 Rounds): 62.6. Result ID: 69a15e1b35dfcabb00e695ee. [Reporting paper]() [Method origin paper]() 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.