# Image Classification on CIFAR10 (Test Accuracy and Communication Efficiency) Source: [Image Classification on CIFAR10 (Test Accuracy and Communication Efficiency)]() Collection index: [llms.txt]() Data updated: 2026-03-06T09:18:55.408Z Evaluation of Image Classification performance on the CIFAR-10 dataset, reporting standard test accuracy alongside metrics related to communication efficiency or convergence time required to achieve a specific accuracy threshold (e.g., 70%). 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) | CIFAR10 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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](): Higher is better; unit: PERCENT. - [Communication Time (Days) to 70% Acc](): Lower is better; unit: TIME. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | QSGD\[2\]+FedBCGD+ | 83.2 | Not recorded | 69aa5f8f2d603e6de3e41917 | | QSGD\[2\]+FedBCGD | 82.6 | Not recorded | 69aa5f8f2d603e6de3e41917 | | FedBCGD+ | 80.6 | Not recorded | 69aa5f8f2d603e6de3e41917 | | FedBCGD | 77.2 | Not recorded | 69aa5f8f2d603e6de3e41917 | | FedPAQ | 75.2 | Not recorded | 69aa5f8f2d603e6de3e41917 | | TOP-k | 74.5 | Not recorded | 69aa5f8f2d603e6de3e41917 | | FedAvg | 73.2 | Not recorded | 69aa5f8f2d603e6de3e41917 | ### QSGD\[2\]+FedBCGD+ Accuracy: 83.2. Result ID: 69aa9ba66dbb7075b95497bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LeNet-5","Heterogeneity (ρ)":"0.6","Number of clients (N)":"5","Total communication floats budget":"200d"}. This record does not assert independent reproduction. ### QSGD\[2\]+FedBCGD Accuracy: 82.6. Result ID: 69aa9ba66dbb7075b95497bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LeNet-5","Heterogeneity (ρ)":"0.6","Number of clients (N)":"5","Total communication floats budget":"200d"}. This record does not assert independent reproduction. ### FedBCGD+ Accuracy: 80.6. Result ID: 69aa9ba66dbb7075b95497ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LeNet-5","Heterogeneity (ρ)":"0.6","Number of clients (N)":"5","Total communication floats budget":"200d"}. This record does not assert independent reproduction. ### FedBCGD Accuracy: 77.2. Result ID: 69aa9ba66dbb7075b95497b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LeNet-5","Heterogeneity (ρ)":"0.6","Number of clients (N)":"5","Total communication floats budget":"200d"}. This record does not assert independent reproduction. ### FedPAQ Accuracy: 75.2. Result ID: 69aa9ba66dbb7075b95497b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LeNet-5","Heterogeneity (ρ)":"0.6","Number of clients (N)":"5","Total communication floats budget":"200d"}. This record does not assert independent reproduction. ### TOP-k Accuracy: 74.5. Result ID: 69aa9ba66dbb7075b95497b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LeNet-5","Heterogeneity (ρ)":"0.6","Number of clients (N)":"5","Total communication floats budget":"200d"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 73.2. Result ID: 69aa9ba66dbb7075b95497b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LeNet-5","Heterogeneity (ρ)":"0.6","Number of clients (N)":"5","Total communication floats budget":"200d"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.