# Image Classification on CIFAR-10 (test) (Error Rate and Communication Cost) Source: [Image Classification on CIFAR-10 (test) (Error Rate and Communication Cost)]() Collection index: [llms.txt]() Data updated: 2026-06-16T10:40:40.203Z Evaluation of Image Classification performance on the CIFAR-10 test set, reporting the test error rate and communication overhead percentage. 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 (test) | | Metric | Test Error Rate | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 10 of 10 | | 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 - [Test Error Rate](): Lower is better; unit: PERCENT. - [Communication Overhead (%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Test Error Rate | Result date | Report paper | | --- | --- | --- | --- | | DPPF | 3.93 | Not recorded | 68fa7bfc1e209131cea8ba6f | | DPPF | 4.01 | Not recorded | 68fa7bfc1e209131cea8ba6f | | DPPF | 4.13 | Not recorded | 68fa7bfc1e209131cea8ba6f | | LocalSGD + QSR | 4.21 | Not recorded | 68fa7bfc1e209131cea8ba6f | | LocalSGD + QSR | 4.29 | Not recorded | 68fa7bfc1e209131cea8ba6f | | LocalSGD + QSR | 4.32 | Not recorded | 68fa7bfc1e209131cea8ba6f | | DDP SGD | 4.33 | Not recorded | 68fa7bfc1e209131cea8ba6f | | LocalSGD | 4.36 | Not recorded | 68fa7bfc1e209131cea8ba6f | | LocalSGD | 4.4 | Not recorded | 68fa7bfc1e209131cea8ba6f | | LocalSGD | 4.49 | Not recorded | 68fa7bfc1e209131cea8ba6f | ### DPPF Test Error Rate: 3.93. Result ID: 6a3127aefbc373592c2e4ade. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","τ (Communication Interval)":"4","Optimizer":"SGD"}. This record does not assert independent reproduction. ### DPPF Test Error Rate: 4.01. Result ID: 6a3127aefbc373592c2e4adf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","τ (Communication Interval)":"8","Optimizer":"SGD"}. This record does not assert independent reproduction. ### DPPF Test Error Rate: 4.13. Result ID: 6a3127aefbc373592c2e4ae0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","τ (Communication Interval)":"16","Optimizer":"SGD"}. This record does not assert independent reproduction. ### LocalSGD + QSR Test Error Rate: 4.21. Result ID: 6a3127aefbc373592c2e4adb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","τbase":"2","Optimizer":"SGD"}. This record does not assert independent reproduction. ### LocalSGD + QSR Test Error Rate: 4.29. Result ID: 6a3127aefbc373592c2e4add. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","τbase":"8","Optimizer":"SGD"}. This record does not assert independent reproduction. ### LocalSGD + QSR Test Error Rate: 4.32. Result ID: 6a3127aefbc373592c2e4adc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","τbase":"4","Optimizer":"SGD"}. This record does not assert independent reproduction. ### DDP SGD Test Error Rate: 4.33. Result ID: 6a3127aefbc373592c2e4ad7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Optimizer":"SGD"}. This record does not assert independent reproduction. ### LocalSGD Test Error Rate: 4.36. Result ID: 6a3127aefbc373592c2e4ad8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","τ (Communication Interval)":"4","Optimizer":"SGD"}. This record does not assert independent reproduction. ### LocalSGD Test Error Rate: 4.4. Result ID: 6a3127aefbc373592c2e4ad9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","τ (Communication Interval)":"8","Optimizer":"SGD"}. This record does not assert independent reproduction. ### LocalSGD Test Error Rate: 4.49. Result ID: 6a3127aefbc373592c2e4ada. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","τ (Communication Interval)":"16","Optimizer":"SGD"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.