# Image Classification on CIFAR-100 (test) (Error Rate and Communication Overhead) Source: [Image Classification on CIFAR-100 (test) (Error Rate and Communication Overhead)]() Collection index: [llms.txt]() Data updated: 2026-06-16T10:40:40.239Z Evaluation of Image Classification performance on the CIFAR-100 test set, reporting 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-100 (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 | 16.74 | Not recorded | 68fa7bfc1e209131cea8ba6f | | DPPF | 17.09 | Not recorded | 68fa7bfc1e209131cea8ba6f | | DPPF | 17.28 | Not recorded | 68fa7bfc1e209131cea8ba6f | | LocalSGD + QSR | 17.77 | Not recorded | 68fa7bfc1e209131cea8ba6f | | LocalSGD + QSR | 18.06 | Not recorded | 68fa7bfc1e209131cea8ba6f | | LocalSGD + QSR | 18.27 | Not recorded | 68fa7bfc1e209131cea8ba6f | | LocalSGD | 18.82 | Not recorded | 68fa7bfc1e209131cea8ba6f | | LocalSGD | 19.03 | Not recorded | 68fa7bfc1e209131cea8ba6f | | DDP SGD | 19.1 | Not recorded | 68fa7bfc1e209131cea8ba6f | | LocalSGD | 19.11 | Not recorded | 68fa7bfc1e209131cea8ba6f | ### DPPF Test Error Rate: 16.74. Result ID: 6a3127aefbc373592c2e4ae8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PyramidNet","τ (Communication Interval)":"4","Optimizer":"SGD"}. This record does not assert independent reproduction. ### DPPF Test Error Rate: 17.09. Result ID: 6a3127aefbc373592c2e4ae9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PyramidNet","τ (Communication Interval)":"8","Optimizer":"SGD"}. This record does not assert independent reproduction. ### DPPF Test Error Rate: 17.28. Result ID: 6a3127aefbc373592c2e4aea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PyramidNet","τ (Communication Interval)":"16","Optimizer":"SGD"}. This record does not assert independent reproduction. ### LocalSGD + QSR Test Error Rate: 17.77. Result ID: 6a3127aefbc373592c2e4ae5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PyramidNet","τbase":"2","Optimizer":"SGD"}. This record does not assert independent reproduction. ### LocalSGD + QSR Test Error Rate: 18.06. Result ID: 6a3127aefbc373592c2e4ae6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PyramidNet","τbase":"4","Optimizer":"SGD"}. This record does not assert independent reproduction. ### LocalSGD + QSR Test Error Rate: 18.27. Result ID: 6a3127aefbc373592c2e4ae7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PyramidNet","τbase":"8","Optimizer":"SGD"}. This record does not assert independent reproduction. ### LocalSGD Test Error Rate: 18.82. Result ID: 6a3127aefbc373592c2e4ae3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PyramidNet","τ (Communication Interval)":"8","Optimizer":"SGD"}. This record does not assert independent reproduction. ### LocalSGD Test Error Rate: 19.03. Result ID: 6a3127aefbc373592c2e4ae2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PyramidNet","τ (Communication Interval)":"4","Optimizer":"SGD"}. This record does not assert independent reproduction. ### DDP SGD Test Error Rate: 19.1. Result ID: 6a3127aefbc373592c2e4ae1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PyramidNet","Optimizer":"SGD"}. This record does not assert independent reproduction. ### LocalSGD Test Error Rate: 19.11. Result ID: 6a3127aefbc373592c2e4ae4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PyramidNet","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.