# Image Classification on CIFAR-100 10 clients, heterog. (test) Source: [Image Classification on CIFAR-100 10 clients, heterog. (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T17:57:59.082Z Evaluation of Image Classification performance on the CIFAR-100 test set distributed across 10 heterogeneous clients. 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 10 clients, heterog. (test) | | Metric | Test Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 Accuracy](): Higher is better; unit: PERCENT. - [Test NLL](): Lower is better; unit: SCALAR. ## Recorded results | Method | Test Accuracy | Result date | Report paper | | --- | --- | --- | --- | | IVON-ADMM | 46.6 | Not recorded | 68fa5da71e209131ce9dbecb | | IVON-ADMM@mg | 46.5 | Not recorded | 68fa5da71e209131ce9dbecb | | IVON-ADMM@mg | 46.2 | Not recorded | 68fa5da71e209131ce9dbecb | | IVON-ADMM | 46.2 | Not recorded | 68fa5da71e209131ce9dbecb | | FedAvg/FedProx | 40.4 | Not recorded | 68fa5da71e209131ce9dbecb | | FedLap | 40.4 | Not recorded | 68fa5da71e209131ce9dbecb | | FedLap | 40.1 | Not recorded | 68fa5da71e209131ce9dbecb | | IVON-ADMM@mg | 40 | Not recorded | 68fa5da71e209131ce9dbecb | | IVON-ADMM | 40 | Not recorded | 68fa5da71e209131ce9dbecb | | FedAvg/FedProx | 39.8 | Not recorded | 68fa5da71e209131ce9dbecb | | FedLap | 39.7 | Not recorded | 68fa5da71e209131ce9dbecb | | FedDyn | 39.6 | Not recorded | 68fa5da71e209131ce9dbecb | | FedDyn | 39.2 | Not recorded | 68fa5da71e209131ce9dbecb | | FedDyn | 38.4 | Not recorded | 68fa5da71e209131ce9dbecb | | FedAvg/FedProx | 37.9 | Not recorded | 68fa5da71e209131ce9dbecb | ### IVON-ADMM Test Accuracy: 46.6. Result ID: 69a872946dbb7075b9507040. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"100"}. This record does not assert independent reproduction. ### IVON-ADMM@mg Test Accuracy: 46.5. Result ID: 69a872946dbb7075b950703d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"100"}. This record does not assert independent reproduction. ### IVON-ADMM@mg Test Accuracy: 46.2. Result ID: 69a872946dbb7075b950703c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"50"}. This record does not assert independent reproduction. ### IVON-ADMM Test Accuracy: 46.2. Result ID: 69a872946dbb7075b950703f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"50"}. This record does not assert independent reproduction. ### FedAvg/FedProx Test Accuracy: 40.4. Result ID: 69a872946dbb7075b9507033. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"50"}. This record does not assert independent reproduction. ### FedLap Test Accuracy: 40.4. Result ID: 69a872946dbb7075b9507039. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"50"}. This record does not assert independent reproduction. ### FedLap Test Accuracy: 40.1. Result ID: 69a872946dbb7075b9507038. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"25"}. This record does not assert independent reproduction. ### IVON-ADMM@mg Test Accuracy: 40. Result ID: 69a872946dbb7075b950703b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"25"}. This record does not assert independent reproduction. ### IVON-ADMM Test Accuracy: 40. Result ID: 69a872946dbb7075b950703e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"25"}. This record does not assert independent reproduction. ### FedAvg/FedProx Test Accuracy: 39.8. Result ID: 69a872946dbb7075b9507034. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"100"}. This record does not assert independent reproduction. ### FedLap Test Accuracy: 39.7. Result ID: 69a872946dbb7075b950703a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"100"}. This record does not assert independent reproduction. ### FedDyn Test Accuracy: 39.6. Result ID: 69a872946dbb7075b9507037. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"100"}. This record does not assert independent reproduction. ### FedDyn Test Accuracy: 39.2. Result ID: 69a872946dbb7075b9507036. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"50"}. This record does not assert independent reproduction. ### FedDyn Test Accuracy: 38.4. Result ID: 69a872946dbb7075b9507035. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"25"}. This record does not assert independent reproduction. ### FedAvg/FedProx Test Accuracy: 37.9. Result ID: 69a872946dbb7075b9507032. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Communication rounds":"25"}. 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