# Image Classification on CIFAR100 (test) (Accuracy vs Communication Cost) Source: [Image Classification on CIFAR100 (test) (Accuracy vs Communication Cost)]() Collection index: [llms.txt]() Data updated: 2026-03-06T09:18:55.546Z Evaluation of Image Classification performance on the CIFAR-100 test set, reporting standard classification accuracy alongside metrics related to communication efficiency or training cost. 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) | CIFAR100 (test) | | Metric | Test Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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. - [Communication Steps](): Lower is better; unit: SCALAR. ## Recorded results | Method | Test Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedBCGD | 92 | Not recorded | 69aa5f8f2d603e6de3e41917 | | FedBCGD+ | 90.6 | Not recorded | 69aa5f8f2d603e6de3e41917 | | FedAvg | 90.4 | Not recorded | 69aa5f8f2d603e6de3e41917 | | FedAvgM | 88.7 | Not recorded | 69aa5f8f2d603e6de3e41917 | | SCAFFOLD | 88.2 | Not recorded | 69aa5f8f2d603e6de3e41917 | | FedAdam | 87.6 | Not recorded | 69aa5f8f2d603e6de3e41917 | | FedDC | 85.8 | Not recorded | 69aa5f8f2d603e6de3e41917 | | Centralised SGD | 81.5 | Not recorded | 69aa5f8f2d603e6de3e41917 | ### FedBCGD Test Accuracy: 92. Result ID: 69aa9ba66dbb7075b95497fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Heterogeneity (ρ)":"0.6","Number of clients (N)":"6","Total communication floats budget":"100d","Target Accuracy":"88%"}. This record does not assert independent reproduction. ### FedBCGD+ Test Accuracy: 90.6. Result ID: 69aa9ba66dbb7075b95497fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Heterogeneity (ρ)":"0.6","Number of clients (N)":"6","Total communication floats budget":"100d","Target Accuracy":"88%"}. This record does not assert independent reproduction. ### FedAvg Test Accuracy: 90.4. Result ID: 69aa9ba66dbb7075b95497f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Heterogeneity (ρ)":"0.6","Number of clients (N)":"6","Total communication floats budget":"100d","Target Accuracy":"88%"}. This record does not assert independent reproduction. ### FedAvgM Test Accuracy: 88.7. Result ID: 69aa9ba66dbb7075b95497f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Heterogeneity (ρ)":"0.6","Number of clients (N)":"6","Total communication floats budget":"100d","Target Accuracy":"88%"}. This record does not assert independent reproduction. ### SCAFFOLD Test Accuracy: 88.2. Result ID: 69aa9ba66dbb7075b95497f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Heterogeneity (ρ)":"0.6","Number of clients (N)":"6","Total communication floats budget":"100d","Target Accuracy":"88%"}. This record does not assert independent reproduction. ### FedAdam Test Accuracy: 87.6. Result ID: 69aa9ba66dbb7075b95497f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Heterogeneity (ρ)":"0.6","Number of clients (N)":"6","Total communication floats budget":"100d","Target Accuracy":"88%"}. This record does not assert independent reproduction. ### FedDC Test Accuracy: 85.8. Result ID: 69aa9ba66dbb7075b95497f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Heterogeneity (ρ)":"0.6","Number of clients (N)":"6","Total communication floats budget":"100d","Target Accuracy":"88%"}. This record does not assert independent reproduction. ### Centralised SGD Test Accuracy: 81.5. Result ID: 69aa9ba66dbb7075b95497f4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Heterogeneity (ρ)":"0.6","Number of clients (N)":"6","Total communication floats budget":"100d","Target Accuracy":"88%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.