# Image Classification on Tiny ImageNet 70% (test) Source: [Image Classification on Tiny ImageNet 70% (test)]() Collection index: [llms.txt]() Data updated: 2026-03-06T09:18:55.574Z Evaluation of Image Classification performance on the 70% test split of the Tiny ImageNet dataset, measuring standard accuracy alongside communication efficiency metrics. 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) | Tiny ImageNet 70% (test) | | Metric | Accuracy (Test) | | 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 - [Accuracy (Test)](): Higher is better; unit: PERCENT. - [Communication Effort (d)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy (Test) | Result date | Report paper | | --- | --- | --- | --- | | FedBCGD | 83.5 | Not recorded | 69aa5f8f2d603e6de3e41917 | | FedBCGD+ | 81.3 | Not recorded | 69aa5f8f2d603e6de3e41917 | | Centralised SGD | 76.7 | Not recorded | 69aa5f8f2d603e6de3e41917 | | FedAvgM | 76.7 | Not recorded | 69aa5f8f2d603e6de3e41917 | | FedAvg | 71.2 | Not recorded | 69aa5f8f2d603e6de3e41917 | | FedAdam | 65.5 | Not recorded | 69aa5f8f2d603e6de3e41917 | | SCAFFOLD | 56.8 | Not recorded | 69aa5f8f2d603e6de3e41917 | | FedDC | 55 | Not recorded | 69aa5f8f2d603e6de3e41917 | ### FedBCGD Accuracy (Test): 83.5. Result ID: 69aa9ba66dbb7075b9549802. [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":"70%"}. This record does not assert independent reproduction. ### FedBCGD+ Accuracy (Test): 81.3. Result ID: 69aa9ba66dbb7075b9549803. [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":"70%"}. This record does not assert independent reproduction. ### Centralised SGD Accuracy (Test): 76.7. Result ID: 69aa9ba66dbb7075b95497fc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Heterogeneity (ρ)":"0.6","Number of clients (N)":"6","Total communication floats budget":"100d","Target Accuracy":"70%"}. This record does not assert independent reproduction. ### FedAvgM Accuracy (Test): 76.7. Result ID: 69aa9ba66dbb7075b95497fe. [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":"70%"}. This record does not assert independent reproduction. ### FedAvg Accuracy (Test): 71.2. Result ID: 69aa9ba66dbb7075b95497fd. [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":"70%"}. This record does not assert independent reproduction. ### FedAdam Accuracy (Test): 65.5. Result ID: 69aa9ba66dbb7075b95497ff. [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":"70%"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy (Test): 56.8. Result ID: 69aa9ba66dbb7075b9549800. [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":"70%"}. This record does not assert independent reproduction. ### FedDC Accuracy (Test): 55. Result ID: 69aa9ba66dbb7075b9549801. [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":"70%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.