# Binary Image Classification on PneumoniaMNIST Mild Non-IID (alpha = 1.0) (test) Source: [Binary Image Classification on PneumoniaMNIST Mild Non-IID (alpha = 1.0) (test)]() Collection index: [llms.txt]() Data updated: 2026-05-26T08:38:25.320Z Evaluation of Binary Image Classification performance on the test split of the PneumoniaMNIST Mild Non-IID dataset (alpha=1.0), reporting Accuracy, Macro-F1, and Expected Calibration Error (ECE). 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 | Binary Image Classification | | Dataset (including any stated split) | PneumoniaMNIST Mild Non-IID (alpha = 1.0) (test) | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Macro-F1](): Higher is better; unit: PERCENT. - [ECE](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Local-Best | 89.81 | Not recorded | 6a15292cdbd7150506f7df7f | | ChainLearn-Dropout (Ours-Dropout) | 87.63 | Not recorded | 6a15292cdbd7150506f7df7f | | Centralized | 86.09 | Not recorded | 6a15292cdbd7150506f7df7f | | ChainLearn (Ours) | 84.29 | Not recorded | 6a15292cdbd7150506f7df7f | | EqualWt-Ens | 83.72 | Not recorded | 6a15292cdbd7150506f7df7f | | FedMD | 83.21 | Not recorded | 6a15292cdbd7150506f7df7f | | FedAvg | 76.67 | Not recorded | 6a15292cdbd7150506f7df7f | | FedProx | 73.97 | Not recorded | 6a15292cdbd7150506f7df7f | ### Local-Best Accuracy: 89.81. Result ID: 6a155a41fbc373592c0cbeab. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Resolution":"224x224x3","Seeds":"5"}. This record does not assert independent reproduction. ### ChainLearn-Dropout (Ours-Dropout) Accuracy: 87.63. Result ID: 6a155a41fbc373592c0cbeb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Resolution":"224x224x3","Seeds":"5"}. This record does not assert independent reproduction. ### Centralized Accuracy: 86.09. Result ID: 6a155a41fbc373592c0cbeaa. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Resolution":"224x224x3","Seeds":"5"}. This record does not assert independent reproduction. ### ChainLearn (Ours) Accuracy: 84.29. Result ID: 6a155a41fbc373592c0cbeb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Resolution":"224x224x3","Seeds":"5"}. This record does not assert independent reproduction. ### EqualWt-Ens Accuracy: 83.72. Result ID: 6a155a41fbc373592c0cbeaf. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Resolution":"224x224x3","Seeds":"5","Weighting":"Equal (Wi=1)"}. This record does not assert independent reproduction. ### FedMD Accuracy: 83.21. Result ID: 6a155a41fbc373592c0cbeae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Resolution":"224x224x3","Seeds":"5","Averaging":"Temperature-scaled probabilities"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 76.67. Result ID: 6a155a41fbc373592c0cbeac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Resolution":"224x224x3","Seeds":"5","Rounds":"5"}. This record does not assert independent reproduction. ### FedProx Accuracy: 73.97. Result ID: 6a155a41fbc373592c0cbead. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Resolution":"224x224x3","Seeds":"5","Stabilization":"Proximal"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.