Simple uncertainty-based active learning with a weighted loss matched full-data COVID-19 CXR severity classifiers using 15.4% (binary) and 23.1% (multi-class) of training labels.
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Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance
Simple uncertainty-based active learning with a weighted loss matched full-data COVID-19 CXR severity classifiers using 15.4% (binary) and 23.1% (multi-class) of training labels.