Multi-task vision transformer using low-level chest X-ray feature corpus for COVID-19 diagnosis and severity quantification

•Backbone with pre-built large CXR dataset is less prone to overfitting.•A multi-task Vision Transformer leveraging low-level features from the backbone was devised.•The proposed multi-task model was capable of performing both classification and severity prediction simultaneously.•The proposed model...

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