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A proposed pipeline for predicting the COVID-19 using the CT and x-ray images with deep transfer learning models. (1) Image acquisition of axial CT scans (or x-ray images) with semi-automatic labeling of lung lesions ROIs (GGO, consolidation, and PE); (3) and (4) six pretrained CNNs models were considered and the last layers were adapted (replaced) to predict COVID-19.
