Learning label diffusion maps for semi-automatic segmentation of lung CT images with COVID-19

•A fully end-to-end deep learning approach for COVID-19 CT image segmentation.•The trained model induces the diffusion of seeds by taking as input a marked slice.•The method learns diffusion maps by predicting edge weights via deep contour learning,•The use of deep contour learning and seeded segmentation as an integrated method.