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TopNet: Topology Preserving Metric Learning for Vessel Tree Reconstruction and Labelling
To the best of our knowledge, this is the first deep learning based approach which learns multi-label tree structure connectivity from images.
Computation of Total Kidney Volume from CT images in Autosomal Dominant Polycystic Kidney Disease using Multi-Task 3D Convolutional Neural Networks
Autosomal Dominant Polycystic Kidney Disease (ADPKD) characterized by progressive growth of renal cysts is the most prevalent and potentially lethal monogenic renal disease, affecting one in every 500-100 people.
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