Fully automated 3D aortic segmentation of 4D flow MRI for hemodynamic analysis using deep learning.

Haben Berhane Michael B ScottMohammed ElbazKelly JarvisPatrick McCarthyJames CarrChris MalaisrieRyan J AveryAlex J BarkerJoshua D RobinsonCynthia K RigsbyMichael Markl

Published in: Magnetic resonance in medicine (2020)

Deep learning enabled fast and automated 3D aortic segmentation from 4D-flow MRI, demonstrating its potential for efficient clinical workflows. Future studies should investigate its utility for other vasculature and multivendor applications.

Keyphrases

deep learning
convolutional neural network
contrast enhanced
aortic valve
artificial intelligence
magnetic resonance imaging
machine learning
pulmonary artery
left ventricular
diffusion weighted imaging
aortic dissection
computed tomography
heart failure
magnetic resonance
coronary artery
pulmonary hypertension