3D High-Resolution Cardiac Segmentation Reconstruction From 2D Views Using Conditional Variational Autoencoders

Accurate segmentation of heart structures imaged by cardiac MR is key for the quantitative analysis of pathology. High-resolution 3D MR sequences enable whole-heart structural imaging but are time-consuming, expensive to acquire and they often require long breath holds that are not suitable for pati...

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Bibliographic Details

Published in:	Proceedings (International Symposium on Biomedical Imaging) pp. 1643 - 1646
Main Authors:	Biffi, Carlo, Cerrolaza, Juan J., Tarroni, Giacomo, de Marvao, Antonio, Cook, Stuart A., O'Regan, Declan P., Rueckert, Daniel
Format:	Conference Proceeding
Language:	English
Published:	IEEE 01.04.2019
Subjects:	3D Segmentation Reconstruction Cardiac MR Deep Learning Image reconstruction Image resolution Image segmentation Solid modeling Three-dimensional displays Training Two dimensional displays Variational Autoencoder
ISSN:	1945-8452
Online Access:	Get full text
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