Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved?

Delineation of the left ventricular cavity, myocardium, and right ventricle from cardiac magnetic resonance images (multi-slice 2-D cine MRI) is a common clinical task to establish diagnosis. The automation of the corresponding tasks has thus been the subject of intense research over the past decade...

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Bibliographic Details
Published in:	IEEE transactions on medical imaging Vol. 37; no. 11; pp. 2514 - 2525
Main Authors:	Bernard, Olivier, Lalande, Alain, Zotti, Clement, Cervenansky, Frederick, Yang, Xin, Heng, Pheng-Ann, Cetin, Irem, Lekadir, Karim, Camara, Oscar, Gonzalez Ballester, Miguel Angel, Sanroma, Gerard, Napel, Sandy, Petersen, Steffen, Tziritas, Georgios, Grinias, Elias, Khened, Mahendra, Kollerathu, Varghese Alex, Krishnamurthi, Ganapathy, Rohe, Marc-Michel, Pennec, Xavier, Sermesant, Maxime, Isensee, Fabian, Jager, Paul, Maier-Hein, Klaus H., Full, Peter M., Wolf, Ivo, Engelhardt, Sandy, Baumgartner, Christian F., Koch, Lisa M., Wolterink, Jelmer M., Isgum, Ivana, Jang, Yeonggul, Hong, Yoonmi, Patravali, Jay, Jain, Shubham, Humbert, Olivier, Jodoin, Pierre-Marc
Format:	Journal Article
Language:	English
Published:	United States IEEE 01.11.2018 The Institute of Electrical and Electronics Engineers, Inc. (IEEE) Institute of Electrical and Electronics Engineers
Subjects:	Automation Biomedical imaging Cardiac Imaging Techniques - methods Cardiac segmentation and diagnosis Classification Correlation analysis Databases, Factual Datasets Deep Learning Diagnosis Female Go/no-go discrimination learning Heart Heart - diagnostic imaging Heart Diseases - diagnostic imaging Humans Identification methods Image Interpretation, Computer-Assisted - methods Image processing Image segmentation left and right ventricles Life Sciences Machine learning Magnetic resonance imaging Magnetic Resonance Imaging - methods Male Medical diagnosis MRI Myocardium State of the art Task analysis Teaching methods Ventricle Deep learning Myocardium Cardiac segmentation and diagnosis Lleft and right ventricles MRI
ISSN:	0278-0062, 1558-254X, 1558-254X
Online Access:	Get full text
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