Editors:
Part of the book series: Lecture Notes in Computer Science (LNCS, volume 13131)
Part of the book sub series: Image Processing, Computer Vision, Pattern Recognition, and Graphics (LNIP)
Conference series link(s): STACOM: International Workshop on Statistical Atlases and Computational Models of the Heart
Conference proceedings info: STACOM 2021.
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Table of contents (40 papers)
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Front Matter
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Regular Papers
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Front Matter
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Other Volumes
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Statistical Atlases and Computational Models of the Heart. Multi-Disease, Multi-View, and Multi-Center Right Ventricular Segmentation in Cardiac MRI Challenge
About this book
The 25 regular workshop papers included in this volume were carefully reviewed and selected after being revised. They deal with cardiac imaging and image processing, machine learning applied to cardiac imaging and image analysis, atlas construction, artificial intelligence, statistical modelling of cardiac function across different patient populations, cardiac computational physiology, model customization, atlas based functional analysis, ontological schemata for data and results, integrated functional and structural analyses, as well as the pre-clinical and clinical applicability of these methods.
In addition, 15 papers from the M&MS-2 challenge are included in this volume. The Multi-Disease, Multi-View & Multi-Center Right Ventricular Segmentation in Cardiac MRI Challenge (M&Ms-2) is focusing on the development of generalizable deep learning models for the Right Ventricle that can maintain good segmentation accuracy on different centers, pathologies and cardiac MRI views. There was a total of 48 submissions to the workshop.
Keywords
Editors and Affiliations
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King’s College London, London, UK
Esther Puyol Antón, Avan Suinesiaputra, Alistair Young
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Sunnybrook Research Institute, Toronto, Canada
Mihaela Pop
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Universitat de Barcelona, BCN-AIM Artificial Intelligence in Medicine Lab, Barcelona, Spain
Carlos Martín-Isla
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Inria - Epione Group, Sophia Antipolis, France
Maxime Sermesant
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Pompeu Fabra University, Barcelona, Spain
Oscar Camara
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University of Barcelona, Barcelona, Spain
Karim Lekadir
Bibliographic Information
Book Title: Statistical Atlases and Computational Models of the Heart. Multi-Disease, Multi-View, and Multi-Center Right Ventricular Segmentation in Cardiac MRI Challenge
Book Subtitle: 12th International Workshop, STACOM 2021, Held in Conjunction with MICCAI 2021, Strasbourg, France, September 27, 2021, Revised Selected Papers
Editors: Esther Puyol Antón, Mihaela Pop, Carlos Martín-Isla, Maxime Sermesant, Avan Suinesiaputra, Oscar Camara, Karim Lekadir, … Alistair Young
Series Title: Lecture Notes in Computer Science
DOI: https://doi.org/10.1007/978-3-030-93722-5
Publisher: Springer Cham
eBook Packages: Computer Science, Computer Science (R0)
Copyright Information: Springer Nature Switzerland AG 2022
Softcover ISBN: 978-3-030-93721-8Published: 15 January 2022
eBook ISBN: 978-3-030-93722-5Published: 14 January 2022
Series ISSN: 0302-9743
Series E-ISSN: 1611-3349
Edition Number: 1
Number of Pages: XIII, 385
Number of Illustrations: 10 b/w illustrations, 139 illustrations in colour
Topics: Image Processing and Computer Vision, Machine Learning, Pattern Recognition, Computer Applications, Computing Milieux