Statistical Atlases and Computational Models of the Heart. M&Ms and EMIDEC Challenges
11th International Workshop, STACOM 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 4, 2020, Revised Selected Papers
Editors: Puyol Anton, E., Pop, M., Sermesant, M., Campello, V., Lalande, A., Lekadir, K., Suinesiaputra, A., Camara, O., Young, A. (Eds.)
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- About this book
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This book constitutes the proceedings of the 11th International Workshop on Statistical Atlases and Computational Models of the Heart, STACOM 2020, as well as two challenges: M&Ms - The Multi-Centre, Multi-Vendor, Multi-Disease Segmentation Challenge, and EMIDEC - Automatic Evaluation of Myocardial Infarction from Delayed-Enhancement Cardiac MRI Challenge. The 43 full papers included in this volume were carefully reviewed and selected from 70 submissions. 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.
- Table of contents (43 chapters)
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A Persistent Homology-Based Topological Loss Function for Multi-class CNN Segmentation of Cardiac MRI
Pages 3-13
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Automatic Multiplanar CT Reformatting from Trans-Axial into Left Ventricle Short-Axis View
Pages 14-22
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Graph Convolutional Regression of Cardiac Depolarization from Sparse Endocardial Maps
Pages 23-34
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A Cartesian Grid Representation of Left Atrial Appendages for a Deep Learning Estimation of Thrombogenic Risk Predictors
Pages 35-43
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Measure Anatomical Thickness from Cardiac MRI with Deep Neural Networks
Pages 44-55
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Table of contents (43 chapters)
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Bibliographic Information
- Bibliographic Information
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- Book Title
- Statistical Atlases and Computational Models of the Heart. M&Ms and EMIDEC Challenges
- Book Subtitle
- 11th International Workshop, STACOM 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 4, 2020, Revised Selected Papers
- Editors
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- Esther Puyol Anton
- Mihaela Pop
- Maxime Sermesant
- Victor Campello
- Alain Lalande
- Karim Lekadir
- Avan Suinesiaputra
- Oscar Camara
- Alistair Young
- Series Title
- Image Processing, Computer Vision, Pattern Recognition, and Graphics
- Series Volume
- 12592
- Copyright
- 2021
- Publisher
- Springer International Publishing
- Copyright Holder
- Springer Nature Switzerland AG
- eBook ISBN
- 978-3-030-68107-4
- DOI
- 10.1007/978-3-030-68107-4
- Softcover ISBN
- 978-3-030-68106-7
- Edition Number
- 1
- Number of Pages
- XV, 417
- Number of Illustrations
- 11 b/w illustrations, 165 illustrations in colour
- Topics
