Computational Retinal Image Analysis: Tools, Applications and Perspectives PDF
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Computational Retinal Image Analysis Tools, Applications and Perspectives THE ELSEVIER AND MICCAI SOCIETY BOOK SERIES Advisory Board Nicholas Ayache James S. Duncan Alex Frangi Hayit Greenspan Pierre Jannin Anne Martel Xavier Pennec Terry Peters Daniel Rueckert Milan Sonka Jay Tian S. Kevin Zhou Titles: Balocco, A., et al., Computing and Visualization for Intravascular Imaging and Computer Assisted Stenting, 9780128110188 Dalca, A.V., et al., Imaging Genetics, 9780128139684 Depeursinge, A., et al., Biomedical Texture Analysis, 9780128121337 Munsell, B., et al., Connectomics, 9780128138380 Pennec, X., et al., Riemannian Geometric Statistics in Medical Image Analysis, 9780128147252 Wu, G., and Sabuncu, M., Machine Learning and Medical Imaging, 9780128040768 Zhou S.K., Medical Image Recognition, Segmentation and Parsing, 9780128025819 Zhou, S.K., et al., Deep Learning for Medical Image Analysis, 9780128104088 Zhou, S.K., et al., Handbook of Medical Image Computing and Computer Assisted Intervention, 9780128161760 Computational Retinal Image Analysis Tools, Applications and Perspectives Edited by Emanuele Trucco Tom MacGillivray Yanwu Xu Academic Press is an imprint of Elsevier 125 London Wall, London EC2Y 5AS, United Kingdom 525 B Street, Suite 1650, San Diego, CA 92101, United States 50 Hampshire Street, 5th Floor, Cambridge, MA 02139, United States The Boulevard, Langford Lane, Kidlington, Oxford OX5 1GB, United Kingdom © 2019 Elsevier Ltd. All rights reserved. No part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopying, recording, or any information storage and retrieval s ystem, without permission in writing from the publisher. Details on how to seek permission, further information about the Publisher’s permissions policies and our arrangements with organizations such as the Copyright Clearance Center and the Copyright Licensing Agency, can be found at our website: www.elsevier.com/permissions. This book and the individual contributions contained in it are protected under copyright by the Publisher (other than as may be noted herein). Notices Knowledge and best practice in this field are constantly changing. As new research and experience broaden our understanding, changes in research methods, professional practices, or medical treatment may become necessary. Practitioners and researchers must always rely on their own experience and knowledge in evaluating and using any information, methods, compounds, or experiments described herein. In using such information or methods they should be mindful of their own safety and the safety of others, including parties for whom they have a professional responsibility. To the fullest extent of the law, neither the Publisher nor the authors, contributors, or editors, assume any liability for any injury and/or damage to persons or property as a matter of products liability, negligence or otherwise, or from any use or operation of any methods, products, instructions, or ideas contained in the material herein. Library of Congress Cataloging-in-Publication Data A catalog record for this book is available from the Library of Congress British Library Cataloguing-in-Publication Data A catalogue record for this book is available from the British Library ISBN 978-0-08-102816-2 For information on all Academic Press publications visit our website at https://www.elsevier.com/books-and-journals Publisher: Mara Conner Acquisition Editor: Tim Pitts Editorial Project Manager: Mariana L. Kuhl Production Project Manager: Nirmala Arumugam Cover Designer: Christian J. Bilbow Typeset by SPi Global, India Contributors Samaneh Abbasi-Sureshjani Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands Bashir Al-Diri School of Computer Science, University of Lincoln, Lincoln, United Kingdom Stefanos Apostolopoulos RetinAI Medical AG, Bern, Switzerland Antonis A. Argyros Institute of Computer Science, Foundation for Research and Technology— Hellas (FORTH); Computer Science Department, University of Crete, Heraklion, Greece Lucia Ballerini VAMPIRE Project, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom Sarah A. Barman School of Computer Science and Mathematics, Kingston University, Kingston upon Thames, United Kingdom, Erik J. Bekkers Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, The Netherlands Hrvoje Bogunović Christian Doppler Laboratory for Ophthalmic Image Analysis, Department of Ophthalmology, Medical University of Vienna, Vienna, Austria Adrian Bradu School of Physical Sciences, University of Kent, Canterbury, United Kingdom Catey Bunce Faculty of Life Sciences and Medicine, King’s College London; Moorfields Eye Hospital NHS Foundation Trust; UCL Institute of Ophthalmology; London School of Hygiene and Tropical Medicine, London, United Kingdom Philip I. Burgess Department of Eye and Vision Science, University of Liverpool; St Paul’s Eye Unit, Royal Liverpool University Hospital, Liverpool, United Kingdom Philippe Burlina The Johns Hopkins University Applied Physics Lab, Laurel ; Johns Hopkins School of Medicine, Baltimore, MD, United States xvii xviii Contributors Francesco Calivá Department of Radiology and Biomedical Imaging, Musculoskeletal Quantitative Imaging Research Group, University of California, San Francisco, San Francisco, CA, United States Aurélio Campilho INESC TEC—Institute for Systems and Computer Engineering, Technology and Science; Faculty of Engineering, University of Porto, Porto, Portugal Guillem Carles School of Physics and Astronomy, University of Glasgow, Glasgow, United Kingdom Jun Cheng Chinese Academy of Sciences, Cixi Institute of Biomedical Engineering, Ningbo, Zhejiang, China Li Cheng A*STAR, Bioinformatics Institute, Singapore, Singapore; ECE, University of Alberta, Edmonton, AB, Canada Carol Yim-lui Cheung Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Shatin, Hong Kong Piotr Chudzik School of Computer Science, University of Lincoln, Lincoln, United Kingdom Carlos Ciller RetinAI Medical AG, Bern, Switzerland Adam Cohen The Johns Hopkins University Applied Physics Lab, Laurel; Johns Hopkins School of Medicine, Baltimore, MD, United States Pedro Costa INESC TEC—Institute for Systems and Computer Engineering, Technology and Science, Porto, Portugal Gabriela Czanner Department of Applied Mathematics, Liverpool John Moores University; Clinical Eye Research Centre, Royal Liverpool University Hospital; Department of Eye and Vision Science, University of Liverpool, Liverpool, United Kingdom Behdad Dashtbozorg Department of Surgery, Netherlands Cancer Institute, Amsterdam, The Netherlands Alexander Doney Division of Population Health and Genomics, University of Dundee, Ninewells Hospital and Medical School, Dundee, United Kingdom Huazhu Fu A*STAR, Institute for Infocomm Research, Singapore, Singapore; Inception Institute of Artificial Intelligence, Abu Dhabi, United Arab Emirates Contributors xix Adrian Galdran INESC TEC—Institute for Systems and Computer Engineering, Technology and Science, Porto, Portugal Jakob Grauslund Department of Ophthalmology and Department of Clinical Research, Odense University Hospital and University of Southern Denmark, Odense, Denmark Zaiwang Gu Chinese Academy of Sciences, Cixi Institute of Biomedical Engineering, Ningbo, Zhejiang, China Pedro Guimarães Chair for Clinical Bioinformatics, Saarland University, Saarbrücken, Germany Maged Habib Sunderland Eye Infirmary, South Shields and Sunderland City Hospitals NHS Foundation Trust, Sunderland, United Kingdom Andrew R. Harvey School of Physics and Astronomy, University of Glasgow, Glasgow, United Kingdom Carlos Hernandez-Matas Institute of Computer Science, Foundation for Research and Technology— Hellas (FORTH), Heraklion, Greece Stephen Hogg VAMPIRE Project, Computing (SSEN), University of Dundee, Dundee, United Kingdom Wynne Hsu School of Computing, National University of Singapore, Singapore, Singapore Zhihong Jewel Hu Doheny Eye Institute, Los Angeles, CA, United States Fan Huang Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands Yan Huang Artificial Intelligence Innovation Business (AIIB), Baidu, Beijing, China Emily R. Jefferson Health Informatics Centre, University of Dundee, Dundee, United Kingdom Ryo Kawasaki Department of Vision Informatics, Osaka University Graduate School of Medicine, Suita, Japan Le Van La Baidu Research Institute (BRI), Baidu, Sunnyvale, CA, United States Mong Li Lee School of Computing, National University of Singapore, Singapore, Singapore xx Contributors Huiqi Li Beijing Institute of Technology, Beijing, China Xing Li Baidu Research Institute (BRI), Baidu, Sunnyvale, CA, United States Zhengguo Li Agency for Science, Technology and Research, Institute for Infocomm Research, Singapore Gilbert Lim School of Computing, National University of Singapore, Singapore, Singapore Jiang Liu Chinese Academy of Sciences, Cixi Institute of Biomedical Engineering, Ningbo, Zhejiang, China Xuan Liu Artificial Intelligence Group, Baidu, Beijing, China Xingzheng Lyu Zhejiang University, Hangzhou, China Tom MacGillivray VAMPIRE Project, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom Sarah McGrory Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, United Kingdom Andrew McNeil VAMPIRE Project, Computing (SSEN), University of Dundee, Dundee, United Kingdom Muthu Rama Krishnan Mookiah VAMPIRE Project, Computing (SSEN), University of Dundee, Dundee, United Kingdom Giovanni Ometto Optometry and Visual Science, School of Health Sciences, University of London, London, United Kingdom Christopher G. Owen Population Health Research Institute, St. George’s University of London, London, United Kingdom Adrian Podoleanu School of Physical Sciences, University of Kent, Canterbury, United Kingdom Alicja R. Rudnicka Population Health Research Institute, St. George’s University of London, London, United Kingdom Alfredo Ruggeri Department of Information Engineering, University of Padua, Padua, Italy Contributors xxi Srinivas Reddy Sadda Doheny Eye Institute; Department of Ophthalmology, University of California— Los Angeles, Los Angeles, CA, United States Ursula Schmidt-Erfurth Christian Doppler Laboratory for Ophthalmic Image Analysis, Department of Ophthalmology, Medical University of Vienna, Vienna, Austria Raphael Sznitman ARTORG Center, University of Bern, Bern, Switzerland Bart M. ter Haar Romeny Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands Daniel Shu Wei Ting Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore Emanuele Trucco VAMPIRE Project, Computing (SSEN), University of Dundee, Dundee, United Kingdom Wolf-Dieter Vogl Christian Doppler Laboratory for Ophthalmic Image Analysis, Department of Ophthalmology, Medical University of Vienna, Vienna, Austria Sebastian M. Waldstein Christian Doppler Laboratory for Ophthalmic Image Analysis, Department of Ophthalmology, Medical University of Vienna, Vienna, Austria Lei Wang Artificial Intelligence Innovation Business (AIIB), Baidu, Beijing, China Roshan A. Welikala School of Computer Science and Mathematics, Kingston University, Kingston upon Thames, United Kingdom Jeffrey Wigdahl VisonQuest Biomedical LLC, Albuquerque, NM, United States Bryan M. Williams Department of Eye and Vision Science, University of Liverpool; St Paul’s Eye Unit, Royal Liverpool University Hospital, Liverpool, United Kingdom Sebastian Wolf Department of Ophthalmology, Inselspital, University Hospital, University of Bern, Bern, Switzerland Damon Wing Kee Wong Nanyang Technological University, Singapore Posey Po-yin Wong Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Shatin, Hong Kong
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