Deep Learning and Data Labeling for Medical Applications First Inter

This book constitutes the refereed proceedings of two workshops held at the 19th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2016, in Athens, Greece, in October 2016: the First Workshop on Large-Scale Ann

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Gustavo Carneiro et al. (Eds.)

Deep Learning and Data Labeling for Medical Applications First International Workshop, LABELS 2016, and Second International Workshop, DLMIA 2016 Held in Conjunction with MICCAI 2016 Athens, Greece, October 21, 2016, Proceedings

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Lecture Notes in Computer Science Commenced Publication in 1973 Founding and Former Series Editors: Gerhard Goos, Juris Hartmanis, and Jan van Leeuwen

Editorial Board David Hutchison Lancaster University, Lancaster, UK Takeo Kanade Carnegie Mellon University, Pittsburgh, PA, USA Josef Kittler University of Surrey, Guildford, UK Jon M. Kleinberg Cornell University, Ithaca, NY, USA Friedemann Mattern ETH Zurich, Zurich, Switzerland John C. Mitchell Stanford University, Stanford, CA, USA Moni Naor Weizmann Institute of Science, Rehovot, Israel C. Pandu Rangan Indian Institute of Technology, Madras, India Bernhard Steffen TU Dortmund University, Dortmund, Germany Demetri Terzopoulos University of California, Los Angeles, CA, USA Doug Tygar University of California, Berkeley, CA, USA Gerhard Weikum Max Planck Institute for Informatics, Saarbrücken, Germany

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More information about this series at http://www.springer.com/series/7412

Gustavo Carneiro Diana Mateus Loïc Peter Andrew Bradley João Manuel R.S. Tavares Vasileios Belagiannis João Paulo Papa Jacinto C. Nascimento Marco Loog Zhi Lu Jaime S. Cardoso Julien Cornebise (Eds.) •











Deep Learning and Data Labeling for Medical Applications First International Workshop, LABELS 2016, and Second International Workshop, DLMIA 2016 Held in Conjunction with MICCAI 2016, Athens, Greece, October 21, 2016 Proceedings

123

Editors Gustavo Carneiro University of Adelaide Adelaide, SA Australia

João Paulo Papa Universidade Estadual Paulista Bauru Brazil

Diana Mateus Technical University of Munich Garching, Germany

Jacinto C. Nascimento Instituto Superior Técnico Lisbon, Portugal

Loïc Peter Technical University of Munich Garching, Germany

Marco Loog Delft University of Technology Delft, The Netherlands

Andrew Bradley University of Queensland St Lucia, QLD Australia

Zhi Lu University of South Australia Adelaide, SA Australia

João Manuel R.S. Tavares Universidade do Porto Porto, Portugal

Jaime S. Cardoso Universidade do Porto Porto, Portugal

Vasileios Belagiannis University of Oxford Oxford, UK

Julien Cornebise Google DeepMind London, UK

ISSN 0302-9743 ISSN 1611-3349 (electronic) Lecture Notes in Computer Science ISBN 978-3-319-46975-1 ISBN 978-3-319-46976-8 (eBook) DOI 10.1007/978-3-319-46976-8 Library of Congress Control Number: 2016953216 LNCS Sublibrary: SL6 – Image Processing, Computer Vision, Pattern Recognition, and Graphics © Springer International Publishing AG 2016 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or informat