Image Processing, Computer Vision, Pattern Recognition, and Graphics

Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support

Third International Workshop, DLMIA 2017, and 7th International Workshop, ML-CDS 2017, Held in Conjunction with MICCAI 2017, Québec City, QC, Canada, September 14, Proceedings

Editors: Cardoso, J., Arbel, T., Carneiro, G., Syeda-Mahmood, T., Tavares, J.M.R.S., Moradi, M., Bradley, A., Greenspan, H., Papa, J.P., Madabushi, A., Nascimento, J.C., Cardoso, J.S., Belagiannis, V., Lu, Z. (Eds.)

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eBook $59.99
price for USA in USD (gross)
  • ISBN 978-3-319-67558-9
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $79.99
price for USA in USD
  • ISBN 978-3-319-67557-2
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this book

This book constitutes the refereed joint proceedings of the Third International Workshop on Deep Learning in Medical Image Analysis, DLMIA 2017, and the 6th International Workshop on Multimodal Learning for Clinical Decision Support, ML-CDS 2017, held in conjunction with the 20th International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2017, in Québec City, QC, Canada, in September 2017.

The 38 full papers presented at DLMIA 2017 and the 5 full papers presented at ML-CDS 2017 were carefully reviewed and selected. The DLMIA papers focus on the design and use of deep learning methods in medical imaging. The ML-CDS papers discuss new techniques of multimodal mining/retrieval and their use in clinical decision support.

Table of contents (44 chapters)

  • Simultaneous Multiple Surface Segmentation Using Deep Learning

    Shah, Abhay (et al.)

    Pages 3-11

  • A Deep Residual Inception Network for HEp-2 Cell Classification

    Li, Yuexiang (et al.)

    Pages 12-20

  • Joint Segmentation of Multiple Thoracic Organs in CT Images with Two Collaborative Deep Architectures

    Trullo, Roger (et al.)

    Pages 21-29

  • Accelerated Magnetic Resonance Imaging by Adversarial Neural Network

    Shitrit, Ohad (et al.)

    Pages 30-38

  • Left Atrium Segmentation in CT Volumes with Fully Convolutional Networks

    Liu, Honghui (et al.)

    Pages 39-46

Buy this book

eBook $59.99
price for USA in USD (gross)
  • ISBN 978-3-319-67558-9
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $79.99
price for USA in USD
  • ISBN 978-3-319-67557-2
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support
Book Subtitle
Third International Workshop, DLMIA 2017, and 7th International Workshop, ML-CDS 2017, Held in Conjunction with MICCAI 2017, Québec City, QC, Canada, September 14, Proceedings
Editors
  • Jorge Cardoso
  • Tal Arbel
  • Gustavo Carneiro
  • Tanveer Syeda-Mahmood
  • João Manuel R.S. Tavares
  • Mehdi Moradi
  • Andrew Bradley
  • Hayit Greenspan
  • João Paulo Papa
  • Anant Madabushi
  • Jacinto C. Nascimento
  • Jaime S. Cardoso
  • Vasileios Belagiannis
  • Zhi Lu
Series Title
Image Processing, Computer Vision, Pattern Recognition, and Graphics
Series Volume
10553
Copyright
2017
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing AG
eBook ISBN
978-3-319-67558-9
DOI
10.1007/978-3-319-67558-9
Softcover ISBN
978-3-319-67557-2
Edition Number
1
Number of Pages
XIX, 385
Number of Illustrations and Tables
169 b/w illustrations
Topics