Coverart for item
The Resource 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, 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, 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.)

Label
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
Title
Deep learning and data labeling for medical applications
Title remainder
first International Workshop, LABELS 2016, and second International Workshop, DLMIA 2016, held in conjunction with MICCAI 2016, Athens, Greece, October 21, 2016, Proceedings
Statement of responsibility
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.)
Title variation
  • LABELS 2016
  • DLMIA 2016
Creator
Contributor
Editor
Subject
Genre
Language
eng
Summary
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 Annotation of Biomedical Data and Expert Label Synthesis, LABELS 2016, and the Second International Workshop on Deep Learning in Medical Image Analysis, DLMIA 2016. The 28 revised regular papers presented in this book were carefully reviewed and selected from a total of 52 submissions. The 7 papers selected for LABELS deal with topics from the following fields: crowd-sourcing methods; active learning; transfer learning; semi-supervised learning; and modeling of label uncertainty. The 21 papers selected for DLMIA span a wide range of topics such as image description; medical imaging-based diagnosis; medical signal-based diagnosis; medical image reconstruction and model selection using deep learning techniques; meta-heuristic techniques for fine-tuning parameter in deep learning-based architectures; and applications based on deep learning techniques
Member of
Cataloging source
GW5XE
Dewey number
610.285
Illustrations
illustrations
Index
index present
LC call number
R858.A2
Literary form
non fiction
http://bibfra.me/vocab/lite/meetingDate
2016
http://bibfra.me/vocab/lite/meetingName
LABELS (Workshop)
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorDate
  • 2016
  • 2016
http://library.link/vocab/relatedWorkOrContributorName
  • Carneiro, Gustavo
  • Mateus, Diana
  • Peter, Loïc
  • Bradley, Andrew
  • Tavares, João Manuel R. S.
  • Belagiannis, Vasileios
  • Papa, João Paulo
  • Nascimento, Jacinto C.
  • Loog, Marco
  • Lu, Zhi
  • Cardoso, Jaime S.
  • Cornebise, Julien
  • DLMIA (Workshop)
  • International Conference on Medical Image Computing and Computer-Assisted Intervention
Series statement
  • Lecture notes in computer science,
  • LNCS sublibrary. SL 6, Image processing, computer vision, pattern recognition, and graphics
Series volume
10008
http://library.link/vocab/subjectName
  • Medical informatics
  • Artificial intelligence
  • Artificial intelligence
  • Medical informatics
  • Computer Science
  • Image Processing and Computer Vision
  • Pattern Recognition
  • Artificial Intelligence (incl. Robotics)
  • Computer Graphics
  • Health Informatics
  • Computers
  • Computers
  • Computers
  • Medical
  • Pattern recognition
  • Artificial intelligence
  • Graphics programming
  • Health & safety aspects of IT
  • Image processing
Label
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, 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.)
Link
https://ezproxy.lib.ou.edu/login?url=http://link.springer.com/10.1007/978-3-319-46976-8
Instantiates
Publication
Note
  • International conference proceedings
  • Includes author index
Antecedent source
unknown
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Active learning -- Semi-supervised learning -- Reinforcement learning -- Domain adaptation and transfer learning -- Crowd-sourcing annotations and fusion of labels from different sources -- Data augmentation -- Modelling of label uncertainty -- Visualization and human-computer interaction -- Image description -- Medical imaging-based diagnosis -- Medical signal-based diagnosis -- Medical image reconstruction and model selection using deep learning techniques -- Meta-heuristic techniques for fine-tuning -- Parameter in deep learning-based architectures -- Applications based on deep learning techniques
Dimensions
unknown
Extent
1 online resource (xiii, 280 pages)
File format
unknown
Form of item
online
Isbn
9783319469751
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Note
SpringerLink
Other control number
10.1007/978-3-319-46976-8
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)960694656
  • (OCoLC)ocn960694656
Label
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, 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.)
Link
https://ezproxy.lib.ou.edu/login?url=http://link.springer.com/10.1007/978-3-319-46976-8
Publication
Note
  • International conference proceedings
  • Includes author index
Antecedent source
unknown
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Active learning -- Semi-supervised learning -- Reinforcement learning -- Domain adaptation and transfer learning -- Crowd-sourcing annotations and fusion of labels from different sources -- Data augmentation -- Modelling of label uncertainty -- Visualization and human-computer interaction -- Image description -- Medical imaging-based diagnosis -- Medical signal-based diagnosis -- Medical image reconstruction and model selection using deep learning techniques -- Meta-heuristic techniques for fine-tuning -- Parameter in deep learning-based architectures -- Applications based on deep learning techniques
Dimensions
unknown
Extent
1 online resource (xiii, 280 pages)
File format
unknown
Form of item
online
Isbn
9783319469751
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Note
SpringerLink
Other control number
10.1007/978-3-319-46976-8
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)960694656
  • (OCoLC)ocn960694656

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