Coverart for item
The Resource Marginal space learning for medical image analysis : efficient detection and segmentation of anatomical structures, Yefeng Zheng, Dorin Comaniciu

Marginal space learning for medical image analysis : efficient detection and segmentation of anatomical structures, Yefeng Zheng, Dorin Comaniciu

Label
Marginal space learning for medical image analysis : efficient detection and segmentation of anatomical structures
Title
Marginal space learning for medical image analysis
Title remainder
efficient detection and segmentation of anatomical structures
Statement of responsibility
Yefeng Zheng, Dorin Comaniciu
Creator
Contributor
Author
Subject
Language
eng
Summary
Automatic detection and segmentation of anatomical structures in medical images are prerequisites to subsequent image measurements and disease quantification, and therefore have multiple clinical applications. This book presents an efficient object detection and segmentation framework, called Marginal Space Learning, which runs at a sub-second speed on a current desktop computer, faster than the state-of-the-art. Trained with a sufficient number of data sets, Marginal Space Learning is also robust under imaging artifacts, noise and anatomical variations. The book showcases 35 clinical applications of Marginal Space Learning and its extensions to detecting and segmenting various anatomical structures, such as the heart, liver, lymph nodes and prostate in major medical imaging modalities (CT, MRI, X-Ray and Ultrasound), demonstrating its efficiency and robustness
Cataloging source
N$T
http://library.link/vocab/creatorDate
1975-
http://library.link/vocab/creatorName
Zheng, Yefeng
Dewey number
616.0757
Illustrations
illustrations
Index
index present
Language note
English
LC call number
RC78.7.D53
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
NLM call number
WN 180
http://library.link/vocab/relatedWorkOrContributorName
Comaniciu, Dorin
http://library.link/vocab/subjectName
  • Diagnostic imaging
  • Image analysis
  • Diagnostic Imaging
  • HEALTH & FITNESS
  • MEDICAL
  • MEDICAL
  • MEDICAL
  • MEDICAL
  • Diagnostic imaging
  • Image analysis
Label
Marginal space learning for medical image analysis : efficient detection and segmentation of anatomical structures, Yefeng Zheng, Dorin Comaniciu
Instantiates
Publication
Copyright
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
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
Marginal Space Learning -- Comparison of Marginal Space Learning and Full Space Learning in 2D -- Constrained Marginal Space Learning -- Part-Based Object Detection and Segmentation -- Optimal Mean Shape for Nonrigid Object Detection and Segmentation -- Nonrigid Object Segmentation: Application to Four-Chamber Heart Segmentation -- Applications of Marginal Space Learning in Medical Imaging -- Conclusions and Future Work
Control code
877974336
Dimensions
unknown
Extent
1 online resource
File format
unknown
Form of item
online
Isbn
9781493906000
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-1-4939-0600-0
Other physical details
illustrations (some color)
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)877974336
Label
Marginal space learning for medical image analysis : efficient detection and segmentation of anatomical structures, Yefeng Zheng, Dorin Comaniciu
Publication
Copyright
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
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
Marginal Space Learning -- Comparison of Marginal Space Learning and Full Space Learning in 2D -- Constrained Marginal Space Learning -- Part-Based Object Detection and Segmentation -- Optimal Mean Shape for Nonrigid Object Detection and Segmentation -- Nonrigid Object Segmentation: Application to Four-Chamber Heart Segmentation -- Applications of Marginal Space Learning in Medical Imaging -- Conclusions and Future Work
Control code
877974336
Dimensions
unknown
Extent
1 online resource
File format
unknown
Form of item
online
Isbn
9781493906000
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-1-4939-0600-0
Other physical details
illustrations (some color)
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)877974336

Library Locations

    • Ellis LibraryBorrow it
      1020 Lowry Street, Columbia, MO, 65201, US
      38.944491 -92.326012
    • Engineering Library & Technology CommonsBorrow it
      W2001 Lafferre Hall, Columbia, MO, 65211, US
      38.946102 -92.330125
Processing Feedback ...