Coverart for item
The Resource Variational methods in imaging, Otmar Scherzer [and others]

Variational methods in imaging, Otmar Scherzer [and others]

Label
Variational methods in imaging
Title
Variational methods in imaging
Statement of responsibility
Otmar Scherzer [and others]
Contributor
Subject
Language
eng
Summary
This book is devoted to the study of variational methods in imaging. The presentation is mathematically rigorous and covers a detailed treatment of the approach from an inverse problems point of view. Key Features: - Introduces variational methods with motivation from the deterministic, geometric, and stochastic point of view - Bridges the gap between regularization theory in image analysis and in inverse problems - Presents case examples in imaging to illustrate the use of variational methods e.g. denoising, thermoacoustics, computerized tomography - Discusses link between non-convex calculus of variations, morphological analysis, and level set methods - Analyses variational methods containing classical analysis of variational methods, modern analysis such as G-norm properties, and non-convex calculus of variations - Uses numerical examples to enhance the theory This book is geared towards graduate students and researchers in applied mathematics. It can serve as a main text for graduate courses in image processing and inverse problems or as a supplemental text for courses on regularization. Researchers and computer scientists in the area of imaging science will also find this book useful
Member of
Cataloging source
GW5XE
Dewey number
621.3670151564
Illustrations
illustrations
Index
index present
LC call number
  • QA1
  • TK8315
LC item number
  • .A647 v.167
  • .V37 2009
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorDate
1964-
http://library.link/vocab/relatedWorkOrContributorName
Scherzer, Otmar
Series statement
Applied mathematical sciences
Series volume
v. 167
http://library.link/vocab/subjectName
  • Imaging systems
  • Variational principles
  • Bildverarbeitung
  • Variationsrechnung
  • Bildgebendes Verfahren
  • Numerische Mathematik
  • Imaging systems
  • Variational principles
  • Imaging systems
  • Variational principles
  • Bildverarbeitung
  • Variationsrechnung
  • Bildgebendes Verfahren
  • Numerische Mathematik
Label
Variational methods in imaging, Otmar Scherzer [and others]
Instantiates
Publication
Bibliography note
Includes bibliographical references (pages 287-307) 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
Part I: Fundamentals of Imaging -- Case examples of imaging -- Image and Noise Models -- Part II: Regularization -- Variational Regularization Methods for the Solution of Inverse Problems -- Convex Regularization Methods for Denoising -- Variational Calculus for Non-convex Regularization -- Semi-group Theory and Scale Spaces -- Inverse Scale Spaces -- Part III: Mathematical Foundations -- Functional Analysis -- Weakly Differentiable Functions -- Convex Analysis and Calculus Variations -- Nomenclature -- References -- Index
Control code
656399346
Dimensions
unknown
Extent
1 online resource (xiii, 320 pages)
Form of item
online
Isbn
9780387309316
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-0-387-69277-7
Other physical details
illustrations.
http://library.link/vocab/ext/overdrive/overdriveId
978-0-387-30931-6
Publisher number
11542032
Specific material designation
remote
System control number
(OCoLC)656399346
Label
Variational methods in imaging, Otmar Scherzer [and others]
Publication
Bibliography note
Includes bibliographical references (pages 287-307) 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
Part I: Fundamentals of Imaging -- Case examples of imaging -- Image and Noise Models -- Part II: Regularization -- Variational Regularization Methods for the Solution of Inverse Problems -- Convex Regularization Methods for Denoising -- Variational Calculus for Non-convex Regularization -- Semi-group Theory and Scale Spaces -- Inverse Scale Spaces -- Part III: Mathematical Foundations -- Functional Analysis -- Weakly Differentiable Functions -- Convex Analysis and Calculus Variations -- Nomenclature -- References -- Index
Control code
656399346
Dimensions
unknown
Extent
1 online resource (xiii, 320 pages)
Form of item
online
Isbn
9780387309316
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-0-387-69277-7
Other physical details
illustrations.
http://library.link/vocab/ext/overdrive/overdriveId
978-0-387-30931-6
Publisher number
11542032
Specific material designation
remote
System control number
(OCoLC)656399346

Library Locations

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      38.944491 -92.326012
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