The Resource Variational regularization of 3D data : experiments with MATLAB®, Hebert Montegranario, Jairo Espinosa

Variational regularization of 3D data : experiments with MATLAB®, Hebert Montegranario, Jairo Espinosa

Label
Variational regularization of 3D data : experiments with MATLAB®
Title
Variational regularization of 3D data
Title remainder
experiments with MATLAB®
Statement of responsibility
Hebert Montegranario, Jairo Espinosa
Creator
Contributor
Author
Subject
Genre
Language
eng
Summary
Variational Regularization of 3D Data provides an introduction to variational methods for data modelling and its application in computer vision. In this book, the authors identify interpolation as an inverse problem that can be solved by Tikhonov regularization. The proposed solutions are generalizations of one-dimensional splines, applicable to n-dimensional data and the central idea is that these splines can be obtained by regularization theory using a trade-off between the fidelity of the data and smoothness properties. As a foundation, the authors present a comprehensive guide to the necessary fundamentals of functional analysis and variational calculus, as well as splines. The implementation and numerical experiments are illustrated using MATLAB. The book also includes the necessary theoretical background for approximation methods and some details of the computer implementation of the algorithms. A working knowledge of multivariable calculus and basic vector and matrix methods should serve as an adequate prerequisite
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Montegranario, Hebert
Dewey number
006.4
Illustrations
illustrations
Index
no index present
Language note
English
LC call number
TA1634
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
Espinosa, Jairo
Series statement
SpringerBriefs in Computer Science,
http://library.link/vocab/subjectName
  • Computer vision
  • Three-dimensional imaging
  • COMPUTERS
  • Computer vision
  • Three-dimensional imaging
  • Computer Science
  • Image Processing and Computer Vision
  • Math Applications in Computer Science
  • Simulation and Modeling
Label
Variational regularization of 3D data : experiments with MATLAB®, Hebert Montegranario, Jairo Espinosa
Link
https://ezproxy.lib.ou.edu/login?url=http://link.springer.com/10.1007/978-1-4939-0533-1
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references
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
3D Data in Computer vision and technology -- Function Spaces and Reconstruction -- Variational methods -- Interpolation: From one to several variables -- Functionals and their physical interpretations -- Regularization and inverse theory -- 3D Interpolation and approximation -- Radial basis functions
Dimensions
unknown
Extent
1 online resource (x, 85 pages)
File format
unknown
Form of item
online
Isbn
9781493905331
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Note
SpringerLink
Other control number
10.1007/978-1-4939-0533-1
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)874924308
  • (OCoLC)ocn874924308
Label
Variational regularization of 3D data : experiments with MATLAB®, Hebert Montegranario, Jairo Espinosa
Link
https://ezproxy.lib.ou.edu/login?url=http://link.springer.com/10.1007/978-1-4939-0533-1
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references
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
3D Data in Computer vision and technology -- Function Spaces and Reconstruction -- Variational methods -- Interpolation: From one to several variables -- Functionals and their physical interpretations -- Regularization and inverse theory -- 3D Interpolation and approximation -- Radial basis functions
Dimensions
unknown
Extent
1 online resource (x, 85 pages)
File format
unknown
Form of item
online
Isbn
9781493905331
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Note
SpringerLink
Other control number
10.1007/978-1-4939-0533-1
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)874924308
  • (OCoLC)ocn874924308

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