Coverart for item
The Resource 3D surface reconstruction : multi-scale hierarchical approaches, Francesco Bellocchio, N. Alberto Borghese, Stefano Ferrari, Vincenzo Piuri, (electronic book)

3D surface reconstruction : multi-scale hierarchical approaches, Francesco Bellocchio, N. Alberto Borghese, Stefano Ferrari, Vincenzo Piuri, (electronic book)

Label
3D surface reconstruction : multi-scale hierarchical approaches
Title
3D surface reconstruction
Title remainder
multi-scale hierarchical approaches
Statement of responsibility
Francesco Bellocchio, N. Alberto Borghese, Stefano Ferrari, Vincenzo Piuri
Contributor
Subject
Language
eng
Summary
3D Surface Reconstruction: Multi-Scale Hierarchical Approaches presents methods to model 3D objects in an incremental way so as to capture more finer details at each step. The configuration of the model parameters, the rationale and solutions are described and discussed in detail so the reader has a strong understanding of the methodology. Modeling starts from data captured by 3D digitizers and makes the process even more clear and engaging. Innovative approaches, based on two popular machine learning paradigms, namely Radial Basis Functions and the Support Vector Machines, are also introduced. These paradigms are innovatively extended to a multi-scale incremental structure, based on a hierarchical scheme. The resulting approaches allow readers to achieve high accuracy with limited computational complexity, and makes the approaches appropriate for online, real-time operation. Applications can be found in any domain in which regression is required. 3D Surface Reconstruction: Multi-Scale Hierarchical Approaches is designed as a secondary text book or reference for advanced-level students and researchers in computer science. This book also targets practitioners working in computer vision or machine learning related fields
Member of
Cataloging source
YDXCP
Dewey number
006.37
Illustrations
illustrations
Index
no index present
LC call number
T385
LC item number
.A35 2013
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorDate
1980-
http://library.link/vocab/relatedWorkOrContributorName
Bellocchio, Francesco
http://library.link/vocab/subjectName
  • Computer graphics
  • Three-dimensional display systems
Label
3D surface reconstruction : multi-scale hierarchical approaches, Francesco Bellocchio, N. Alberto Borghese, Stefano Ferrari, Vincenzo Piuri, (electronic book)
Instantiates
Publication
Bibliography note
Includes bibliographical references (pages 151-162)
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- Scanner systems -- Reconstruction -- Surface fitting as a regression problem -- Hierarchical Radial Basis Functions Networks -- Hierarchical Support Vector Regression -- Conclusion
Control code
SPR820329416
Extent
1 online resource (vi, 162 pages)
Form of item
online
Isbn
9781461456315
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
illustrations (some color)
Reproduction note
Electronic resource.
Specific material designation
remote
Label
3D surface reconstruction : multi-scale hierarchical approaches, Francesco Bellocchio, N. Alberto Borghese, Stefano Ferrari, Vincenzo Piuri, (electronic book)
Publication
Bibliography note
Includes bibliographical references (pages 151-162)
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- Scanner systems -- Reconstruction -- Surface fitting as a regression problem -- Hierarchical Radial Basis Functions Networks -- Hierarchical Support Vector Regression -- Conclusion
Control code
SPR820329416
Extent
1 online resource (vi, 162 pages)
Form of item
online
Isbn
9781461456315
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
illustrations (some color)
Reproduction note
Electronic resource.
Specific material designation
remote

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