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3D Surface Reconstruction

Multi-Scale Hierarchical Approaches

Authors: Bellocchio, F., Borghese, N.A., Ferrari, S., Piuri, V.

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eBook $109.00
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  • ISBN 978-1-4614-5632-2
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Hardcover $139.00
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  • ISBN 978-1-4614-5631-5
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Softcover $139.00
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  • ISBN 978-1-4939-0117-3
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  • Usually dispatched within 3 to 5 business days.
About this book

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.

Table of contents (7 chapters)

  • Introduction

    Bellocchio, Francesco (et al.)

    Pages 1-19

  • Scanner systems

    Bellocchio, Francesco (et al.)

    Pages 21-42

  • Reconstruction

    Bellocchio, Francesco (et al.)

    Pages 43-59

  • Surface fitting as a regression problem

    Bellocchio, Francesco (et al.)

    Pages 61-76

  • Hierarchical Radial Basis Functions Networks

    Bellocchio, Francesco (et al.)

    Pages 77-110

Buy this book

eBook $109.00
price for USA
  • ISBN 978-1-4614-5632-2
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Download immediately after purchase
Hardcover $139.00
price for USA
  • ISBN 978-1-4614-5631-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $139.00
price for USA
  • ISBN 978-1-4939-0117-3
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
3D Surface Reconstruction
Book Subtitle
Multi-Scale Hierarchical Approaches
Authors
Copyright
2013
Publisher
Springer-Verlag New York
Copyright Holder
Springer Science+Business Media, LLC
eBook ISBN
978-1-4614-5632-2
DOI
10.1007/978-1-4614-5632-2
Hardcover ISBN
978-1-4614-5631-5
Softcover ISBN
978-1-4939-0117-3
Edition Number
1
Number of Pages
VI, 162
Topics