3D Surface Reconstruction: Multi-Scale Hierarchical Approaches - Couverture souple

Bellocchio, Francesco; Borghese, N. Alberto; Ferrari, Stefano; Piuri, Vincenzo

 
9781493901173: 3D Surface Reconstruction: Multi-Scale Hierarchical Approaches

Synopsis

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.

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Autres éditions populaires du même titre

9781461456315: 3D Surface Reconstruction: Multi-Scale Hierarchical Approaches

Edition présentée

ISBN 10 :  1461456312 ISBN 13 :  9781461456315
Editeur : Springer-Verlag New York Inc., 2012
Couverture rigide