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

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

Rilegato

ISBN 10: 1461456312 ISBN 13: 9781461456315

Casa editrice: Springer-Nature New York Inc, 2012

Riassunto

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.

Su questo libro

Contenuti

Introduction.- Scanner systems.- Reconstruction.- Surface fitting as a regression problem.- Hierarchical Radial Basis Functions Networks.- Hierarchical Support Vector Regression.- Conclusion.

Product Description

Rare Book

Dettagli dell?edizione

• Editore: Springer-Nature New York Inc
• Data di pubblicazione: 2012
• ISBN 10: 1461456312
• ISBN 13: 9781461456315
• Rilegatura: Copertina rigida
• Lingua: Inglese
• Numero di pagine: 165
• Contatto del produttore: {language_tag:it_IT,value:"Springer Nature Customer Service Center GmbH; ProductSafety@springernature.com"}