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3D Surface Reconstruction - Multi-Scale Hierarchical Approaches (Paperback, 2013 ed.)
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3D Surface Reconstruction - Multi-Scale Hierarchical Approaches (Paperback, 2013 ed.)
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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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