Shapes and Diffeomorphisms

Shapes and Diffeomorphisms

EnglishEbook
Younes, Laurent
Springer Berlin Heidelberg
EAN: 9783662584965
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This book covers mathematical foundations and methods for the computerized analysis of shapes, providing the requisite background in geometry and functional analysis and introducing various algorithms and approaches to shape modeling, with a special focus on the interesting connections between shapes and their transformations by diffeomorphisms. A direct application is to computational anatomy, for which techniques such as large-deformation diffeomorphic metric mapping and metamorphosis, among others, are presented. The appendices detail a series of classical topics (Hilbert spaces, differential equations, Riemannian manifolds, optimal control).The intended audience is applied mathematicians and mathematically inclined engineers interested in the topic of shape analysis and its possible applications in computer vision or medical imaging. The first part can be used for an advanced undergraduate course on differential geometry with a focus on applications while thelater chapters are suitable for a graduate course on shape analysis through the action of diffeomorphisms. Several significant additions appear in the 2nd edition, most notably a new chapter on shape datasets, and a discussion of optimal control theory in an infinite-dimensional framework, which is then used to enrich the presentation of diffeomorphic matching. 
EAN 9783662584965
ISBN 3662584964
Binding Ebook
Publisher Springer Berlin Heidelberg
Publication date May 17, 2019
Language English
Country Germany
Authors Younes, Laurent
Series Applied Mathematical Sciences