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Shapes and diffeomorphisms

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 shape...

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Detalles Bibliográficos
Autor principal: Younes, Laurent
Lenguaje:eng
Publicado: Springer 2019
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-662-58496-5
http://cds.cern.ch/record/2678306
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author Younes, Laurent
author_facet Younes, Laurent
author_sort Younes, Laurent
collection CERN
description 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 the later 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. .
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spelling cern-26783062021-04-21T18:24:03Zdoi:10.1007/978-3-662-58496-5http://cds.cern.ch/record/2678306engYounes, LaurentShapes and diffeomorphismsMathematical Physics and MathematicsThis 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 the later 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. .Springeroai:cds.cern.ch:26783062019
spellingShingle Mathematical Physics and Mathematics
Younes, Laurent
Shapes and diffeomorphisms
title Shapes and diffeomorphisms
title_full Shapes and diffeomorphisms
title_fullStr Shapes and diffeomorphisms
title_full_unstemmed Shapes and diffeomorphisms
title_short Shapes and diffeomorphisms
title_sort shapes and diffeomorphisms
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-662-58496-5
http://cds.cern.ch/record/2678306
work_keys_str_mv AT youneslaurent shapesanddiffeomorphisms