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Computer vision analysis of image motion by variational methods / / Amar Mitiche, J.K. Aggarwal



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Autore: Mitiche Amar Visualizza persona
Titolo: Computer vision analysis of image motion by variational methods / / Amar Mitiche, J.K. Aggarwal Visualizza cluster
Pubblicazione: Cham, Switzerland : , : Springer, , 2014
Edizione: 1st ed. 2014.
Descrizione fisica: 1 online resource (vii, 207 pages) : illustrations (some color)
Disciplina: 621.3993
Soggetto topico: Image analysis - Mathematical models
Computer vision
Persona (resp. second.): AggarwalJ. K <1936-> (Jagdishkumar Keshoram)
Note generali: "ISSN: 1866-2609."
Nota di bibliografia: Includes bibliographical references and index.
Nota di contenuto: Image Motion Processing in Visual Function -- Background Preliminaries -- Optical Flow Estimation -- Motion Detection -- Tracking -- Optical Flow Three-Dimensional Interpretation.
Sommario/riassunto: This book presents a unified view of image motion analysis under the variational framework. Variational methods, rooted in physics and mechanics, but appearing in many other domains, such as statistics, control, and computer vision, address a problem from an optimization standpoint, i.e., they formulate it as the optimization of an objective function or functional. The methods of image motion analysis described in this book use the calculus of variations to minimize (or maximize) an objective functional which transcribes all of the constraints that characterize the desired motion variables. The book addresses the four core subjects of motion analysis: Motion estimation, detection, tracking, and three-dimensional interpretation. Each topic is covered in a dedicated chapter. The presentation is prefaced by an introductory chapter which discusses the purpose of motion analysis. Further, a chapter is included which gives the basic tools and formulae related to curvature, Euler Lagrange equations, unconstrained descent optimization, and level sets, that the variational image motion processing methods use repeatedly in the book.
Titolo autorizzato: Computer Vision Analysis of Image Motion by Variational Methods  Visualizza cluster
ISBN: 3-319-00711-4
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910299492303321
Lo trovi qui: Univ. Federico II
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Serie: Springer topics in signal processing ; ; volume 10.