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Computer Vision Analysis of Image Motion by Variational Methods: Springer Topics in Signal Processing, cartea 10

Autor Amar Mitiche, J.K. Aggarwal
en Limba Engleză Hardback – 18 sep 2013
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.
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Specificații

ISBN-13: 9783319007106
ISBN-10: 3319007106
Pagini: 216
Ilustrații: VII, 207 p. 54 illus., 29 illus. in color.
Dimensiuni: 155 x 235 x 17 mm
Greutate: 0.43 kg
Ediția:2014
Editura: Springer International Publishing
Colecția Springer
Seria Springer Topics in Signal Processing

Locul publicării:Cham, Switzerland

Public țintă

Research

Cuprins

Image Motion Processing in Visual Function.- Background Preliminaries.- Optical Flow Estimation.- Motion Detection.- Tracking.- Optical Flow Three-Dimensional Interpretation.

Textul de pe ultima copertă

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.

Caracteristici

Covers the four core subjects of motion analysis: motion estimation, detection, tracking, and 3d-interpretation Includes an overview on the mathematical background needed for variational methods Written by well-known experts in the field Includes supplementary material: sn.pub/extras