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Titlebook: Computer Vision Analysis of Image Motion by Variational Methods; Amar Mitiche,J.K. Aggarwal Book 2014 Springer International Publishing Sw

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发表于 2025-3-21 18:22:31 | 显示全部楼层 |阅读模式
书目名称Computer Vision Analysis of Image Motion by Variational Methods
编辑Amar Mitiche,J.K. Aggarwal
视频video
概述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.Writt
丛书名称Springer Topics in Signal Processing
图书封面Titlebook: Computer Vision Analysis of Image Motion by Variational Methods;  Amar Mitiche,J.K. Aggarwal Book 2014 Springer International Publishing Sw
描述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.
出版日期Book 2014
关键词Black–Jepson Method; Buxton–Buxton Method; Flow Tracking; Horn–Schunck Method; Lucas–Kanade Method; Motio
版次1
doihttps://doi.org/10.1007/978-3-319-00711-3
isbn_softcover978-3-319-37547-2
isbn_ebook978-3-319-00711-3Series ISSN 1866-2609 Series E-ISSN 1866-2617
issn_series 1866-2609
copyrightSpringer International Publishing Switzerland 2014
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发表于 2025-3-21 20:35:54 | 显示全部楼层
Image Motion Processing in Visual Function,ut human motion perception. However, computer vision motion models have evolved independently of human perception concerns and specificities, much like the camera has evolved independently of the understanding of the human eye biology and function [1]
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Motion Detection, addition with the image motion due to object movement. In this case, foreground detection requires that the motion due to the viewing system movement be accounted for, for instance by subtracting it from the combined image motion so that the residual motion is due to the moving objects only.
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Computer Vision Analysis of Image Motion by Variational Methods
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