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Biomedical Image AnalysisTracking /
~
Acton, Scott T.
Biomedical Image AnalysisTracking /
紀錄類型:
書目-電子資源 : 單行本
正題名/作者:
Biomedical Image Analysis/ by Scott T. Acton, Nilanjan Ray.
其他題名:
Tracking /
作者:
Acton, Scott T.
其他作者:
Ray, Nilanjan.
面頁冊數:
VII, 144 p.online resource.
Contained By:
Springer Nature eBook
標題:
Engineering. -
電子資源:
Fulltext (查閱電子書全文)
ISBN:
9783031022371
Biomedical Image AnalysisTracking /
Acton, Scott T.
Biomedical Image Analysis
Tracking /[electronic resource] :by Scott T. Acton, Nilanjan Ray. - 1st ed. 2006. - VII, 144 p.online resource. - Synthesis Lectures on Image, Video, and Multimedia Processing,1559-8144. - Synthesis Lectures on Image, Video, and Multimedia Processing,.
Introduction -- Active Contours for Tracking -- Bayesian Tracking and the Kalman Filter -- Particle Filters and Multi-Target Tracking -- Tracking Shapes by Sampling.
In biological and medical imaging applications, tracking objects in motion is a critical task. This book describes the state-of-the-art in biomedical tracking techniques. We begin by detailing methods for tracking using active contours, which have been highly successful in biomedical applications. The book next covers the major probabilistic methods for tracking. Starting with the basic Bayesian model, we describe the Kalman filter and conventional tracking methods that use centroid and correlation measurements for target detection. Innovations such as the extended Kalman filter and the interacting multiple model open the door to capturing complex biological objects in motion. A salient highlight of the book is the introduction of the recently emerged particle filter, which promises to solve tracking problems that were previously intractable by conventional means. Another unique feature of Biomedical Image Analysis: Tracking is the explanation of shape-based methods for biomedical image analysis. Methods for both rigid and nonrigid objects are depicted. Each chapter in the book puts forth biomedical case studies that illustrate the methods in action.
ISBN: 9783031022371
Standard No.: 10.1007/978-3-031-02237-1doiSubjects--Topical Terms:
162510
Engineering.
LC Class. No.: T1-995
Dewey Class. No.: 620
Biomedical Image AnalysisTracking /
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