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020 _a9783031022371
_9978-3-031-02237-1
024 7 _a10.1007/978-3-031-02237-1
_2doi
050 4 _aT1-995
072 7 _aTBC
_2bicssc
072 7 _aTEC000000
_2bisacsh
072 7 _aTBC
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082 0 4 _a620
_223
100 1 _aActon, Scott T.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_978704
245 1 0 _aBiomedical Image Analysis
_h[electronic resource] :
_bTracking /
_cby Scott T. Acton, Nilanjan Ray.
250 _a1st ed. 2006.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2006.
300 _aVII, 144 p.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aSynthesis Lectures on Image, Video, and Multimedia Processing,
_x1559-8144
505 0 _aIntroduction -- Active Contours for Tracking -- Bayesian Tracking and the Kalman Filter -- Particle Filters and Multi-Target Tracking -- Tracking Shapes by Sampling.
520 _aIn 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.
650 0 _aEngineering.
_99405
650 0 _aElectrical engineering.
_978705
650 0 _aSignal processing.
_94052
650 1 4 _aTechnology and Engineering.
_978706
650 2 4 _aElectrical and Electronic Engineering.
_978707
650 2 4 _aSignal, Speech and Image Processing.
_931566
700 1 _aRay, Nilanjan.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_978708
710 2 _aSpringerLink (Online service)
_978709
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031011092
776 0 8 _iPrinted edition:
_z9783031033650
830 0 _aSynthesis Lectures on Image, Video, and Multimedia Processing,
_x1559-8144
_978710
856 4 0 _uhttps://doi.org/10.1007/978-3-031-02237-1
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