Fundamentals of object tracking

"Kalman filter, particle filter, IMM, PDA, ITS, random sets ... The number of useful object tracking methods is exploding. But how are they related? How do they help to track everything from aircraft, missiles and extra-terrestrial objects to people and lymphocyte cells? How can they be adapted...

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Bibliographic Details
Other Authors Challa, Sudha, 1953-
Format Electronic eBook
LanguageEnglish
Published Cambridge, UK ; New York : Cambridge University Press, 2011.
Subjects
Online AccessFull text
ISBN9781139010375
1139010379
051197583X
9780511975837
9781139006590
1139006592
1139008234
9781139008235
1280886676
9781280886676
1139009850
9781139009850
9786613727985
6613727989
9780521876285
0521876281
Physical Description1 online resource (xii, 375 pages) : illustrations

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Summary:"Kalman filter, particle filter, IMM, PDA, ITS, random sets ... The number of useful object tracking methods is exploding. But how are they related? How do they help to track everything from aircraft, missiles and extra-terrestrial objects to people and lymphocyte cells? How can they be adapted to novel applications? Fundamentals of Object Tracking tells you how. Starting with the generic object tracking problem, it outlines the generic Bayesian solution. It then shows systematically how to formulate the major tracking problems - maneuvering, multi-object, clutter, out-of-sequence sensors - within this Bayesian framework and how to derive the standard tracking solutions. This structured approach makes very complex object tracking algorithms accessible to the growing number of users working on real-world tracking problems and supports them in designing their own tracking filters under their unique application constraints. The book concludes with a chapter on issues critical to the successful implementation of tracking algorithms, such as track initialization and merging"--
Bibliography:Includes bibliographical references and index.
ISBN:9781139010375
1139010379
051197583X
9780511975837
9781139006590
1139006592
1139008234
9781139008235
1280886676
9781280886676
1139009850
9781139009850
9786613727985
6613727989
9780521876285
0521876281
Access:Plný text je dostupný pouze z IP adres počítačů Univerzity Tomáše Bati ve Zlíně nebo vzdáleným přístupem pro zaměstnance a studenty
Physical Description:1 online resource (xii, 375 pages) : illustrations