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Background Modeling and Foreground Detection for Video Surveillance -

Background Modeling and Foreground Detection for Video Surveillance

Buch | Softcover
631 Seiten
2020
Chapman & Hall/CRC (Verlag)
978-0-367-65911-0 (ISBN)
CHF 74,95 inkl. MwSt
This book provides a complete overview of the concepts, algorithms, and applications related to background modeling and foreground detection. It presents the top methods and algorithms for detecting moving objects in video surveillance. It covers statistical models, clustering models, neural networks, and fuzzy models. The book also addresses se
Background modeling and foreground detection are important steps in video processing used to detect robustly moving objects in challenging environments. This requires effective methods for dealing with dynamic backgrounds and illumination changes as well as algorithms that must meet real-time and low memory requirements.



Incorporating both established and new ideas, Background Modeling and Foreground Detection for Video Surveillance provides a complete overview of the concepts, algorithms, and applications related to background modeling and foreground detection. Leaders in the field address a wide range of challenges, including camera jitter and background subtraction.



The book presents the top methods and algorithms for detecting moving objects in video surveillance. It covers statistical models, clustering models, neural networks, and fuzzy models. It also addresses sensors, hardware, and implementation issues and discusses the resources and datasets required for evaluating and comparing background subtraction algorithms. The datasets and codes used in the text, along with links to software demonstrations, are available on the book’s website.



A one-stop resource on up-to-date models, algorithms, implementations, and benchmarking techniques, this book helps researchers and industry developers understand how to apply background models and foreground detection methods to video surveillance and related areas, such as optical motion capture, multimedia applications, teleconferencing, video editing, and human–computer interfaces. It can also be used in graduate courses on computer vision, image processing, real-time architecture, machine learning, or data mining.

Thierry Bouwmans, Fatih Porikli, Benjamin Höferlin, Antoine Vacavant

Introduction and Background. Traditional and Recent Models. Applications in Video Surveillance. Sensors, Hardware, and Implementations. Benchmarking and Evaluation. Index.

Erscheinungsdatum
Sprache englisch
Maße 178 x 254 mm
Gewicht 1524 g
Themenwelt Informatik Grafik / Design Digitale Bildverarbeitung
Mathematik / Informatik Mathematik Angewandte Mathematik
Technik Elektrotechnik / Energietechnik
Technik Umwelttechnik / Biotechnologie
ISBN-10 0-367-65911-5 / 0367659115
ISBN-13 978-0-367-65911-0 / 9780367659110
Zustand Neuware
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