Background Modeling and Foreground Detection for Video Surveillance by Benjamin Hoeferlin, Antoine Vacavant, Fatih Porikli, Thierry Bouwmans (Hardcover, 2014)
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.
Product Identifiers
Publisher
Apple Academic Press Inc.
ISBN-13
9781482205374
eBay Product ID (ePID)
208882583
Product Key Features
Author
Benjamin Hoeferlin, Antoine Vacavant, Fatih Porikli, Thierry Bouwmans
Publication Name
Background Modeling and Foreground Detection for Video Surveillance
Format
Hardcover
Language
English
Subject
Computer Science
Publication Year
2014
Type
Textbook
Number of Pages
631 Pages
Dimensions
Item Height
254mm
Item Width
178mm
Item Weight
1293g
Additional Product Features
Country/Region of Manufacture
Canada
Editor
Fatih Porikli, Thierry Bouwmans, Benjamin Hoeferlin, Antoine Vacavant