Background Modeling and Foreground Detection for Video Surveillance - Couverture souple

Couverture souple

ISBN 10 : 0367659115 ISBN 13 : 9780367659110

Editeur : Chapman & Hall/CRC, 2020

Synopsis

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.

A propos du livre

À propos de l?auteur

Thierry Bouwmans, Fatih Porikli, Benjamin Höferlin, Antoine Vacavant

Détails de l'édition

• Éditeur: Chapman & Hall/CRC
• Date d'édition: 2020
• Langue: anglais
• ISBN 10: 0367659115
• ISBN 13: 9780367659110
• Reliure: Broché
• Nombre de pages: 631
• Éditeur: Bouwmans Thierry, Porikli Fatih, Höferlin Benjamin, Vacavant Antoine
• Coordonnées du fabricant: non disponible
• Personne responsable: non disponible