Background Modeling and Foreground Detection for Video Surveillance - Brossura

Brossura

ISBN 10: 0367659115 ISBN 13: 9780367659110

Casa editrice: Chapman and Hall/CRC, 2020

Riassunto

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.

Su questo libro

Informazioni sull?autore

Thierry Bouwmans, Fatih Porikli, Benjamin Höferlin, Antoine Vacavant

Dettagli dell'edizione

• Editore: Chapman and Hall/CRC
• Data di pubblicazione: 2020
• Lingua: Inglese
• ISBN 10: 0367659115
• ISBN 13: 9780367659110
• Rilegatura: Copertina flessibile
• Numero edizione: 1
• Numero di pagine: 631
• Redattore: Bouwmans Thierry, Porikli Fatih, Höferlin Benjamin, Vacavant Antoine
• Contatto del produttore: non disponibile
• Persona responsabile: non disponibile