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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Anwendungs-Software Anomaly Detection in Video Surveillance
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Beschreibung
Anomaly detection in video surveillance stands at the core of numerous real-world applications that have broad impact and generate significant academic and industrial value. The key advantage of writing the book at this point in time is that the vast amount of work done by computer scientists over the last few decades has remained largely untouched by a formal book on the subject, although these… techniques significantly advance existing methods of image and video analysis and understanding by taking advantage of anomaly detection in the data mining community and visual analysis in the computer vision community. The proposed book provides a comprehensive coverage of the advances in video based anomaly detection, including topics such as the theories of anomaly detection and machine perception for the functional analysis of abnormal events in general, the identification of abnormal behaviour and crowd abnormal behaviour in particular, the current understanding of computer vision development, and the application of this present understanding towards improving video-based anomaly detection in theory and coding with OpenCV. The book also provides a perspective on deep learning on human action recognition and behaviour analysis, laying the groundwork for future advances in these areas. Overall, the chapters of this book have been carefully organized with extensive bibliographic notes attached to each chapter. One of the goals is to provide the first systematic and comprehensive description of the range of data-driven solutions currently being developed up to date for such purposes. Another is to serve a dual purpose so that students and practitioners can use it as a textbook while researchers can use it as a reference book. A final goal is to provide a comprehensive exposition of the topic of anomaly detection in video media from multiple points of view. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
07.08.2024
Sprache
Englisch
EAN
9789819730223
Herausgeber
Springer Singapore
Serien- oder Bandtitel
Cognitive Intelligence and Robotics
Sonderedition
Nein
Autor
Xiaochun Wang
Seitenanzahl
384
Einbandart
Gebundene Ausgabe
Autorenporträt
Xiaochun Wang received her B.S. degree from Beijing University and her M.S. and Ph.D. from the Department of Electrical Engineering and Computer Science at Vanderbilt University. She is now Senior Scientist in Xi’an Tuowei High-Tech Corporation. Before this, she worked in the School of Software Engineering, Xi’an Jiaotong University in China. Her research interests include data mining (particularly, outlier detection and clustering), machine learning, computer vision, signal processing, and pattern recognition.
Schlagwörter
Anomaly Detection, Video Surveillance, Pattern Recognition
Thema-Inhalt
UYQV - Maschinelles Sehen, Bildverstehen
UNF - Data Mining
UYQE - Wissensbasierte Systeme, Expertensysteme
UYT - Bildverarbeitung
UYQM - Maschinelles Lernen
UYQP - Mustererkennung
UYA - Theoretische Informatik
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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