Learning Structured Data for Human Action Analysis: A unified approach for visual pattern recognition - Softcover

Thi, Tuan Hue

Softcover

ISBN 10: 3846548332 ISBN 13: 9783846548332

Verlag: LAP LAMBERT Academic Publishing, 2011

Inhaltsangabe

This book presents a unified solution to the challenging problem of human action analysis in video. Human action is represented as a structured set of local features so that different structured learning models can be applied to classify and localise action instances in video databases. A wide range of factors for a good human action analysis is also analysed. At the feature level, different detectors, descriptors and selectors will be employed, while at the learning level, different types of models will be proposed and described. Lastly, at the evaluation level, a few different datasets will be used to analyse the applicability of each structured learning model under different test scenarios. The analysis obtained from this work has confirmed that the structured learning of local features is an effective potential approach for the task of analysing human action. It helps not only to create a significant bridge between traditional approaches of local and global features, but also to provide a foundational guideline for future work in this direction. Many other potential applications in visual pattern recognition can also be developed using the frameworks developed in this book.

Über diesen Titel

Über die Autorin bzw. den Autor

Dr. Tuan Hue Thi obtained his PhD. from the University of New South Wales, Australia. His research interests include pattern recognition, computer vision and human behaviour analysis. His current works involve building smart visual content retrieval systems for surveillance and HCI applications.

Details zur Ausgabe

• Verlag: LAP LAMBERT Academic Publishing
• Erscheinungsdatum: 2011
• Sprache: Englisch
• ISBN 10: 3846548332
• ISBN 13: 9783846548332
• Einband: Taschenbuch
• Anzahl der Seiten: 228
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: KreGa Onlinehandel GmbH; 4950000000000; info@krega-onlinehandel.de; ; Birkenweg 31; Brakel; 33034; Deutschland