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Statistical learning and pattern analysis for image and video processing

Author: Nanning Zheng; Jianru Xue
Publisher: Dordrecht ; New York : Springer, ©2009.
Series: Advances in pattern recognition.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
Offers an overview of theories, methodologies, and developments in the field of statistical learning and statistical analysis for visual pattern modeling and computing. This book describes a theoretical foundation, offers a summary of advances, and presents typical issues to be considered in making a real system for visual information processing.
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Zheng, Nanning.
Statistical learning and pattern analysis for image and video processing.
Dordrecht ; New York : Springer, ©2009
(DLC) 2009932139
(OCoLC)390942010
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Nanning Zheng; Jianru Xue
ISBN: 9781848823129 1848823126
OCLC Number: 456546870
Description: 1 online resource (xvi, 365 pages) : illustrations (some color).
Contents: Pattern Analysis and Statistical Learning.- Unsupervised Learning for Visual Pattern Analysis.- Component Analysis.- Manifold Learning.- Functional Approximation.- Supervised Learning for Visual Pattern Classification.- Statistical Motion Analysis.- Bayesian Tracking of Visual Objects.- Probabilistic Data Fusion for Robust Visual Tracking.- Multitarget Tracking in Video-Part I.- Multi-Target Tracking in Video - Part II.- Information Processing in Cognition Process and New Artificial Intelligent Systems.
Series Title: Advances in pattern recognition.
Responsibility: by Nanning Zheng, Jianru Xue.

Abstract:

This textbook is an overview of theories, methodologies, and recent developments in the field, covering the theoretical foundation and providing a complete summary of the latest advances. It also  Read more...

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