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Machine learning for vision-based motion analysis : theory and techniques

Author: Liang Wang
Publisher: London : Springer, ©2011.
Series: Advances in pattern recognition.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Database:WorldCat
Summary:
Techniques of vision-based motion analysis aim to detect, track, identify, and generally understand the behavior of objects in image sequences. With the growth of video data in a wide range of applications from visual surveillance to human-machine interfaces, the ability to automatically analyze and understand object motions from video footage is of increasing importance. Among the latest developments in this field  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Machine learning for vision-based motion analysis.
London : Springer, ©2011
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Liang Wang
ISBN: 9780857290571 0857290576 9780857290564 0857290568
OCLC Number: 695387336
Description: 1 online resource (xiv, 372 pages) : illustrations.
Contents: Preface; Part I: Manifold Learning and Clustering/Segmentation; Part II: Tracking; Part III: Motion Analysis and Behavior Modeling; Part IV: Gesture and Action Recognition; Contents; Manifold Learning and Clustering/Segmentation; Practical Algorithms of Spectral Clustering: Toward Large-Scale Vision-Based Motion Analysis; Riemannian Manifold Clustering and Dimensionality Reduction for Vision-Based Analysis; Manifold Learning for Multi-dimensional Auto-regressive Dynamical Models; Tracking; Mixed-State Markov Models in Image Motion Analysis.
Series Title: Advances in pattern recognition.
Responsibility: Liang Wang [and others], editors.
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Abstract:

Based on contributions to the International Workshop on Machine Learning for Vision-Based Motion Analysis, this volume highlights the latest algorithms and systems for robust and effective  Read more...

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From the reviews: "The successes of the First and Second International Workshops on Machine Learning for Vision-Based Motion Analysis, which were held in 2008 and 2009, prompted this book. The book Read more...

 
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