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Book Cover
E-book
Author Keimel, Christian, author

Title Design of video quality metrics with multi-way data analysis : a data driven approach / Christian Keimel
Published Singapore : Springer, 2016

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Description 1 online resource (xv, 240 pages) : illustrations (some color)
Series T-Labs series in telecommunication services, 2192-2810
T-labs series in telecommunication services, 2192-2810
Contents Introduction -- Video Quality -- Video Quality Metrics -- Data Analysis Approach -- Two-way Data Analysis -- Multi-way Data Analysis -- Model Building Considerations -- Designing Video Quality Metrics -- Performance Comparison -- Conclusion
Summary This book proposes a data-driven methodology using multi-way data analysis for the design of video-quality metrics. It also enables video- quality metrics to be created using arbitrary features. This data- driven design approach not only requires no detailed knowledge of the human visual system, but also allows a proper consideration of the temporal nature of video using a three-way prediction model, corresponding to the three-way structure of video. Using two simple example metrics, the author demonstrates not only that this purely data- driven approach outperforms state-of-the-art video-quality metrics, which are often optimized for specific properties of the human visual system, but also that multi-way data analysis methods outperform the combination of two-way data analysis methods and temporal pooling
Bibliography Includes bibliographical references and index
Notes English
Online resource; title from PDF title page (SpringerLink, viewed January 4, 2016)
Subject Signal processing -- Digital techniques.
Optical communications.
TECHNOLOGY & ENGINEERING -- Mechanical.
Optical communications
Signal processing -- Digital techniques
Form Electronic book
ISBN 9789811002694
981100269X