Design of Video Quality Metrics with Multi-Way Data Analysis : A data driven approach
Softcover Reprint of the Original 1st 2016 ed.
Book Details
Format
Paperback / Softback
Book Series
T-Labs Series in Telecommunication Services
ISBN-10
9811091196
ISBN-13
9789811091193
Edition
Softcover Reprint of the Original 1st 2016 ed.
Publisher
Springer Verlag, Singapore
Imprint
Springer Verlag, Singapore
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Mar 31st, 2018
Print length
240 Pages
Ksh 16,200.00
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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.
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