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Design of Video Quality Metrics With Multi-way Data Analysis (Hardcover) (Christian Keimel)
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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.
Genre: Technology, Computers + Internet
Sub-Genre: User Interfaces, Telecommunications, Electronics / General
Series Title: T-labs Series in Telecommunication Services
Publisher: Springer Verlag
Author: Christian Keimel
Street Date: January 8, 2016
Item Number (DPCI): 248-12-3819
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