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Design of Video Quality Metrics with Multi-Way Data Analysis - A data driven approach (Hardcover, 1st ed. 2016)
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Design of Video Quality Metrics with Multi-Way Data Analysis - A data driven approach (Hardcover, 1st ed. 2016)
Series: T-Labs Series in Telecommunication Services
Expected to ship within 12 - 19 working days
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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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