Design of Video Quality Metrics with Multi-Way Data Analysis

Design of Video Quality Metrics with Multi-Way Data Analysis

Christian Keimel

134,80 €
IVA incluido
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Editorial:
Springer Nature B.V.
Año de edición:
2016
Materia
Ingeniería de las comunicaciones/las telecomunicaciones
ISBN:
9789811002687

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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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