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Design of Video Quality Metrics with Multi-Way Data Analysis by Christian Keimel
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Design of Video Quality Metrics with Multi-Way Data Analysis

A data driven approach
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Description

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. 
Release date Australia
March 31st, 2018
Audience
  • Professional & Vocational
Edition
Softcover reprint of the original 1st ed. 2016
Illustrations
2 Illustrations, color; 50 Illustrations, black and white; XV, 240 p. 52 illus., 2 illus. in color.
Pages
240
Dimensions
156x234x14
ISBN-13
9789811091193
Product ID
27848948

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