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Design of Video Quality Metrics with Multi-Way Data Analysis A data driven approach
Title:
Design of Video Quality Metrics with Multi-Way Data Analysis A data driven approach
Author:
Keimel, Christian. author.
ISBN:
9789811002694
Personal Author:
Physical Description:
XV, 240 p. 52 illus., 2 illus. in color. online resource.
Series:
T-Labs Series in Telecommunication Services,
Contents:
Introduction -- Video Quality -- Video Quality Metrics -- Data Analysis Approach -- Two-way Data Analysis -- Multi-way Data Analysis -- Model Building Considerations -- Designing Video Quality Metrics -- Performance Comparison -- Conclusion.
Abstract:
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. .
Subject Term:
Added Corporate Author:
Electronic Access:
https://doi.org/10.1007/978-981-10-0269-4