Design of Video Quality Metrics with Multi-Way Data Analysis

A data driven approach

Christian Keimel (Autor)

Buch | Softcover

240 Seiten

2018 | Softcover reprint of the original 1st ed. 2016
Springer Verlag, Singapore
978-981-10-9119-3 (ISBN)

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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.

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.

Erscheinungsdatum	18.06.2018
Reihe/Serie	T-Labs Series in Telecommunication Services
Zusatzinfo	2 Illustrations, color; 50 Illustrations, black and white; XV, 240 p. 52 illus., 2 illus. in color.
Verlagsort	Singapore
Sprache	englisch
Maße	155 x 235 mm
Themenwelt	Informatik ► Software Entwicklung ► User Interfaces (HCI)
	Technik ► Elektrotechnik / Energietechnik
	Technik ► Nachrichtentechnik
ISBN-10	981-10-9119-6 / 9811091196
ISBN-13	978-981-10-9119-3 / 9789811091193
Zustand	Neuware