Design of Video Quality Metrics with Multi-Way Data Analysis

A data driven approach

Christian Keimel (Autor)

Buch | Hardcover

240 Seiten

2016 | 2016 ed.
Springer Verlag, Singapore
978-981-10-0268-7 (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	08.10.2016
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
Schlagworte	H,264/AVC • LIVE Video Quality • multi-way data analysis • TUM1080p50 • video quality metrics
ISBN-10	981-10-0268-1 / 9811002681
ISBN-13	978-981-10-0268-7 / 9789811002687
Zustand	Neuware