Design of Video Quality Metrics with Multi-Way Data Analysis: A data driven approach (T-Labs Series in Telecommunication Services) - Softcover

Buch 18 von 37: T-Labs Series in Telecommunication Services

Keimel, Christian

 
9789811091193: Design of Video Quality Metrics with Multi-Way Data Analysis: A data driven approach (T-Labs Series in Telecommunication Services)
Softcover
ISBN 10: 9811091196 ISBN 13: 9789811091193
Verlag: Springer, 2018

Inhaltsangabe

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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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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Verlag
Springer
Erscheinungsdatum
2018
Sprache
Englisch
ISBN 10 
9811091196
ISBN 13 
9789811091193
Einband
Taschenbuch
Anzahl der Seiten
256
Kontakt zum Hersteller
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Darmstadt
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Deutschland

Weitere beliebte Ausgaben desselben Titels

9789811002687: Design of Video Quality Metrics with Multi-Way Data Analysis: A data driven approach (T-Labs Series in Telecommunication Services)

Vorgestellte Ausgabe

ISBN 10:  9811002681 ISBN 13:  9789811002687
Verlag: Springer, 2016
Hardcover