Design of Video Quality Metrics with Multi-Way Data Analysis

A data driven approach

Paperback Engels 2018 9789811091193
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

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. 

Specificaties

ISBN13:9789811091193
Taal:Engels
Bindwijze:paperback
Uitgever:Springer Nature Singapore

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Inhoudsopgave

Introduction.- Video Quality.-&nbsp;Video Quality Metrics.-&nbsp;Data Analysis Approach.-&nbsp;Two-way Data Analysis.-&nbsp;Multi-way Data Analysis.-&nbsp;Model Building Considerations.-&nbsp;Designing Video Quality Metrics.-&nbsp;Performance Comparison.-&nbsp;Conclusion.<div><br></div>

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        Design of Video Quality Metrics with Multi-Way Data Analysis