Design of Video Quality Metrics with Multi-Way Data Analysis : A data driven approach
Keimel, Christian
Design of Video Quality Metrics with Multi-Way Data Analysis : A data driven approach by Christian Keimel - 1st ed. - Singapore Springer 2016 - 1 recurso en línea (XV, 240 p.) 52 il., 2 il. col. - T-Labs Series in Telecommunication Services 2192-2810 . - T-Labs Series in Telecommunication Services .
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.
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. .
9789811002694
Interfaces de usuario
Electrotecnia
Ingeniería--Congresos y asambleas
TK5102.9 / K456 2016 EB
621.382
Design of Video Quality Metrics with Multi-Way Data Analysis : A data driven approach by Christian Keimel - 1st ed. - Singapore Springer 2016 - 1 recurso en línea (XV, 240 p.) 52 il., 2 il. col. - T-Labs Series in Telecommunication Services 2192-2810 . - T-Labs Series in Telecommunication Services .
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.
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. .
9789811002694
Interfaces de usuario
Electrotecnia
Ingeniería--Congresos y asambleas
TK5102.9 / K456 2016 EB
621.382