Design of Video Quality Metrics with Multi-Way Data Analysis A data driven approach / [electronic resource] :
by Christian Keimel.
- XV, 240 p. 52 illus., 2 illus. in color. online resource.
- 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
10.1007/978-981-10-0269-4 doi
Engineering. User interfaces (Computer systems). Electrical engineering. Engineering. Signal, Image and Speech Processing. User Interfaces and Human Computer Interaction. Communications Engineering, Networks.