Design of Video Quality Metrics with Multi-Way Data Analysis
- نوع فایل : کتاب
- زبان : انگلیسی
- نویسنده : Christian Keimel
- چاپ و سال / کشور: 2016
- تعداد صفحه : 258
- شابک / ISBN : 9811002681
Description
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.
