Design of Video Quality Metrics with Multi-Way Data Analysis: A data driven approach

By Loghman Ansarian and Mei Lin Teoh

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.

• Format: Paperback
• Language: English
• ISBN: 9811091196
• ISBN13: 9789811091193
• Release Date: March 2018
• Publisher: Springer
• Length: 240 Pages
• Weight: 0.81 lbs.
• Dimensions: 0.5" x 6.1" x 9.2"