T-Labs Series in Telecommunication Services: A data driven approach

Keimel, Christian

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. 

Details

Published by: Springer

Publication Date: 2018-03-31

Format: Paperback

ISBN-13: 9789811091193

DOI: 10.1007/978-981-10-0269-4

Dimensions: 235cm x155cm

Pages: 240