ENGLISH

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

By Christian Keimel (auth.)

Book information

Publisher
Springer Singapore
Year
2016
ISBN
978-981-10-0268-7, 978-981-10-0269-4, 115-115-118-1
DOI
10.1007/978-981-10-0269-4
Language
english
Format
PDF
Filesize
6 MB (5981474 bytes)
Series
T-Labs Series in Telecommunication Services
Edition
1
Pages
XV, 240\245
Time added
2016-03-14 21:35:01
Image and Speech Processing; User Interfaces and HNetworksSignal

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.

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