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.
Produkteigenschaften
- Artikelnummer: 9789811002687
- Medium: Buch
- ISBN: 978-981-10-0268-7
- Verlag: Springer Nature Singapore
- Erscheinungstermin: 08.01.2016
- Sprache(n): Englisch
- Auflage: 1. Auflage 2016
- Serie: T-Labs Series in Telecommunication Services
- Produktform: Gebunden, HC runder Rücken kaschiert
- Gewicht: 5089 g
- Seiten: 240
- Format (B x H x T): 160 x 241 x 20 mm
- Ausgabetyp: Kein, Unbekannt