Design of Video Quality Metrics with Multi-Way Data Analysis
- A data driven approach
- Indbinding:
- Hardback
- Sideantal:
- 240
- Udgivet:
- 29. December 2015
- Udgave:
- 12016
- Størrelse:
- 235x155x16 mm.
- Vægt:
- 5089 g.
Leveringstid:
2-3 uger
Forventet levering: 12. Oktober 2024
Beskrivelse af Design of Video Quality Metrics with Multi-Way Data Analysis
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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