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Design of Video Quality Metrics with Multi-Way Data Analysis

- A data driven approach

Om 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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  • Språk:
  • Engelska
  • ISBN:
  • 9789811091193
  • Format:
  • Häftad
  • Sidor:
  • 240
  • Utgiven:
  • 31 Mars 2018
  • Utgåva:
  • 12016
  • Mått:
  • 155x235x0 mm.
  • Vikt:
  • 454 g.
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Leveranstid: 2-4 veckor
Förväntad leverans: 10 Juli 2024

Beskrivning av 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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