Multimodal Signal Processing: Theory and applications for human-computer interaction (Hardcover)
暫譯: 多模態信號處理:人機互動的理論與應用 (精裝版)

Jean-Philippe Thiran, Ferran Marqu臃, Herv Bourlard

相關主題

商品描述

  • Presents state-of-art methods for multimodal signal processing, analysis, and modeling
  • Contains numerous examples of systems with different modalities combined
  • Describes advanced applications in multimodal Human-Computer Interaction (HCI) as well as in computer-based analysis and modelling of multimodal human-human communication scenes.

Multimodal signal processing is an important research and development field that processes signals and combines information from a variety of modalities - speech, vision, language, text - which significantly enhance the understanding, modelling, and performance of human-computer interaction devices or systems enhancing human-human communication. The overarching theme of this book is the application of signal processing and statistical machine learning techniques to problems arising in this multi-disciplinary field. It describes the capabilities and limitations of current technologies, and discusses the technical challenges that must be overcome to develop efficient and user-friendly multimodal interactive systems.

With contributions from the leading experts in the field, the present book should serve as a reference in multimodal signal processing for signal processing researchers, graduate students, R&D engineers, and computer engineers who are interested in this emerging field.




  • Presents state-of-art methods for multimodal signal processing, analysis, and modeling

  • Contains numerous examples of systems with different modalities combined

  • Describes advanced applications in multimodal Human-Computer Interaction (HCI) as well as in computer-based analysis and modelling of multimodal human-human communication scenes.

商品描述(中文翻譯)

- 提供最先進的多模態信號處理、分析和建模方法
- 包含多個不同模態結合的系統範例
- 描述多模態人機互動(HCI)的先進應用,以及基於計算機的多模態人際溝通場景的分析和建模。

多模態信號處理是一個重要的研究與開發領域,處理來自多種模態的信號並結合信息——語音、視覺、語言、文本——這顯著增強了人機互動設備或系統對人際溝通的理解、建模和性能。本書的主題是將信號處理和統計機器學習技術應用於這個多學科領域中出現的問題。它描述了當前技術的能力和限制,並討論了必須克服的技術挑戰,以開發高效且易於使用的多模態互動系統。

本書由該領域的領先專家撰寫,應作為信號處理研究人員、研究生、研發工程師和對這一新興領域感興趣的計算機工程師的多模態信號處理參考資料。