• DocumentCode
    2388667
  • Title

    Capture, recognition, and visualization of human semantic interactions in meetings

  • Author

    Yu, Zhiwen ; Yu, Zhiyong ; Aoyama, Hideki ; Ozeki, Motoyuki ; Nakamura, Yuichi

  • Author_Institution
    Sch. of Comput. Sci., Northwestern Polytech. Univ., Xi´´an, China
  • fYear
    2010
  • fDate
    March 29 2010-April 2 2010
  • Firstpage
    107
  • Lastpage
    115
  • Abstract
    Human interaction is one of the most important characteristics of group social dynamics in meetings. In this paper, we propose an approach for capture, recognition, and visualization of human interactions. Unlike physical interactions (e.g., turn-taking and addressing), the human interactions considered here are incorporated with semantics, i.e., user intention or attitude toward a topic. We adopt a collaborative approach for capturing interactions by employing multiple sensors, such as video cameras, microphones, and motion sensors. A multimodal method is proposed for interaction recognition based on a variety of contexts, including head gestures, attention from others, speech tone, speaking time, interaction occasion (spontaneous or reactive), and information about the previous interaction. A support vector machines (SVM) classifier is used to classify human interaction based on these features. A graphical user interface called MMBrowser is presented for interaction visualization. Experimental results have shown the effectiveness of our approach.
  • Keywords
    data visualisation; gesture recognition; graphical user interfaces; groupware; human computer interaction; support vector machines; MMBrowser; collaborative approach; graphical user interface; human semantic interactions; interaction recognition; interaction visualization; meetings; multimodal method; multiple sensors; support vector machines classifier; Cameras; Collaboration; Graphical user interfaces; Humans; Magnetic heads; Microphones; Speech recognition; Support vector machine classification; Support vector machines; Visualization; human interaction; interaction capture; interaction recognition; smart meeting; visualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pervasive Computing and Communications (PerCom), 2010 IEEE International Conference on
  • Conference_Location
    Mannheim
  • Print_ISBN
    978-1-4244-5329-0
  • Electronic_ISBN
    978-1-4244-5328-3
  • Type

    conf

  • DOI
    10.1109/PERCOM.2010.5466987
  • Filename
    5466987