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
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