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
Link To Document :
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