DocumentCode :
1324595
Title :
A System for Real-Time Multimodal Analysis of Nonverbal Affective Social Interaction in User-Centric Media
Author :
Varni, Giovanna ; Volpe, Gualtiero ; Camurri, Antonio
Author_Institution :
DIST, Univ. of Genova, Genova, Italy
Volume :
12
Issue :
6
fYear :
2010
Firstpage :
576
Lastpage :
590
Abstract :
This paper presents a multimodal system for real-time analysis of nonverbal affective social interaction in small groups of users. The focus is on two major aspects of affective social interaction: the synchronization of the affective behavior within a small group and the emergence of functional roles, such as leadership. A small group of users is modeled as a complex system consisting of single interacting components that can auto-organize and show global properties. Techniques are developed for computing quantitative measures of both synchronization and leadership. Music is selected as experimental test-bed since it is a clear example of interactive and social activity, where affective nonverbal communication plays a fundamental role. The system has been implemented as software modules for the EyesWeb XMI platform (http://www.eyesweb.org). It has been used in experimental frameworks (a violin duo and a string quartet) and in real-world applications (in user-centric applications for active music listening). Further application scenarios include entertainment, edutainment, therapy and rehabilitation, cultural heritage, and museum applications. Research has been carried out in the framework of the EU-ICT FP7 Project SAME (http://www.sameproject.eu).
Keywords :
interactive systems; real-time systems; social sciences computing; EyesWeb XMI platform; active music listening; affective nonverbal communication; computing quantitative measures; interactive social activity; nonverbal affective social interaction; real-time multimodal analysis; user centric media; Feature extraction; Indexes; Lead; Media; Real time systems; Synchronization; Affective social behavior of small groups of users; affective sound and music processing; multimodal analysis of nonverbal affective social interaction; real-time applications of multimodal affective social interaction; user-centric media;
fLanguage :
English
Journal_Title :
Multimedia, IEEE Transactions on
Publisher :
ieee
ISSN :
1520-9210
Type :
jour
DOI :
10.1109/TMM.2010.2052592
Filename :
5571827
Link To Document :
بازگشت