DocumentCode :
1220967
Title :
Automatic analysis of multimodal group actions in meetings
Author :
McCowan, Iain ; Gatica-Perez, Daniel ; Bengio, Samy ; Lathoud, Guillaume ; Barnard, Mark ; Zhang, Dong
Author_Institution :
IDIAP Res. Inst., Martigny, Switzerland
Volume :
27
Issue :
3
fYear :
2005
fDate :
3/1/2005 12:00:00 AM
Firstpage :
305
Lastpage :
317
Abstract :
This paper investigates the recognition of group actions in meetings. A framework is employed in which group actions result from the interactions of the individual participants. The group actions are modeled using different HMM-based approaches, where the observations are provided by a set of audiovisual features monitoring the actions of individuals. Experiments demonstrate the importance of taking interactions into account in modeling the group actions. It is also shown that the visual modality contains useful information, even for predominantly audio-based events, motivating a multimodal approach to meeting analysis.
Keywords :
hidden Markov models; speech processing; speech recognition; HMM; audio based events; audiovisual feature monitoring; automatic meeting analysis; group action modeling; individual participant interactions; multimodal group action recognition; Application software; Hidden Markov models; Information analysis; Monitoring; Multimedia databases; Signal processing; Speech analysis; Speech processing; Speech recognition; Visual databases; Index Terms- Statistical models; asynchronous interaction.; computer conferencing; multimedia applications and numerical signal processing; Algorithms; Artificial Intelligence; Behavioral Sciences; Cluster Analysis; Computer Simulation; Group Processes; Humans; Information Storage and Retrieval; Models, Biological; Models, Statistical; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Social Behavior;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/TPAMI.2005.49
Filename :
1388258
Link To Document :
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