DocumentCode :
395468
Title :
Modeling human interaction in meetings
Author :
McCowan, Iain ; Bengio, Samy ; Gatica-Perez, Daniel ; Lathoud, Guillaume ; Monay, Florent ; Moore, Darren ; Wellner, Pierre ; Bourlard, Heme
Author_Institution :
Dalle Molle Inst. for Perceptual Artificial Intelligence, Martigny, Switzerland
Volume :
4
fYear :
2003
fDate :
6-10 April 2003
Abstract :
The paper investigates the recognition of group actions in meetings by modeling the joint behaviour of participants. Many meeting actions, such as presentations, discussions and consensus, are characterised by similar or complementary behaviour across participants. Recognising these meaningful actions is an important step towards the goal of providing effective browsing and summarisation of processed meetings. A corpus of meetings was collected in a room equipped with a number of microphones and cameras. The corpus was labeled in terms of a predefined set of meeting actions characterised by global behaviour. In experiments, audio and visual features for each participant are extracted from the raw data and the interaction of participants is modeled using HMM-based approaches. Initial results on the corpus demonstrate the ability of the system to recognise the set of meeting actions.
Keywords :
behavioural sciences; feature extraction; gesture recognition; hidden Markov models; human factors; pattern classification; speaker recognition; HMM; audio feature extraction; consensus; discussions; group action recognition; human interaction model; meeting action recognition; meeting summarisation; participant behaviour; presentations; visual feature extraction; Artificial intelligence; Cameras; Data mining; Hidden Markov models; Humans; Information analysis; Multimodal sensors; Speech; User interfaces; Video recording;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
0-7803-7663-3
Type :
conf
DOI :
10.1109/ICASSP.2003.1202751
Filename :
1202751
Link To Document :
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