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IEEE Transactions on Pattern Analysis and Machine Intelligence
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Recognizing Action at a Distance
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
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Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Behavior recognition via sparse spatio-temporal features
ICCCN '05 Proceedings of the 14th International Conference on Computer Communications and Networks
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Pattern Recognition Letters
Information Retrieval for Music and Motion
Information Retrieval for Music and Motion
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IVA '08 Proceedings of the 8th international conference on Intelligent Virtual Agents
Multimodal Processing of Discourse Information; The Effect of Synchrony
ISUC '08 Proceedings of the 2008 Second International Symposium on Universal Communication
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Artificial Intelligence
Generating robot/agent backchannels during a storytelling experiment
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
A survey on vision-based human action recognition
Image and Vision Computing
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Proceedings of the 2nd international workshop on Social signal processing
Local descriptors for spatio-temporal recognition
SCVMA'04 Proceedings of the First international conference on Spatial Coherence for Visual Motion Analysis
Attention via Synchrony: Making Use of Multimodal Cues in Social Learning
IEEE Transactions on Autonomous Mental Development
IEEE Transactions on Multimedia
Machine Recognition of Human Activities: A Survey
IEEE Transactions on Circuits and Systems for Video Technology
Social coordination assessment: distinguishing between shape and timing
MPRSS'12 Proceedings of the First international conference on Multimodal Pattern Recognition of Social Signals in Human-Computer-Interaction
Human behavior understanding for robotics
HBU'12 Proceedings of the Third international conference on Human Behavior Understanding
Graph-based analysis of physical exercise actions
Proceedings of the 1st ACM international workshop on Multimedia indexing and information retrieval for healthcare
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Detecting social events such as imitation is identified as key step for the development of socially aware robots. In this paper, we present an unsupervised approach to measure immediate synchronous and asynchronous imitations between two partners. The proposed model is based on two steps: detection of interest points in images and evaluation of similarity between actions. Firstly, spatio-temporal points are detected for an accurate selection of the important information contained in videos. Then bag-of-words models are constructed, describing the visual content of videos. Finally similarity between bag-of-words models is measured with dynamic-time-warping, giving an accurate measure of imitation between partners. Experimental results obtained show that the model is able to discriminate between imitation and non-imitation phases of interactions.