FP 6 - IST - 027140 Bayesian Approach to Cognitive Systems
نویسنده
چکیده
We present as a contribution to the field of humanmachine interaction a system that analyzes human movements online through multiple observers, based on the concept of Laban Movement Analysis (LMA). The implementation uses a Bayesian model for learning and classification, while the results are presented for the application to analyze expressive movements. In sports like Karate four judges are placed in the corners to observe the fight to ensure that the overall judgment is correct. In this paper we propose a multi-ocular system where each sub-system observes a movement from a different monocular perspective. The sub-systems send continuously guesses in form of probability distributions to the central system. The central system fuses the evidences and presents the final result. We present the Laban Movement Analysis as a concept to identify useful features of human movements to classify human actions. The movements are extracted using both, vision and magnetic tracker. The descriptor opens possibilities towards expressiveness and emotional content. To solve the problem of classification we use the Bayesian framework as it offers an intuitive approach to learning and classification. The presented work targets applications like social robots, smart houses and surveillance.
منابع مشابه
FP6-IST-027140 Bayesian Approach to Cognitive Systems Instrument: IP Thematic Priority: IST D1.5: Experimental testing of Bayesian motor control. Optimal sensorimotor control in eye movement sequences
Dissemination Level PU Public X PP Restricted to other programme participants (including the Commission Services) RE Restricted to a group specified by the consortium (including the Commission Services) CO Confidential, only for members of the consortium (including the Commission Services)
متن کاملFP 6 - 2002 - IST - 2 / IST - 2002 - 2 . 3 . 2 . 4 Proposal Number : 004250 ‘ CoSy ’ : Cognitive Systems for Cognitive
An additional partner with expertise in psychology will be recruited later.
متن کاملOpen Network of Centres of Excellence in Complex Systems Project FP 6 - IST 29814 ONCE - CS Living Roadmap for Complex Systems Science
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تاریخ انتشار 2008