DocumentCode :
2597081
Title :
Active affective facial analysis for human-robot interaction
Author :
Sam Ge, Shuzhi ; Samani, H.A. ; Ong, Y.H.J. ; Chieh Hang, Chang
Author_Institution :
Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore
fYear :
2008
fDate :
1-3 Aug. 2008
Firstpage :
83
Lastpage :
88
Abstract :
In this paper, we present an active vision system for human-robot interaction purposes that includes robust face detection, tracking, recognition and facial expression analysis. The system will search for human faces in view, zoom on the face of interest based on the face recognition database, track it and finally analyze the emotion parameters on the face. After detection using Haar-cascade classifiers, the variable parameters of the camera are changed adaptively to track the face of the subject by employing the Camshift algorithm, and to extract the facial features which are used for face recognition and facial expression analysis. Embedded Hidden Markov Model is used for face recognition and nonlinear facial mass-spring model is employed to describe the facial musclepsilas tension. The motion signatures are then classified using Multi-layer Perceptrons for facial expression analysis. This system can be used as a comprehensive and robust vision package for a robot to interact with human beings.
Keywords :
active vision; face recognition; feature extraction; hidden Markov models; image motion analysis; multilayer perceptrons; robot vision; Camshift algorithm; Haar-cascade classifier; active vision system; face recognition; face tracking; facial expression analysis; facial feature extraction; hidden Markov model; human-robot interaction; motion signature; multilayer perceptron; nonlinear facial mass-spring model; robust face detection; Algorithm design and analysis; Cameras; Face detection; Face recognition; Facial features; Hidden Markov models; Humans; Machine vision; Robustness; Spatial databases; Emotion Recognition; Facial Expression Recognition; Facial Feature Analysis; Human-Robot Interaction; Social Robot;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robot and Human Interactive Communication, 2008. RO-MAN 2008. The 17th IEEE International Symposium on
Conference_Location :
Munich
Print_ISBN :
978-1-4244-2212-8
Electronic_ISBN :
978-1-4244-2213-5
Type :
conf
DOI :
10.1109/ROMAN.2008.4600647
Filename :
4600647
Link To Document :
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