DocumentCode :
3030595
Title :
Facial Expression Recognition in Image Sequences Using Active Shape Model and SVM
Author :
Patil, Rajesh A. ; Sahula, Vineet ; Mandal, A.S.
Author_Institution :
MNIT, Jaipur, India
fYear :
2011
fDate :
16-18 Nov. 2011
Firstpage :
168
Lastpage :
173
Abstract :
This paper introduces a method for automatic facial expression recognition in image sequences, which make use of Candide wire frame model and active appearance algorithm for tracking, and support vector machine for classification. Candide wire frame model is adapted properly on the first frame of face image sequence. Facial features in subsequent frames of image sequence are tracked using active appearance algorithm. The algorithm adapts Candide wire frame model to the face in each of the frames and tracks the grid in consecutive video frames over time. Last frame of image sequence corresponds to greatest facial expression intensity. The geometrical displacement of Candide wire frame nodes, defined as the difference of the node coordinates between the first and the greatest facial expression intensity frame, is used as an input to the support vector machine, which classifies facial expression into one of the class such as happy, surprise, sad, anger, disgust and fear.
Keywords :
computational geometry; face recognition; image sequences; support vector machines; video signal processing; Candide wire frame model; active appearance algorithm; active shape model; facial expression intensity; facial expression recognition; geometrical displacement; image sequences; support vector machine; video frames; Adaptation models; Computational modeling; Face; Image sequences; Support vector machines; Vectors; Wires; Candide wire frame model; SVM; active appearance model;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Modeling and Simulation (EMS), 2011 Fifth UKSim European Symposium on
Conference_Location :
Madrid
Print_ISBN :
978-1-4673-0060-5
Type :
conf
DOI :
10.1109/EMS.2011.25
Filename :
6131234
Link To Document :
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