DocumentCode :
3138021
Title :
Facial Expression Recognition using Wavelet-Based Salient Points and Subspace Analysis Methods
Author :
Hosseini, Iraj ; Shams, Nasim ; Amini, Pooyan ; Sadri, Mohammad S. ; Rahmaty, Masih ; Rahmaty, Sara
Author_Institution :
ECE Dept., Isfahan Univ. of Technol.
fYear :
2006
fDate :
38838
Firstpage :
1992
Lastpage :
1995
Abstract :
There are different solutions to facial expression recognition problem. In this paper a novel method for recognizing six basic facial expressions plus neutral state is developed. The solution is based on principal component analysis of two basic parts of the face: eyes and mouth. The recognition rate of the proposed method highly depends on how accurate basic facial components are extracted. A new method based on wavelet-based salient points is used for this aim resulting in a high facial expression recognition rate as well as low computational complexity. An emotion subspace is defined for each kind of facial components that facial components are projected onto. Finally, recognition would be done using a soft recognition algorithm. Simulation results cover two different cases. In the first case, the same set of individuals is used for both training and testing. However, some new individuals are added to the test set in the second situation. It is shown that this system achieves better results compared to most of similar techniques
Keywords :
computational complexity; emotion recognition; face recognition; feature extraction; principal component analysis; wavelet transforms; computational complexity; emotion subspace analysis methods; facial components; facial expression recognition; principal component analysis; soft recognition algorithm; wavelet-based salient points; Computational complexity; Data mining; Eyes; Face detection; Face recognition; Humans; Image analysis; Mouth; Principal component analysis; Wavelet analysis; Facial expression; Subspace analysis methods; Wavelet-based salient points;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical and Computer Engineering, 2006. CCECE '06. Canadian Conference on
Conference_Location :
Ottawa, Ont.
Print_ISBN :
1-4244-0038-4
Electronic_ISBN :
1-4244-0038-4
Type :
conf
DOI :
10.1109/CCECE.2006.277815
Filename :
4054744
Link To Document :
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