Title :
Expression image preprocessing based on wavelet transform
Author :
Changqin Quan ; Xiaoming Xu ; Fuji Ren
Author_Institution :
Sch. of Comput. & Inf., Hefei Univ. of Technol., Hefei, China
Abstract :
In this paper, we present a new image preprocessing method which is based on Wavelet Transform. Before we extract expression texture information, Wavelet transform will be applied to remove partial high frequency information. And then Gabor Transform will be used to extract expression information. At last we chose the Support Vector Machine to classify facial expressions. Experiments on the Japanese Female Facial Expression (JAFFE) Database illustrate that the Wavelet Transform and Gabor features are effective for facial expression discrimination. Additionally, the experiment results validate the feasibility of this method.
Keywords :
emotion recognition; face recognition; image texture; support vector machines; visual databases; wavelet transforms; Gabor transform; JAFFE database; Japanese female facial expression database; expression image preprocessing method; expression texture information; facial expression classification; facial expression discrimination; partial high frequency information; support vector machine; wavelet transform; Biomimetics; Conferences; Decision support systems; Robots; Wavelet transforms; XML;
Conference_Titel :
Robotics and Biomimetics (ROBIO), 2014 IEEE International Conference on
DOI :
10.1109/ROBIO.2014.7090693