Title :
Multiple Features Extraction and Coordination Using Gabor Wavelet Transformation and Fisherfaces with Application to Facial Expression Recognition
Author :
Liu, Haibin ; Zhang, Guobao ; Huang, Yongming ; Dong, Fei
Author_Institution :
Sch. of Autom., Southeast Univ., Nanjing, China
Abstract :
Based on the static gray image expression database, a recognition algorithm is given by using multiple facial expression features to construct multi-classifier. Aiming to improving speed of extracting features, features of expression that are extracted by local Gabor wavelet transformation on the selected facial landmark are used to constructing facial elastic templates. Geometric features and Fisherfaces features are extracted on the facial effective area extracted by elastic templates. Primary integrated SVM should be constructed by combining with Geometric features; Secondary integrated SVM should be constructed by combining with Fisherfaces features. Compared with the single features, the experimental results showed that recognition rate and robustness are improved by using multiple facial expression features to construct multi-classifier.
Keywords :
Gabor filters; emotion recognition; face recognition; feature extraction; image classification; support vector machines; wavelet transforms; Gabor wavelet transformation; SVM; facial elastic template; facial expression recognition; facial landmark; feature extraction; fisherfaces feature; geometric feature; gray image expression database; recognition algorithm; Face; Face recognition; Feature extraction; Image recognition; Optimized production technology; Support vector machines; Wavelet transforms;
Conference_Titel :
Pattern Recognition (CCPR), 2010 Chinese Conference on
Conference_Location :
Chongqing
Print_ISBN :
978-1-4244-7209-3
Electronic_ISBN :
978-1-4244-7210-9
DOI :
10.1109/CCPR.2010.5659218