Title :
Makeup-invariant face recognition by combination of Local Binary Pattern and Dual-Tree Complex Wavelet Transform from women´s images
Author :
Moeini, Hossein ; Mozaffari, Saeed ; Moeini, Ali
Author_Institution :
Electr. Eng. Dept., Semnan Univ., Semnan, Iran
Abstract :
Facial makeup is one of the problems that are caused decrease in the performance of face recognition algorithms. In this paper, a novel method is proposed to handle facial makeup in face recognition. The combining of Local Binary Pattern (LBP) and Dual-Tree Complex Wavelet Transform (DT-CWT) is applied to face image for feature extraction. Then, by combining entire of LBP and DT-CWT feature vectors, the final feature vectors are generated and classified by the Support Vector Machine (SVM). Promising results were achieved for makeup-invariant face recognition on the available image database based on the present method compared to several state-of-the-art methods.
Keywords :
face recognition; feature extraction; support vector machines; wavelet transforms; DT-CWT feature vector; LBP application; SVM classification; dual-tree complex wavelet transform; facial makeup; feature extraction; local binary pattern; makeup-invariant face recognition; support vector machine; women´s images; Databases; Face; Face recognition; Feature extraction; Vectors; Wavelet transforms; Dual-Tree complex wavelet transform; Face recognition; facial makeup; local binary pattern;
Conference_Titel :
Telecommunications (IST), 2014 7th International Symposium on
Conference_Location :
Tehran
Print_ISBN :
978-1-4799-5358-5
DOI :
10.1109/ISTEL.2014.7000754