Title :
Face Recognition Using FastICA Algorithm
Author :
Wang, Xianqiu ; Huang, Xiaoli ; Wang, Xiubi
Author_Institution :
Sichuan Univ. of Sci. & Eng., Zigong, China
Abstract :
A new adaptive feature extraction method of facial image based on FastICA algorithm is presented. We present favorable comparisons to the Fixed-point ICA algorithm and the Power ICA algorithm in extensive simulations. Experimental results have demonstrated that the proposed method can not only yields the highest performance for identifying faces but also significant improves the face recognition performance.
Keywords :
face recognition; feature extraction; independent component analysis; FastICA Algorithm; adaptive feature extraction; face recognition; facial image; fixed-point ICA algorithm; power ICA algorithm; Algorithm design and analysis; Decorrelation; Face; Feature extraction; Independent component analysis; Robustness; Signal processing algorithms;
Conference_Titel :
Control, Automation and Systems Engineering (CASE), 2011 International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4577-0859-6
DOI :
10.1109/ICCASE.2011.5997715
