Title :
An Improved SDA Approach with DFB Preprocesing for Face Recognition
Author :
Boukabou, W.R. ; Bouridane, A. ; Tanougast, C.
Author_Institution :
Queen´´s Univ. Belfast, Belfast
Abstract :
Over the last decade, major advances have occurred in face recognition and a large number of algorithms have been proposed to achieve acceptable recognition rates under controlled conditions. However, a successful application under real world conditions remains a challenge. To address this problem, a new method for face recognition is presented and is based on Subclass Discriminant Analysis with a Directional Filter Bank pre-processing. Experimental results show that the DFB pre-processing step improves the original SDA method and attractive recognition rates are achieved.
Keywords :
channel bank filters; face recognition; statistical analysis; directional filter bank; face recognition; recognition rates; subclass discriminant analysis; Face recognition; Filter bank; Frequency; Gabor filters; Image recognition; Information technology; Lighting control; Linear discriminant analysis; Prototypes; Signal synthesis;
Conference_Titel :
Electronics, Circuits and Systems, 2007. ICECS 2007. 14th IEEE International Conference on
Conference_Location :
Marrakech
Print_ISBN :
978-1-4244-1377-5
Electronic_ISBN :
978-1-4244-1378-2
DOI :
10.1109/ICECS.2007.4511048