Title :
PDF based face recognition system in different colour channels using discrete wavelet decomposition
Author :
Anbarjafari, Gholamreza ; Demirel, Hasan
Author_Institution :
Elektr. ve Elektron. Muhendisligi Bolumu, Dogu Akdeniz Univ., Gazimagusa, Turkey
Abstract :
In this paper, a new high performance face recognition system based on the probability distribution functions of pixels obtained from intensity images in HSI and YCbCr colour channels and their decomposed images obtained by discrete wavelet decomposition is proposed. The PDFs of the equalized face images in spatial and subband domains in different colour channel are used as statistical feature vectors for the recognition of faces by minimizing the Kullback- Leibler Distance between the PDF of a given face and the PDFs of faces in the database. Majority voting and feature vector fusion methods have been employed to combine feature vectors obtained from different colour channels to improve the recognition performance.
Keywords :
discrete wavelet transforms; face recognition; feature extraction; image colour analysis; minimisation; probability; statistical analysis; visual databases; Kullback- Leibler distance; different colour channel; discrete wavelet decomposition; face recognition; feature vector fusion; image database; probability distribution function; spatial domain; statistical feature vector; subband domain; Discrete wavelet transforms; Face recognition; Image databases; Image recognition; Linear discriminant analysis; Pixel; Principal component analysis; Probability distribution; Spatial databases; Voting;
Conference_Titel :
Signal Processing and Communications Applications Conference, 2009. SIU 2009. IEEE 17th
Conference_Location :
Antalya
Print_ISBN :
978-1-4244-4435-9
Electronic_ISBN :
978-1-4244-4436-6
DOI :
10.1109/SIU.2009.5136447