Title :
Iris features extraction using wavelet packets
Author :
Rydgren, Erik ; Thomas, Emy Anu ; Amiel, Frédéric ; Rossant, Florence ; Amara, Amara
Author_Institution :
Inst. Superieur d´´Electronique de Paris, France
Abstract :
This article presents an application of wavelet packet analysis to the features extraction part of an iris recognition system. An energy measure is used to identify the particular packets that carries discriminating information about the iris texture. Several different orthogonal wavelets arc tested and a comparison to nonorthogonal analysis using Gabor wavelets is done. The experimental results show 100% correct classifications when applying the algorithm on an iris image database and the new algorithm is therefore an interesting alternative to Gabor based methods.
Keywords :
energy measurement; feature extraction; image classification; image texture; wavelet transforms; Gabor based method; arc testing; discriminating information; energy measurement; features extraction; image classification; image database; iris recognition system; iris texture; wavelet packet analysis; Equations; Feature extraction; Fingerprint recognition; Geometry; Histograms; Iris recognition; Testing; Wavelet analysis; Wavelet packets; Wavelet transforms;
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
Print_ISBN :
0-7803-8554-3
DOI :
10.1109/ICIP.2004.1419435