Title :
Multi-Channel Gabor Filter Design for Finger-Vein Image Enhancement
Author :
Yang, Jinfeng ; Yang, Jinli
Author_Institution :
Tianjin Key Lab. for Adv. Signal Process., Civil Aviation Univ. of China, Tianjin, China
Abstract :
Finger-vein recognition has been considered as one of the most convenient and effective biometric ways for personal identification. Extracting vein characteristics is crucial for finger-vein classification. However, the finger-vein extraction results always are greatly sensitive to noises due to the low contrast of finger-vein images. To robustly exploit real vein information, this paper proposes a novel method of finger-vein enhancement based on multi-channel Gabor filters. Firstly, multi-channel Gabor filters are used to prominently protrude vein vessel information with variances in widths and orientations in images. The vein information in different scales and orientations of Gabor filters is then combined together to generate an enhanced finger-vein image using a reconstruction rule. Experimental results show that the proposed method is capable of enhancing finger-vein images effectively and reliably.
Keywords :
Gabor filters; biometrics (access control); blood vessels; feature extraction; image classification; image reconstruction; finger vein classification; finger vein image extraction; finger-vein image enhancement; image orientation; multichannel gabor filter design; personal identification; reconstruction rule; vein vessel information; Biometrics; Charge coupled devices; Data mining; Fingers; Gabor filters; Image enhancement; Image reconstruction; Light emitting diodes; Optical imaging; Veins;
Conference_Titel :
Image and Graphics, 2009. ICIG '09. Fifth International Conference on
Conference_Location :
Xi´an, Shanxi
Print_ISBN :
978-1-4244-5237-8
DOI :
10.1109/ICIG.2009.170