Title :
A novel algorithm for fingerprint orientation extraction and image enhancement based on Gabor filters
Author :
Zhang, Xian ; Gong, Xu-cheng ; Sun, Zhong-xing ; Sun, Li-min
Author_Institution :
Sch. of Comput. Sci. & Technol., Yantai Univ., Yantai, China
Abstract :
The traditional orientation extraction algorithm based on pixels and the common used Gabor filter are both meliorated by compressing original fingerprint image to 1/4 size and getting the low-frequency image using Gauss filter for former, and by changing the rectangular template into 1-D linear template with two orthogonal beelines for latter. Experiments on FVC2004 databases and live-scan database both shows that, compared with other method, the accuracy and the reliability of the orientation extraction are obviously improved and the pre-processing time is greatly reduced while the image is further more enhanced with the algorithm proposed in this paper.
Keywords :
Gabor filters; feature extraction; fingerprint identification; image enhancement; 1D linear template; FVC2004 databases; Gabor filters; fingerprint image compression; fingerprint orientation extraction; image enhancement; live-scan database; low-frequency image; orientation extraction algorithm; orthogonal beelines; rectangular template; Accuracy; Databases; Fingerprint recognition; Gabor filters; Image enhancement; Image matching; Pixel; Fingerprint; Gabor filters; Image pre-processing; image enhancement; orientation;
Conference_Titel :
Image and Signal Processing (CISP), 2010 3rd International Congress on
Conference_Location :
Yantai
Print_ISBN :
978-1-4244-6513-2
DOI :
10.1109/CISP.2010.5647941