Title :
Preprocessing Method of Fingerprint Images in Layered Neural Networks for Individual Identifcation
Author :
Hasegawa, Hiroshi ; Tanaka, Akihiro ; Nishimura, Koichi ; Kishida, Satoru
Author_Institution :
Tottori Univ.
Abstract :
We constructed individual identification system of fingerprint in three-layered neural networks, and investigated the effect of fast Fourier transform (FFT) and inverse FFT (IFFT) preprocessing on the performance of individual identification system in layered neural networks. In order to identify individual robustly for degradation of fingerprint images, we suggested the preprocessing method of FFT and inverse FFT (IFFT) in spite of being off-line images. From the results, we found that layered neural networks and the preprocessing method of FFT and IFFT were useful for the identification system with high performance. This may be useful for the feature extraction of fingerprint images
Keywords :
fast Fourier transforms; feature extraction; fingerprint identification; neural nets; fast Fourier transform; feature extraction; fingerprint images preprocessing; individual identification; inverse FFT; three-layered neural networks; Biometrics; Electronic mail; Fast Fourier transforms; Fingerprint recognition; Image matching; Intelligent networks; Neural networks; Pattern recognition; Robustness; Signal processing;
Conference_Titel :
Intelligent Signal Processing and Communications, 2006. ISPACS '06. International Symposium on
Conference_Location :
Yonago
Print_ISBN :
0-7803-9732-0
Electronic_ISBN :
0-7803-9733-9
DOI :
10.1109/ISPACS.2006.364883