Title :
A method of fingerprint identification based on space invariant transforms and support vector machines
Author :
He, Yang ; Ou, Zongying ; Guo, Hao
Author_Institution :
Sch. of Mech. Eng., Dalian Univ. of Technol., China
Abstract :
A new method of fingerprint identification based on space invariant transforms and support vector machines is presented. The method uses the rotation, scale and translation invariant properties of the Fourier-Mellin transform to preprocess the fingerprint images. Afterward, with the results as the input properties, the automatically fingerprint identification is performed using support vector machines (SVM). The experimental results show that the method of fingerprint identification is effective and has high accuracy.
Keywords :
Fourier transforms; fingerprint identification; image enhancement; support vector machines; Fourier-Mellin transform; fingerprint identification; fingerprint images; scale invariant properties; space invariant transforms; support vector machines; translation invariant properties; Biometrics; Fingerprint recognition; Fourier transforms; Frequency domain analysis; Helium; Image matching; Machine learning; Space technology; Support vector machine classification; Support vector machines;
Conference_Titel :
Machine Learning and Cybernetics, 2003 International Conference on
Print_ISBN :
0-7803-8131-9
DOI :
10.1109/ICMLC.2003.1259696