Title :
Improvement of fingerprint orientation estimation by a Modification of fingerprint orientation model based on 2D Fourier expansion (M-FOMFE)
Author :
Tashk, Ashkan ; Helfroush, Mohammad Sadegh ; Muhammadpour, Mohsen
Author_Institution :
Dept. of Electr. & Electron. Eng., Shiraz Univ. of Technol., Shiraz
Abstract :
As fingerprint verification depends strongly on the quality of fingerprint ridge orientation estimation, so the more accurate fingerprint ridge orientations estimate, the better verification will result in. In this paper, we have proposed a new technique for improving the coarse fingerprint orientation estimation smoothing using fingerprint orientation model based on 2D Fourier expansion with a special Modification on it (M-FOMFE). The modification we have used in this paper is taking into account the information of Coherence Matrix for fingerprint ridge orientation estimation. This matrix is used to retrieve the uncertainty of each ridge orientation block and improves the accuracy of old FOMFE coarse ridge orientation smoothing method. For evaluating the proposed method we use a fingerprint continuous classification system and also an exclusive one based on Poincare-Index algorithm for singular point detection. Compared to competing method, the experimental results show that the proposed method has better orientation estimation and classification results.
Keywords :
Fourier transforms; fingerprint identification; image classification; matrix algebra; 2D Fourier expansion; Poincare-Index algorithm; coherence matrix; fingerprint continuous classification system; fingerprint ridge orientation estimation; fingerprint verification; singular point detection; Authentication; Biometrics; Coherence; Fingerprint recognition; Polynomials; Privacy; Security; Shape; Smoothing methods; Uncertainty; Coherence matrix; Fingerprint Orientation; Fingerprint Penetration Rate; Modified Fourier expansion; singular points;
Conference_Titel :
Computer, Control and Communication, 2009. IC4 2009. 2nd International Conference on
Conference_Location :
Karachi
Print_ISBN :
978-1-4244-3313-1
Electronic_ISBN :
978-1-4244-3314-8
DOI :
10.1109/IC4.2009.4909232