Fingerprint Ridge Distance Estimation: A Mathematical Modeling

In this paper, fingerprint image is mathematically modeled by using a 2D sinusoidal function in a local window of size 32x32. The estimated ridge distance is then found by using the Levenberg-Marquardt gradient descent method. From test images, it has been found that the error percentage is 5% or less for fingerprint images of good to moderate quality with ridge distances between five and 20 pixels corrupted with zero mean white Gaussian noise of variance levels between zero and 1.

[1]  Piotr Porwik,et al.  A new fingerprint ridges frequency determination method , 2009, IEICE Electron. Express.

[2]  A. R. Rao,et al.  A Taxonomy for Texture Description and Identification , 1990, Springer Series in Perception Engineering.

[3]  Dario Maio,et al.  Ridge-line density estimation in digital images , 1998, Proceedings. Fourteenth International Conference on Pattern Recognition (Cat. No.98EX170).

[4]  D. Marquardt An Algorithm for Least-Squares Estimation of Nonlinear Parameters , 1963 .

[5]  Sabih H. Gerez,et al.  Systematic Methods for the Computation of the Directional Fields and Singular Points of Fingerprints , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[6]  Jie Tian,et al.  Ridge Distance Estimation in Fingerprint Images: Algorithm and Performance Evaluation , 2004, EURASIP J. Adv. Signal Process..

[7]  Yilong Yin,et al.  Fingerprint Ridge Distance Estimation: Algorithms and the Performance , 2006, ICB.

[8]  Riccardo Rovatti,et al.  Fingerprint ridge distance computation methodologies , 2000, Pattern Recognit..

[9]  Anil K. Jain,et al.  Fingerprint Image Enhancement: Algorithm and Performance Evaluation , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[10]  Vutipong Areekul,et al.  Adaptive boosted spectral filtering for progressive fingerprint enhancement , 2013, Pattern Recognit..

[11]  Sharath Pankanti,et al.  Filterbank-based fingerprint matching , 2000, IEEE Trans. Image Process..

[12]  Ieee Xplore,et al.  IEEE Transactions on Pattern Analysis and Machine Intelligence Information for Authors , 2022, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[13]  Robert O. Hastings Ridge Enhancement in Fingerprint Images Using Oriented Diffusion , 2007, 9th Biennial Conference of the Australian Pattern Recognition Society on Digital Image Computing Techniques and Applications (DICTA 2007).

[14]  Andrew P. Witkin,et al.  Analyzing Oriented Patterns , 1985, IJCAI.

[15]  Iwasokun Gabriel Babatunde,et al.  Uniformity Level Approach to Fingerprint Ridge Frequency Estimation , 2013 .

[16]  Anil K. Jain,et al.  Handbook of Fingerprint Recognition , 2005, Springer Professional Computing.