Abstract
A robust fingerprint recognition algorithm should tolerate the translation and rotation of fingerprint image. This paper proposes an algorithm to locate a unique reference point and compute a unique reference orientation for all types of fingerprints, which can be used for translational and rotational alignments. The reference point localization is based on scale space analysis of Poincare index (PI) and orientation variance (OV), and the reference orientation is computed based on analysis of orientation differences between the radial directions from the reference point and the local ridge orientations along these radials. In addition, a nonlinear smoothing method with better performance in filtering impulse noise and the noise caused by scars and ridge breaks etc. is proposed to compute the orientation fields of varying scales except for the finest scale. Experimental results demonstrate that the proposed algorithm can locate the reference point and compute the reference orientation with high accuracy for all types of fingerprints.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Karu, K., Jain, A.K.: Fingerprint Classification. Pattern Recognition 29, 389–404 (1996)
Zhang, Q., Huang, K.: Hong Yan: Fingerprint Classification Bsaed on Extraction and Analysis of Singularities and Pseudoridges. In: The Pan-Sydney Area Workshop on Visual In-formation Processing (VIP 2001, Sydeney, Australia, vol. 11, pp. 83–87 (2002)
Koo, W.M., Kot, A.: Curvature-Based Singular Points Detection. In: Bigun, J., Smeraldi, F. (eds.) AVBPA 2001. LNCS, vol. 2091, pp. 229–234. Springer, Heidelberg (2001)
Jain, A.K., Prabhakar, S., Hong, L., Pankanti, S.: Filterbank-Based Fingerprint Matching. IEEE Transactions on Image Processing 9, 846–859 (2000)
Maio, D., Maltoni, D.: Direct Gray-Scale Minutiae Detection in Fingerprints. IEEE Transactions on Pattern Analysis andMachine Intelligence 19, 27–40 (1997)
Bazen, A.M., Gerez, S.H.: Systematic Method for the Computation of the Directional Fields and Singular Points of Fingerprints. IEEE Transactions on Pattern Analysis and Machine Intelligence 24, 905–919 (2002)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Copyright information
© 2004 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Liu, M., Jiang, X., Kot, A.C. (2004). Fingerprint Reference Point Detection. In: Zhang, D., Jain, A.K. (eds) Biometric Authentication. ICBA 2004. Lecture Notes in Computer Science, vol 3072. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-25948-0_38
Download citation
DOI: https://doi.org/10.1007/978-3-540-25948-0_38
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-22146-3
Online ISBN: 978-3-540-25948-0
eBook Packages: Springer Book Archive