A variational formulation for fingerprint orientation modeling

作者: Zujun Hou , Hwee-Keong Lam , Wei-Yun Yau , Yue Wang

DOI: 10.1016/J.PATCOG.2011.11.003

关键词:

摘要: Orientation pattern is an important feature for characterizing fingerprint and plays critical roles in recognition classification. This paper proposes a framework modeling the orientation field based on variational principle, where can be estimated through solving associated Euler-Lagrange equation. Compared with existing methods, our proposed method has following features. Firstly, it does not require any prior information about structure of acquired fingerprint, such as location singular point(s). Secondly, explicitly provides freedom singularity field. Thirdly, less number parameters. Comparison been made respect to state-of-the-arts terms accuracy, enhancement point detection. Advantages are demonstrated.

参考文章(42)
Joachim Weickert, Coherence-Enhancing Diffusion Filtering International Journal of Computer Vision. ,vol. 31, pp. 111- 127 ,(1999) , 10.1023/A:1008009714131
William Frank Hughes, Analysis of Numerical Methods ,(1966)
Otmar Scherzer, Markus Grasmair, Harald Grossauer, Markus Haltmeier, Frank Lenzen, None, Variational Methods in Imaging ,(2009)
Cornelius Lanczos, The Variational Principles of Mechanics ,(1949)
Tony F. Chan, Jianhong (Jackie) Shen, Image Processing And Analysis: Variational, Pde, Wavelet, And Stochastic Methods Image Processing and Analysis: Variational, PDE, Wavelet, and Stochastic Methods. ,(2005) , 10.1137/1.9780898717877
S Ram, Horst Bischof, Josef Birchbauer, Modelling fingerprint ridge orientation using Legendre polynomials Pattern Recognition. ,vol. 43, pp. 342- 357 ,(2010) , 10.1016/J.PATCOG.2009.04.023
Jun Li, Wei-Yun Yau, Han Wang, Constrained nonlinear models of fingerprint orientations with prediction Pattern Recognition. ,vol. 39, pp. 102- 114 ,(2006) , 10.1016/J.PATCOG.2005.08.010
Tomaso Poggio, Vincent Torre, Christof Koch, Computational vision and regularization theory Nature. ,vol. 317, pp. 314- 319 ,(1985) , 10.1038/317314A0
Jie Zhou, Jinwei Gu, Modeling orientation fields of fingerprints with rational complex functions Pattern Recognition. ,vol. 37, pp. 389- 391 ,(2004) , 10.1016/S0031-3203(03)00186-9
Suksan Jirachaweng, Zujun Hou, Wei-Yun Yau, Vutipong Areekul, Residual orientation modeling for fingerprint enhancement and singular point detection Pattern Recognition. ,vol. 44, pp. 431- 442 ,(2011) , 10.1016/J.PATCOG.2010.08.019