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Fingerprint Image Enhancement by PseudoLinear Directional Diffusion PDE |
ZHU LiXin, OUYANG XiaoLi, XIA DeShen |
School of Computer Science and Technology, Nanjing University of Science and Technology, Nanjing 210094 |
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Abstract A pseudolinear directional diffusion filter is proposed to enhance the fingerprint images according to their directional infomation. In this paper, the defects of coherent diffusion expressed in a divergence form are discussed which produce a artificial structure and a new nonlinear directional diffusion PDE is proposed to overcome its drawbacks. The new algorithm outperforms the coherent diffusion based image enhancement in denoising ability and structure information preservation. Finally, a pseudolinear expression of the method is proposed and discussed to decrease the computational burden. The pseudolinear method is more suitable to the realtime fingerprint recognition system because of its efficiency.
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Received: 08 July 2005
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[1] Jain A, Hong L, Bolle R. On-Line Fingerprint Verification. IEEE Trans on Pattern Analysis and Machine Intelligence, 1997, 19(4): 302-314 [2] Gu J W, Zhou J, Zhang D. A Combination Model for Orientation Field of Fingerprints. Pattern Recognition, 2004, 37(3): 543-553 [3] Hong L, Wan Y F, Jain A. Fingerprint Image Enhancement: Algorithm and Performance Evaluation. IEEE Trans on Pattern Analysis and Machine Intelligence, 1998, 20(8): 777-789 [4] Hsieh C T, Lai E, Wang Y C. An Effective Algorithm for Fingerprint Image Enhancement Based on Wavelet Transform. Pattern Recognition, 2003, 36(2): 303-312 [5] He Y L, Tian J, Luo X P, et al. Image Enhancement and Minutia Matching in Fingerprint Verification. Pattern Recognition Letter, 2003, 24(9/10): 1349-1360 [6] Cheng Jiangang, Tian Jie, He Yuliang, et al. Fingerprint Enhancement Algorithm Based on Nonlinear Diffusion Filter. Acta Automatica Sinica, 2004, 30(6): 854-862 (in Chinese) (程建刚, 田 捷, 何余良, 等. 基于非线性扩散滤波的指纹增强算法. 自动化学报, 2004, 30(6): 854-862) [7] Weickert J. A Review of Nonlinear Diffusion Filtering // Romeny B M H, Florack L, Koenderink J J, et al, eds. Lecture Notes in Computer Science. London, UK: Springer-Verlag, 1997, 1252: 3-28 [8] Weickert J. Multiscale Texture Enhancement // Proc of the 6th International Conference on Computer Analysis of Images and Patterns. Prague, Czech Republic, 1995: 230-237 [9] Weickert J, Scharr H. A Scheme for Coherence-Enhancing Diffusion Filtering with Optimized Rotation Invariance. Journal of Visual Communication and Image Representation, 2002, 13(1/2): 103-118 |
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