Fingerprint Enhancement Based on Discrete Cosine Transform

This paper proposes a novel fingerprint enhancement algorithm based on contextual filtering in DCT domain. All intrinsic fingerprint features including ridge orientation and frequency are estimated simultaneously from DCT analysis, resulting in fast and efficient implementation. In addition, the proposed approach takes advantage of frequency-domain enhancement resulting in best performance in high curvature area. Comparing with DFT domain, DCT has better signal energy compaction and perform faster transform with real coefficients. Moreover, the experimental results show that the DCT approach is out-performed the traditional Gabor filtering, including the fastest separable Gabor filter, in both quality and computational complexity.

[1]  Surya Nepal,et al.  Role of Edge Detection in Video Semantics , 2002, VIP.

[2]  T. Kamei,et al.  Image filter design for fingerprint enhancement , 1995, Proceedings of International Symposium on Computer Vision - ISCV.

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

[4]  Venu Govindaraju,et al.  Fingerprint enhancement using STFT analysis , 2007, Pattern Recognit..

[5]  Sawasd Tantaratana,et al.  Fast Separable Gabor Filter for Fingerprint Enhancement , 2004, ICBA.

[6]  P. Yip,et al.  Discrete Cosine Transform: Algorithms, Advantages, Applications , 1990 .

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

[8]  Sawasd Tantaratana,et al.  Separable Gabor filter realization for fast fingerprint enhancement , 2005, IEEE International Conference on Image Processing 2005.

[9]  Davide Maltoni,et al.  Fingerprint verification competition 2006 , 2007 .

[10]  Anil K. Jain,et al.  FVC2000: Fingerprint Verification Competition , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[11]  Xudong Jiang,et al.  Fingerprint minutiae matching based on the local and global structures , 2000, Proceedings 15th International Conference on Pattern Recognition. ICPR-2000.

[12]  Alfred C. Weaver,et al.  Biometric authentication , 2006, Computer.