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An Efficient Preprocessing Technique for Improving the Performance of the Crease Detection

지문 영상의 주름선 검출을 위한 효율적인 전처리 기법

  • Published : 2009.12.30

Abstract

In this paper, We propose an highly efficient preprocessing technique for improving the performance of the crease extraction method, which can improve the accuracy of feature extraction within the fingerprint image. The proposed method applies the 1-dimensional directional slit for each pixel in fingerprint image. Once the direction of every pixel in crease candidate area is estimated, it is decomposed into different images depending on their direction. From the directional images, the crease clusters are estimated by utilizing the property of crease area. The proposed method finally extracts the crease from the crease clusters estimated from directional images.

본 논문에서는 지문 영상 내부에서 특징 정보 추출의 정확성을 향상시킬 수 있도록 영상 전처리 과정에 방향성 중간 값 필터를 적용한 주름선 검출 방법을 제안한다. 제안한 방법은 먼저 픽셀이 주름선 후보 영역에 해당하는지를 결정하여 그 위치에 해당하는 주름선 방향을 검출한다. 그리고 주름선 검출의 성능 향상을 위해 후보 영역에 대한 방향성 중간값 필터를 적용하여 지문 영상을 향상시킨 다음, 후보 화소로 구성된 영상에서 후보 화소가 가지는 주름선 방향을 이용하여 영상의 분해 및 합성을 통해 주름선 영역을 검출한다.

Keywords

References

  1. Lin Hong, Yifei Wan, and Anil Jain, "Fingerprint Image Enhancement: Algorithm and Performance Evaluation," IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 20, No.8, pp. 777-789, August 1998. https://doi.org/10.1109/34.709565
  2. B. G. Sherlock, D. M. Monro, and K. Millard, "Fingerprint enhancement by directional Fourier filtering," Proc. Inst. Elect. Eng. Visual Image Signal Processing, Vol.141 , No.2, pp.87-94, 1994. https://doi.org/10.1049/ip-vis:19949924
  3. Pontus Hyme'r, Extraction and Application of Secondary Crease Information in Fingerprint Recognition Systems, Linkoping University, Germany, March 2005.
  4. Chenyu Wu, Jie Zhou, Zhao-qi Bian, Gang Rong, "Robust Crease Detection in Fingerprint Images", Proceedings of the 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'03), Vol. 2, pp. 505-512 , June 2003.
  5. Raymond Thai, Fingerprint Image Enhancement and Minutiae Extraction, The University of Western Australia, 2003.
  6. Asker M. Bazen and Sabih H. Gerez, "Systematic Methods for the Computation of the Directional Fields and Singular Points of Fingerprints", IEEE Trans. on Pattern Analysis Machine Intelligence, Vol. 24, no. 7, pp. 905-919, July 2002. https://doi.org/10.1109/TPAMI.2002.1017618
  7. Lin Hong, Yifei Wan, and Anil Jain, "Fingerprint Image Enhancement: Algorithm and Perlonnance Evaluation," IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 20, No. 8, pp. 777-789, August 1998. https://doi.org/10.1109/34.709565
  8. A. K Jain, L. Hong and R. Bolle, "On-Line Fingerprint Verification," IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 19, No.4, pp. 302-314, 1997. https://doi.org/10.1109/34.587996
  9. C. Wu, Z. Shi, and V. Govindaraju, "Fingerprint Image Enhancement Method Using Directional Median Filter," in Proceedings of the SPIE, 2004, vol. 5404, pp. 66-75.
  10. 황운주, 박성욱, 박종관, 박종욱, “지문 영상의 분해 및 합성에 의한 주름선 검출 방법”, 대한전자공학회 논문지, Vol.44, No.3, pp.90-97, 2007.