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Fingerprint-Based Personal Authentication Using Directional Filter Bank  

박철현 (경북대학교 전자공학과)
오상근 (LG 전자기술원 Mobile Multimedia 연구소)
김범수 (영남이공대학 전자정보계열)
원종운 (ETRI 우정기술연구센터)
송영철 (경북대학교 전자공학과)
이재준 (동서대학교 인터넷공학부)
박길흠 (경북대학교 전자공학과)
Publication Information
Abstract
To improve reliability and practicality, a fingerprint-based biometric system needs to be robust to rotations of an input fingerprint and the processing speed should be fast. Accordingly, this paper presents a new filterbank-based fingerprint feature extraction and matching method that is robust to diverse rotations and reasonably fast. The proposed method fast extracts fingerprint features using a directional filter bank, which effectively decomposes an image into several subband outputs Since matching is also performed rapidly based on the Euclidean distance between the corresponding feature vectors, the overall processing speed is so fast. To make the system robust to rotations, the proposed method generates a set of feature vectors considering various rotations of an input fingerprint and then matches these feature vectors with the enrolled single template feature vector. Experimental results demonstrated the high speed of the proposed method in feature extraction and matching, along with a comparable verification accuracy to that of other leading techniques.
Keywords
Personal authentication; fingerprint; directional filter bank(DFB); Biometrics;
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1 S. Park, M. J. T. Smith, and R. M. Mersereau, 'A new directional filter bank for image analysis and classification,' in Proc. ICASSP 1999, vol. 3, pp. 1417-1420, 1999   DOI
2 K. Karu and A. K. Jain, 'Fingerprint classification,' Pattern Recognition, vol. 29, no. 3, pp. 389-404, 1996   DOI   ScienceOn
3 J. A. Swets, ed., Signal detection and recognition by human obsevers, Wiley, 1964
4 A. K. Jain, L. Hong, and R. Bolle, 'On-line figerprint verification,' IEEE Trans. PAMI, vol. 19, no. 4, pp. 302-314, 1997   DOI   ScienceOn
5 R. H. Bamberger and M. J. T. Smith, 'A filter bank for the directional decomposition of images: Theory and design,' IEEE Trans. Signal Processing, vol. 40, no. 4, pp. 882-893, 1992   DOI   ScienceOn
6 S. Pankanti, S. Prabhakar, and A. K. Jain, 'On the individuality of fingerprints,' IEEE Trans. PAMI, vol. 24, no. 8, pp. 1010-1025, 2002   DOI   ScienceOn
7 R. H. Bamberger and Mark J. T. Smith, 'A multirate filter bank based approach to the detection and enhancement of linear features in images,' in Proc. ICASSP 1991, pp. 2557-2560, 1991   DOI
8 A. K. Jain, Salil Prabhakar, Lin Hong, and Sharath Pankanti, 'Filterbank-based fingerprint matching,' IEEE Trans. Image Processing, vol. 9, no. 5, May 2000   DOI   ScienceOn
9 D. Maio and D. Maltoni, 'Direct gray-scale minutiae detection in fingerprints,' IEEE Trans. PAMI, vol. 19, pp. 27-40, Jan. 1997   DOI   ScienceOn
10 C.-J. Lee and S.-D. Wang, 'Fingerprint feature extraction using Gabor filters,' Electronics Letters, vol. 35, no. 4, pp. 288-290, Feb. 1999   DOI   ScienceOn
11 M. Tico, P. Kuosmanen, and J. Saarinen, 'Wavelet domain features for fingerprint recognition,' Electronics Letters, vol. 37, no. 1, pp. 288-290, Jan. 2001