Fingerprint enhancement using wavelet transform combined with Gabor filter

被引:5
|
作者
Zhang, WP [1 ]
Tang, YY
You, XG
机构
[1] Hong Kong Baptist Univ, Dept Comp Sci, Kowloong Tong, Hong Kong, Peoples R China
[2] Chongqing Univ, Dept Comp Sci, Chongqing 630044, Peoples R China
[3] Nankai Univ, Inst Machine Intelligence, Tianjin 300071, Peoples R China
关键词
automatic fingerprint identification; wavelet decomposition; wavelet coefficient adjustment; wavelet reconstruction; Gabor filtering; fingerprint enhancement;
D O I
10.1142/S0218001404003861
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The performance of automatic fingerprint identification system (AFIS) is heavily determined by the quality of the input image, thus an effective method to enhance the fingerprint image is essential in such a system. In this paper, we combine the filter-base method, which is mostly used nowadays with wavelet transform to achieve a more reliable and effective approach to fingerprint enhancement. This novel approach consists of five main steps, namely: (1) normalization, (2) decomposition, (3) wavelet coefficient adjustment, (4) Gabor filtering, and (5) reconstruction. Using this new method, a more clear fingerprint image can be obtained, which can distinctly improve the accuracy of the minutiae extraction module and finally achieve a better performance of the entire system. Experiments have been conducted in our study and positive experimental results have been received, which show that the proposed combined method is more effective and robust than other existing methods such as the filter-based and direct gray-level approaches.
引用
收藏
页码:1391 / 1406
页数:16
相关论文
共 50 条
  • [1] A Gabor filter based fingerprint enhancement algorithm in wavelet domain
    Wen, ML
    Liang, Y
    Pan, Q
    Zhang, HC
    INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES 2005, VOLS 1 AND 2, PROCEEDINGS, 2005, : 1421 - 1424
  • [2] Fingerprint enhancement using circular gabor filter
    Zhu, E
    Yin, JP
    Zhang, GM
    IMAGE ANALYSIS AND RECOGNITION, PT 2, PROCEEDINGS, 2004, 3212 : 750 - 758
  • [3] Fingerprint Image Enhancement using a fast Gabor filter
    Wang, Jingjing
    Sun, Xiaoyan
    2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 6347 - 6350
  • [4] Fingerprint image enhancement using coherence diffusion filter and gabor filter
    Ali, Amjad
    Jing, Xiaojun
    Zhang, Jie
    Saleem, Nasir
    Journal of Information and Computational Science, 2012, 9 (01): : 153 - 160
  • [5] A Fingerprint Image Enhancement Algorithm Based on Wavelet Transform and Median Filter
    Wang Shuai
    Guo Yecai
    PROCEEDINGS OF THE SECOND INTERNATIONAL SYMPOSIUM ON TEST AUTOMATION & INSTRUMENTATION, VOLS 1-2, 2008, : 719 - 723
  • [6] Fast separable Gabor filter for fingerprint enhancement
    Areekul, V
    Watchareeruetai, U
    Tantaratana, S
    BIOMETRIC AUTHENTICATION, PROCEEDINGS, 2004, 3072 : 403 - 409
  • [7] Gabor filter based fingerprint image enhancement
    Wang, Jin-Xiang
    FIFTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2012): COMPUTER VISION, IMAGE ANALYSIS AND PROCESSING, 2013, 8783
  • [8] A Gabor filter based fingerprint enhancement scheme using average frequency
    Zhu, En
    Yin, Jianping
    Mang, Guomin
    Hu, Chunfeng
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2006, 20 (03) : 417 - 429
  • [9] Fingerprint Image Enhancement with Second Derivative Gaussian Filter and Directional Wavelet Transform
    Sihalath, Keokanlaya
    Choomchuay, Somsak
    Wada, Shatoshi
    Hamamoto, Kazuhiko
    2010 SECOND INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND APPLICATIONS: ICCEA 2010, PROCEEDINGS, VOL 2, 2010, : 112 - 116
  • [10] Fingerprint Analysis by Using Gabor Filter
    Erdil, Aysenur
    Ozturk, Ayse
    ICECCO'12: 9TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTER AND COMPUTATION, 2012, : 237 - 241