A Multi-Stage Fingerprint Image Segmentation Method

被引:1
作者
Mao, Keming [1 ]
Wang, Guoren [1 ]
Chang yong [1 ]
Jin, Yan [1 ]
机构
[1] Northeastern Univ, Inst Comp Syst, Boston, MA 02115 USA
来源
2008 3RD INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEM AND KNOWLEDGE ENGINEERING, VOLS 1 AND 2 | 2008年
关键词
D O I
10.1109/ISKE.2008.4731102
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Segmentation is an important step in fingerprint recognition ystem, in which the region of interest can be extracted his paper presents a novel fingerprint image segmentation method aiming at dealing with low quality fingerprint images. Firstly the mean and variance of gray level in each divided block is used to differentiate the image coarsely. Then two new features intra-consistency and extra-consistency are defined in further segmentation stage and validation stage respectively. They can reflect the texture feature within a block as well as between neighbor blocks, and are utilized to partition the image refinedly, especially for the shadow area and the boundary between foreground and background Gabor filter is used in this paper and a fast implementation of Gabor filter is adopted Experimental results show the effiectiveness and robustness of the proposed method
引用
收藏
页码:1141 / 1145
页数:5
相关论文
共 13 条
[1]   An enhanced Gabor filter-based segmentation algorithm for fingerprint recognition systems [J].
Alonso-Fernandez, F ;
Fierrez-Aguilar, J ;
Ortega-Garcia, J .
ISPA 2005: Proceedings of the 4th International Symposium on Image and Signal Processing and Analysis, 2005, :239-244
[2]  
BAZEN AM, 2000, P PRORISC2000 11 ANN, P215
[3]   OPTIMAL GABOR FILTERS FOR TEXTURE SEGMENTATION [J].
DUNN, D ;
HIGGINS, WE .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (07) :947-964
[4]   Modeling and analysis of local comprehensive minutia relation for fingerprint matching [J].
He, Xiaoguang ;
Tian, Jie ;
Li, Liang ;
He, Yuliang ;
Yang, Xin .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2007, 37 (05) :1204-1211
[5]   Fingerprint image enhancement: Algorithm and performance evaluation [J].
Hong, L ;
Wan, YF ;
Jain, A .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (08) :777-789
[6]   On-line fingerprint verification [J].
Jain, A ;
Hong, L ;
Bolle, R .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (04) :302-314
[7]   Object detection using Gabor filters [J].
Jain, AK ;
Ratha, NK ;
Lakshmanan, S .
PATTERN RECOGNITION, 1997, 30 (02) :295-309
[8]   An identity-authentication system using fingerprints [J].
Jain, AK ;
Hong, L ;
Pankanti, S ;
Bolle, R .
PROCEEDINGS OF THE IEEE, 1997, 85 (09) :1365-1388
[9]   Filterbank-based fingerprint matching [J].
Jain, AK ;
Prabhakar, S ;
Hong, L ;
Pankanti, S .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (05) :846-859
[10]  
Mao KM, 2008, LECT NOTES COMPUT SC, V4947, P348