Fingerprint feature extraction based on invariant moments and Gabor filters

被引:0
作者
Yang, Ju Cheng [1 ]
Park, Dong Sun [1 ]
机构
[1] Chonbuk Natl Univ, Div Elect & Informat Engn, Jeonju 561756, Jeonbuk, South Korea
来源
DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS | 2007年 / 14卷
关键词
fingerprint recognition; invariant moments; gabor filters; k-NN;
D O I
暂无
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A fingerprint feature extraction method based on invariant moments and Gabor filters is proposed. The fingerprint image first preprocessed to be enhanced for determining the reference point. Then, a total of sets of invariant moment features and Gabor features are extracted from four partition sub-images of a Region of Interest (ROI) to represent the fingerprint image. Matching the similarity between the feature vectors of test fingerprint images and those of template images is implemented by k-nearest neighbour (k-NN) classifier. The experimental results prove the feasibility of our algorithm.
引用
收藏
页码:1441 / 1444
页数:4
相关论文
共 50 条
[41]   New statistics for texture classification based on Gabor filters [J].
Bandzi, Peter ;
Oravec, Milos ;
Pavlovicova, Jarmila .
RADIOENGINEERING, 2007, 16 (03) :133-137
[42]   AN IMPROVED IRIS RECOGNITION SYSTEM BASED ON GABOR FILTERS [J].
Zheng, Hui ;
Su, Fei .
2009 IEEE INTERNATIONAL CONFERENCE ON NETWORK INFRASTRUCTURE AND DIGITAL CONTENT, PROCEEDINGS, 2009, :823-827
[43]   Medical Image Segmentation Based on Gabor Filters and SOFM [J].
Wang, Yao ;
Xu, Wenbo ;
Sun, Jun .
DCABES 2008 PROCEEDINGS, VOLS I AND II, 2008, :295-299
[44]   Research on Fingerprint Image Enhancement Based on Improved Gabor Filtering Algorithm [J].
Gong, Xi ;
Yu, Meijuan ;
Liu, Yankai .
COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, 2018, 423 :839-844
[45]   Object Recognition Based on Modified Invariant Moments [J].
Zhang, Lei ;
Pu, Jiexin ;
Yu, Jia .
2009 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS 1-7, CONFERENCE PROCEEDINGS, 2009, :2542-2547
[46]   Speeded-Up Robust Feature Extraction and Matching for Fingerprint Recognition [J].
Hany, Umma ;
Akter, Lutfa .
2ND INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATION COMMUNICATION TECHNOLOGY (ICEEICT 2015), 2015,
[47]   Gabor filtering for feature extraction on complex images: application to defect detection on semiconductors [J].
Bourgeat, P. ;
Meriaudeau, F. ;
Tobin, K. W. ;
Gorria, P. .
IMAGING SCIENCE JOURNAL, 2006, 54 (04) :200-210
[48]   Biometric Image Enhancement, Feature Extraction and Recognition Comprising FFT and Gabor Filtering [J].
Bashir, Al ;
Tabassum, Mehnaz ;
Naeem, Niamatullah .
INTELLIGENT COMPUTING, VOL 1, 2019, 858 :581-591
[49]   Comparison of Boosted Gabor Feature based Local Descriptor [J].
Lefkovits, Szidonia ;
Lefkovits, Laszlo .
9TH INTERNATIONAL CONFERENCE INTERDISCIPLINARITY IN ENGINEERING, INTER-ENG 2015, 2016, 22 :913-921
[50]   Preprocessing Techniques Based on LBP and Gabor Filters for Clothing Classification [J].
Thewsuwan, Srisupang ;
Horio, Keiichi .
2016 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATION SYSTEMS (ISPACS), 2016, :96-101