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
[31]   Magnetic energy-based feature extraction for low-quality fingerprint images [J].
Hassanat, Ahmad B. A. ;
Prasath, V. B. Surya ;
Al-kasassbeh, Mouhammd ;
Tarawneh, Ahmad S. ;
Al-shamailh, Ahmad J. .
SIGNAL IMAGE AND VIDEO PROCESSING, 2018, 12 (08) :1471-1478
[32]   Retinal Vessel Extraction Using Gabor Filters and Support Vector Machines [J].
Osareh, Alireza ;
Shadgar, Bita .
ADVANCES IN COMPUTER SCIENCE AND ENGINEERING, 2008, 6 :356-363
[33]   O-F Estimation Based on Curved Gabor Filter For Fingerprint Image Enhancement [J].
Rajan, R. Ashoka ;
Sudha, N. ;
Kumar, P. Anandha .
2013 FIFTH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING (ICOAC), 2013, :405-412
[34]   Fingerprint Authentication using Gabor Filter based Matching Algorithm [J].
Chavan, Satishkumar ;
Mundada, Parth ;
Pal, Devendra .
2015 INTERNATIONAL CONFERENCE ON TECHNOLOGY FOR SUSTAINABLE DEVELOPMENT (ICTSD-2015), 2015,
[35]   DCT Feature Based Fingerprint Recognition [J].
Dale, M. P. ;
Joshi, M. A. ;
Sahu, M. K. .
ICIAS 2007: INTERNATIONAL CONFERENCE ON INTELLIGENT & ADVANCED SYSTEMS, VOLS 1-3, PROCEEDINGS, 2007, :611-+
[36]   Multiple local feature representations and their fusion based on an SVR model for iris recognition using optimized Gabor filters [J].
He, Fei ;
Liu, Yuanning ;
Zhu, Xiaodong ;
Huang, Chun ;
Han, Ye ;
Dong, Hongxing .
EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2014,
[37]   Gabor Feature Selection Based on Information Gain [J].
Lefkovits, Szidonia ;
Lefkovits, Laszlo .
10TH INTERNATIONAL CONFERENCE INTERDISCIPLINARITY IN ENGINEERING, INTER-ENG 2016, 2017, 181 :892-898
[38]   Novel Feature Extraction Methodology with Evaluation in Artificial Neural Networks Based Fingerprint Recognition System [J].
Kahraman, Nihan ;
Cam Taskiran, Zehra Gulru ;
Taskiran, Murat .
TEHNICKI VJESNIK-TECHNICAL GAZETTE, 2018, 25 :112-119
[39]   Comparative Analysis of Gabor and Discriminating Feature Extraction Techniques for Script Identification [J].
Rani, Rajneesh ;
Dhir, Renu ;
Lehal, G. S. .
INFORMATION SYSTEMS FOR INDIAN LANGUAGES, 2011, 139 :174-+
[40]   Human Retina Based Identification System Using Gabor Filters and GDA Technique [J].
Sultan, Shahad A. ;
Ghanim, M. F. .
JOURNAL OF COMMUNICATIONS SOFTWARE AND SYSTEMS, 2020, 16 (03) :243-253