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
  • [21] Curved-Region-Based Ridge Frequency Estimation and Curved Gabor Filters for Fingerprint Image Enhancement
    Gottschlich, Carsten
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2012, 21 (04) : 2220 - 2227
  • [22] Fingerprint Area Detection in Fingerprint Images Based on Enhanced Gabor Filtering
    Dolezel, Michal
    Hejtmankova, Dana
    Busch, Christoph
    Drahansky, Martin
    DATABASE THEORY AND APPLICATION, BIO-SCIENCE AND BIO-TECHNOLOGY, 2010, 118 : 234 - +
  • [23] 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
  • [24] Gabor filter based fingerprint classification using support vector machines
    Batra, D
    Singhal, G
    Chaudhury, S
    Proceedings of the IEEE INDICON 2004, 2004, : 256 - 261
  • [25] Enhanced fingerprint classification through modified PCA with SVD and invariant moments
    Balti, Ala
    Hamdi, Abdelaziz
    Abid, Sabeur
    Ben Khelifa, Mohamed Moncef
    Sayadi, Mounir
    FRONTIERS IN ARTIFICIAL INTELLIGENCE, 2024, 7
  • [26] Slub extraction in woven fabric images using Gabor filters
    Liu, Xiuping
    Su, Zhijie Wen Zhixun
    Choi, Ka-Fai
    TEXTILE RESEARCH JOURNAL, 2008, 78 (04) : 320 - 325
  • [27] Comparison of texture features based on Gabor filters
    Grigorescu, SE
    Petkov, N
    Kruizinga, P
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2002, 11 (10) : 1160 - 1167
  • [28] IMAGE RETRIEVAL BASED ON HIERARCHICAL GABOR FILTERS
    Andrysiak, Tomasz
    Choras, Michal
    INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS AND COMPUTER SCIENCE, 2005, 15 (04) : 471 - 480
  • [29] Magnetic energy-based feature extraction for low-quality fingerprint images
    Ahmad B. A. Hassanat
    V. B. Surya Prasath
    Mouhammd Al-kasassbeh
    Ahmad S. Tarawneh
    Ahmad J. Al-shamailh
    Signal, Image and Video Processing, 2018, 12 : 1471 - 1478
  • [30] Magnetic energy-based feature extraction for low-quality fingerprint images
    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
12345