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指纹认证的统计学方法及滤波器的参数分析 被引量:2

A Statistical Approach to Fingerprint Verification and Analysis of Filter Parameters
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摘要 本文讨论了一种基于灰度值进行指纹认证的统计学方法 ,详细阐述了搜索中心点、确定特征提取区、调整特征区灰度、使用方向滤波器提取指纹特征等关键算法的细节 ,并对算法进行了理论分析 .此外 ,我们重点对滤滤算法中的滤波器模板尺寸、滤波方向娄等一些可调参数进行了优化研究 ,并给出了试验结果 . In this article,a statistical way of verifying fingerprints based on the gray-scale is proposed.We detailedly expound each step in the process of fingerprint verification which is composed of core searching, features area locating,gray scale normalizing and features extracting.Theoretical analysis of the proposed algorithm is also made in this article.Furthermore,we attach more attention to the optimization of some tunable parameters such as the size of the filters and the number of directions of filters.This optimization of the proposed algorithm turns out to be successful through analyzing a lot of experimental data.
出处 《南昌大学学报(工科版)》 CAS 2002年第2期13-16,共4页 Journal of Nanchang University(Engineering & Technology)
基金 2 0 0 1年江西省教育厅科技项目 (编号 2 0 0 2 0 30 1)
关键词 指纹认证 统计学 指纹图像 方向滤波器 统计特征量 特征匹配 参数选择 图像处理 fingerprint multi-channel filters statistical features matching filter parameters
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同被引文献12

  • 1曾京文,汪庆宝,胡健.指纹自动识别中的中心点搜索和特征分块抽取方法[J].北京工业大学学报,1996,22(4):115-121. 被引量:12
  • 2Anil K Jain,Sail Prabhakar,Lin Hong et al. Filterbank-based Fingerprint Matching[J].IEEE Transactions on Image Processing,2000;9(5):846~859
  • 3YANG J C,SHIN J W,MIN M J,et al. Fingerprint matc-hing using global minutiae and invariant moments [ C ] //Congress on Image and Signal Processing, 2008: 599 一602.
  • 4LEE C J, WANG S D. Fingerprint feature reduction byprincipal Gabor basis function [ J ] . Pattern Recognition,2001,34:2245 -2248.
  • 5LEE C H, KIM H H. Cancelable fingerprint templates u-sing minutiae-based bit strings [ J ].Journal of Networkand Computer Applications,2010,33 (3) :236 -246.
  • 6ANDREW B J T, ALWYN G,DAVID C L N. Randommultispace quantization as an analytic mechanism for biohashing of biometric and random identity inputs[ J] . IEEETransactions on Pattern Analysis and Machine Intelli-gence^^ ,28( 12) :1892 - 1901.
  • 7YANG S L,LNGRID Y. Automatic secure fingerprint veri-fication system based on fuzzy vault scheme [ C ] //Acous-tics, Speech, and Signal Processing, Proceedings ( IC-ASSP ’ 05 ),IEEE Interenation Conference, 2005 : 609 -612.
  • 8LIU M H, JIANG X D, KOT A C. Fingerprint reference-point detection [ C]//ICBA 2004, LNCS 3072,2004 : 272-279.
  • 9FABIAN M, MICHAEL K R, LI Q, et al. Cryptographickey generation from voice [ C ]//Security and Privacy2011 IEEE Symposium on Security and Privacy. Oakland,USA,2001:202 -213.
  • 10黄轩.基于移动指纹识别的身份认证系统[J].南昌大学学报(理科版),2011,35(2):189-192. 被引量:5

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