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1、摘要随着信息时代的发展,自动指纹识别技术已经广泛地应用于公安、海关、银行、网络安全等需要进行身份识别领域。本文概述了自动指纹识别系统的研究现状和指纹识别系统的算法流程,并在此基础上重点研究了指纹图像的分割算法和指纹图像细化算法。首先,本文系统介绍了指纹识别的研究意义及现状,并对指纹识别原理及实现过程做了系统介绍。其次,针对在指纹采集过程中存在着大量的低质量指纹图像,影响指纹识别系统的识别率的问题,本文对指纹图像的分割等预处理作了较为深入的研究,采用了均值方差的指纹图像分割算法,仿真结果表明,该方法有效地改善了指纹图像的质量。此外,对指纹图像的细化作了深入的研究,使用的细化模板虽然数量较多
2、,计算时间比较长,但对于像素的处理很到位,使得毛刺比较少,保持原图像的基本结构特性,还最大地保留了细节特征。仿真结果表明。。。最后,研究了指纹识别过程中特征的提取方法,针对细节点提取过程中存在伪特征点的问题,本文采用了一种消除伪特征点的算法。仿真结果表明,这种算法可以有效的去除伪特征点。关键词:指纹识别;均值方差;指纹细化;特征提取ABSTRACTWiththedevelopmentsoftheinformationage,automatedfingerprintidentificationtechnologyhasbeenwidelyusedinpublicsecurity,custo
3、ms,banking.ThisarticleoutlinesboththestudystatusandalgorithmprocessofaAutomatedFingerprintRecognitionSystem,andonthisbasis,focusesonthesegmentationoffingerprintimageandfingerprintimagethinningalgorithmtodothestudy.First,thepaperdescribestheresearchsignificanceoffingerprintrecognitionanditsstatus.
4、Fingerprintrecognitiontheoryandthekeystepsinthealgorithmareintroducedinthispart.Theyarealsousedforprogrammingverification.Secondly,inthefingerprintcollectionprocess,thereareexistencesofalargenumberoflow-qualityfingerprintimages,affectingtheidentificationrateoffingerprintrecognitionsystemproblems.
5、Thepaperfocusesonfingerprintimagesegmentationwhichbelongstopre-researchmakesamorethoroughstudy,puttingforwardafingerprintimagesegmentationalgorithmbyusedthemeanandvarianceoftheimage.Calculatingthemeanandvarianceofeachpiece,andthenifthisresultisalmostcloseto0thatitisregardedasthebackground.Thearea
6、varianceisnotzerowillusethresholdsegmentationalgorithm.Inaddition,thefingerprintimagethinningisstudieddeeply,althoughthenumberoftemplatestouseisalot,calculationtimeislonger,thedealisinplaceforthepixels,makingrelativelyfewglitchesandmaintainthebasicstructuralcharacteristicsoftheoriginalimage,retai
7、ningthedetailsofthebiggestfeaturestoo.Ofcourse,giventheslowspeedofthismethod,therearestillshortcomingsofburrcanbeusedformakingagreatimprovement.Finally,thefeatureextractionmethodinthefingerprintrecognitionprocessisstud