一種改進(jìn)小波閾值函數(shù)的指紋圖像去噪方法

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關(guān)鍵詞:指紋圖像;小波閾值去噪;閾值函數(shù);峰值信噪比;均方根誤差DOI:10.15938/j. jhust.2025.02.015中圖分類號(hào):TN911.73 文獻(xiàn)標(biāo)志碼:A 文章編號(hào):1007-2683(2025)02-0140-10
Abstract:Fingerprintrecognitiontechnologyisoftendisturbedbynoise.Intheprocessofusing waveletthresholddenoising methodtoreducefingerprintimagenoise,theselectionofthethresholdfunctionisparticularlysignificant.Therefore,anewthreshold functionwithadjustableparameters,whichisbetweentraditionalsoftandhardthresholdfunctions,isconstructed.Theewthresold functionovercomesthediscontiuityofthehardthresholdfunctionatthetresholdpoint,improvestheconstantdeviationoftheoft thresholdfunctionandcanreachzerodeviationundercertainconditions.Simulationexperimentsshowthatusingthenewthreshold functiontoremovesaltand-pepperoiseandGausianoiseifingerprintimagesduringteavelet tresholddnosingprocsults inlowerrot meansquareeroranddegreeof distorioncomparedtousingtraditionalandimprovedthreshold functions,while increasingpeaksigaltonoiseatiooelationcoeffcient,ndstrucuralsilarityindexmeasure.Tisotonlyprovidesodto improve thethresholdfunction,butalsoofersaneffctive meansforimprovingthedenoisingqualityoffingerprintimages.
Keywords:fingerprintimage;waveletthresholddenoising;thresholdfunction;peak signal to noiseratio;root mean square eror
0 引言
指紋是人們的個(gè)體特征,代表著每個(gè)人獨(dú)特的身份信息。(剩余11196字)