DocumentCode :
45961
Title :
Wavelet-Markov local descriptor for detecting fake fingerprints
Author :
Gragnaniello, Diego ; Poggi, Giovanni ; Sansone, Carlo ; Verdoliva, Luisa
Author_Institution :
DIETI, Univ. Federico II of Naples, Naples, Italy
Volume :
50
Issue :
6
fYear :
2014
fDate :
March 13 2014
Firstpage :
439
Lastpage :
441
Abstract :
The use of a wavelet-Markov local descriptor, which exploits joint dependencies among wavelet coefficients, for fingerprint liveness detection, is proposed. On the LivDet 2009 datasets, a properly trained support vector machine classifier based on this descriptor guarantees an average error below 3%, as opposed to the 8% average error of the best conventional techniques.
Keywords :
Markov processes; fingerprint identification; support vector machines; wavelet transforms; LivDet 2009 datasets; SVM classifier; fake fingerprint detection; fingerprint liveness detection; support vector machine classifier; wavelet coefficients; wavelet-Markov local descriptor;
fLanguage :
English
Journal_Title :
Electronics Letters
Publisher :
iet
ISSN :
0013-5194
Type :
jour
DOI :
10.1049/el.2013.4044
Filename :
6777148
Link To Document :
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