DocumentCode
595056
Title
Spectral correspondence method for fingerprint minutia matching
Author
Xiang Fu ; Chongjin Liu ; Junjie Bian ; Jufu Feng
Author_Institution
Dept. of Machine Intell., Peking Univ., Beijing, China
fYear
2012
fDate
11-15 Nov. 2012
Firstpage
1743
Lastpage
1746
Abstract
This paper presents a spectral correspondence method for fingerprint matching. Minutia matching is formulated as recovering the dense sub-block in the corresponding matrix. And then the spectral correspondence method is used for searching the dense sub-block. First, we propose the pairwise adjacency matrix (PAM), whose diagonal elements represent similarities of minutia structures and other elements represent pairwise compatibilities between local minutia structure pair. Second, correct minutia pairs are likely to establish both large similarities and large compatibilities among each other and they form a dense sub-block. Then minutia matching is formulated as recovering the dense sub-block in the PAM. It gives a clear mathematical meaning for “optimal matching minutia pairs”. Third, we recover the dense sub-block based on spectral correspondence method, by using the principal eigenvector of PAM and imposing the one-to-one mapping constraints. Proposed method has stronger description ability and better robustness. Experiments conducted on FVC database demonstrate the effectiveness and the efficiency.
Keywords
eigenvalues and eigenfunctions; fingerprint identification; image matching; image representation; image retrieval; matrix algebra; spectral analysis; FVC database; PAM; fingerprint minutia matching; minutia structure similarity representation; one-to-one mapping constraint; pairwise adjacency matrix; principal eigenvector; spectral correspondence method; Databases; Fingerprint recognition; Noise; Optimal matching; Robustness; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Pattern Recognition (ICPR), 2012 21st International Conference on
Conference_Location
Tsukuba
ISSN
1051-4651
Print_ISBN
978-1-4673-2216-4
Type
conf
Filename
6460487
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