DocumentCode :
2158661
Title :
Representation of Hand Dorsal Vein Features Using a Low Dimensional Representation Integrating Cholesky Decomposition
Author :
Khan, Maleika Heenaye-Mamode ; Subramanian, Raja Krishnamurthy ; Khan, Naushad Ali Mamode
Author_Institution :
Dept. of Comput. Sci. & Eng., Univ. of Mauritius, Mauritius
fYear :
2009
fDate :
17-19 Oct. 2009
Firstpage :
1
Lastpage :
6
Abstract :
Dorsal hand vein pattern is a promising biometric which is attracting the attention of researchers, of late, to provide more secure identification system. Different approaches have been developed to extract the vein pattern. However, there is a need to find more efficient methods which can reduce matching time. In this work, principle component analysis (PCA), which is a successful method applied on human faces and hand geometry, is being modified based on Cholesky decomposition to represent low dimensional features of the vein pattern. Cholesky decomposition is used to simplify the matrices and it is noticed that there is no loss of information regarding the matching of the eigenveins. The time taken for the processing phase is reduced by 6s which is desirable when developing biometric security system. The system was tested successfully on a database of 200 images with a threshold value of 0.9.
Keywords :
biometrics (access control); computational geometry; eigenvalues and eigenfunctions; face recognition; feature extraction; image matching; image representation; matrix decomposition; principal component analysis; Cholesky matrix decomposition; PCA; biometric security system; eigenvein matching; hand dorsal vein feature extraction; hand geometry; human face recognition; image database; image matching; low-dimensional feature representation; principle component analysis; secure identification system; Biometrics; Data security; Face; Geometry; Humans; Information security; Matrix decomposition; Pattern analysis; Principal component analysis; Veins;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image and Signal Processing, 2009. CISP '09. 2nd International Congress on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4244-4129-7
Electronic_ISBN :
978-1-4244-4131-0
Type :
conf
DOI :
10.1109/CISP.2009.5304218
Filename :
5304218
Link To Document :
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