DocumentCode :
3104355
Title :
Comparative analysis of Palm-Vein recognition system using basic transforms
Author :
Vaid, Sonali ; Mishra, Dhirendra
Author_Institution :
Comput. Eng. Dept., NMIMS Univ., Mumbai, India
fYear :
2015
fDate :
12-13 June 2015
Firstpage :
1105
Lastpage :
1110
Abstract :
Palm-Vein Biometric Authentication system is a physiological pattern recognition technique that uses the vein patterns of an individual´s palm for providing authentication. This paper presents a comprehensive comparative study of basic transforms: PCA (Principal Component Analysis), DCT, DST, Walsh-Hadamard and Slant for Palm Vein recognition. These transforms were implemented on a database consisting of 576 images, containing unmodified as well as modified images after noise introduction, brightness and contrast changes in the original images. Performance evaluation metrics FAR (False Acceptance rate), FRR (False Rejection Rate) and EER (Equal Error Rate) have been obtained. Then, comparative analysis of these methods has been done on the basis of performance evaluation metrics obtained, robustness of implemented system, feature vector size and time taken for execution. Results obtained showed that Walsh-Hadamard transform performs the best and can be successfully used for Palm Vein biometrics.
Keywords :
Hadamard transforms; discrete cosine transforms; error statistics; image denoising; principal component analysis; vein recognition; DCT transform; DST transform; EER; FAR; FRR; PCA; Walsh-Hadamard transform; basic transform; brightness; contrast change; equal error rate; false acceptance rate; false rejection rate; noise introduction; palm vein biometrics; palm-vein biometric authentication system; palm-vein recognition system; performance evaluation metric; physiological pattern recognition; principal component analysis; vein pattern; Biometrics (access control); Brightness; Databases; Feature extraction; Principal component analysis; Transforms; Veins; Biometrics; DCT; DST; PCA; Palm Vein; Performance evaluation; Slant; Walsh-Hadamard;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advance Computing Conference (IACC), 2015 IEEE International
Conference_Location :
Banglore
Print_ISBN :
978-1-4799-8046-8
Type :
conf
DOI :
10.1109/IADCC.2015.7154875
Filename :
7154875
Link To Document :
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