DocumentCode
3380622
Title
Palmprint verification using competitive index with PCA
Author
Tamrakar, Deepti ; Khanna, Prashant
Author_Institution
PDPM, Indian Inst. of Inf. Technol. Design & Manuf., Jabalpur, India
fYear
2011
fDate
21-22 July 2011
Firstpage
768
Lastpage
771
Abstract
Among the various palmprint recognition techniques, competitive coding technique is very effective and gives efficient results. In the competitive coding method, gabor filters of six different orientation convolve with the palmprint image to extract the orientation information from the image. The winner-take-all strategy is used to select one orientation for each pixel, while each competitve index is coded into 3 bits, but in this study competitive index is not coded into bits. An approximation band of discrete wavelet transform of the image is used to compress the image, which has important information and makes the system illumination and translation invariant. Competitve index scheme is applied in the approximate band. Principal component analysis (PCA) is used to reduce the size of the feature vector and project the features in eigen space. Two different palmprints are matched using Euclidean distance metrics. This gives the equal error rate of .015% for palmprint verification.
Keywords
Gabor filters; discrete wavelet transforms; eigenvalues and eigenfunctions; image coding; image recognition; principal component analysis; Euclidean distance metrics; Gabor filter; PCA; competitive coding; competitive index; competitve index; discrete wavelet transform; eigen space; feature vector; image compress; palmprint image; palmprint recognition; palmprint verification; principal component analysis; winner-take-all strategy; Covariance matrix; Discrete wavelet transforms; Feature extraction; Indexes; Pattern recognition; Principal component analysis; Discrete wavelet transform; Equal Error Rate; Euclidean Distance; Gabor filter; Principal Component Analysis; Region of interest;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing, Communication, Computing and Networking Technologies (ICSCCN), 2011 International Conference on
Conference_Location
Thuckafay
Print_ISBN
978-1-61284-654-5
Type
conf
DOI
10.1109/ICSCCN.2011.6024654
Filename
6024654
Link To Document