A NEW RECOGNITION TECHNIQUE NAMED SOMP BASED ON PALMPRINT USING NEURAL NETWORK BASED SELF ORGANIZING MAPS
Journal: ICTACT Journal on Image and Video Processing (IJIVP) (Vol.3, No. 1)Publication Date: 2012-08-01
Authors : A. S. Raja; V. Joseph Raj;
Page : 452-458
Keywords : Biometrics; Palmprint; Self Organizing Maps (SOM);
Abstract
The word biometrics refers to the use of physiological or biological characteristics of human to recognize and verify the identity of an individual. Palmprint has become a new class of human biometrics for passive identification with uniqueness and stability. This is considered to be reliable due to the lack of expressions and the lesser effect of aging. In this manuscript a new Palmprint based biometric system based on neural networks self organizing maps (SOM) is presented. The method is named as SOMP. The paper shows that the proposed SOMP method improves the performance and robustness of recognition. The proposed method is applied to a variety of datasets and the results are shown.
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