A Novel Framework for Multimodal Biometrics based on Dimensionality Reduction Technique for Reducing Overlapping Features

In this article, the effect of dimensionality reduction in the authentication process while recognizing the multiple traits is projected. In this paper, the templates of speech face and finger print are fused in serial fusion mode. The concepts Generalized Gamma Distribution (GGD) is considered for modeling the facial data. The performance of the model is evaluated using synthetic data and evaluation is carried out by considering metrics like False Acceptance Rate (FAR), Acceptance Rate, and False Rejection Rate (FRR).

[1]  John Daugman,et al.  How iris recognition works , 2002, IEEE Transactions on Circuits and Systems for Video Technology.

[2]  Y. Srinivas,et al.  An Emotion Recognition System based on Right Truncated Gaussian Mixture Model , 2012 .

[3]  Adedoyin Adeyinka Analysis of a Hand Geometry-Based Verification System , 2013 .

[4]  Sharath Pankanti,et al.  A Prototype Hand Geometry-based Verication System , 1999 .

[5]  ZIMMER HAND GEOMETRY FEATURE EXTRACTION THROUGH CURVATURE PROFILE ANALYSIS , 2005 .

[6]  Ana González-Marcos,et al.  Biometric Identification through Hand Geometry Measurements , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[7]  Y. Srinivas,et al.  Text Dependent & Gender Independent Speaker Recognition Model based on Generalizations of Gamma Distribution , 2011 .

[8]  AL-DAWLA MULTIMODAL BIOMETRIC SYSTEM USING FACE AND SIGNATURE : A SCORE LEVEL FUSION APPROACH , 2012 .

[9]  David Zhang,et al.  Hierarchical palmprint identification via multiple feature extraction , 2002, Pattern Recognit..

[10]  David Zhang,et al.  Automated personal identification by palmprint , 1998 .

[11]  Anil K. Jain,et al.  Matching of palmprints , 2002, Pattern Recognit. Lett..

[12]  S. Arumugam,et al.  Multimodal Biometrics using Feature Fusion , 2012 .

[13]  John Daugman,et al.  Biometric decision landscapes , 2000 .

[14]  Javier Ortega-Garcia,et al.  Kernel-based multimodal biometric verification using quality signals , 2004, SPIE Defense + Commercial Sensing.

[15]  E. Mayoraz,et al.  Fusion of face and speech data for person identity verification , 1999, IEEE Trans. Neural Networks.

[16]  David Zhang,et al.  Two novel characteristics in palmprint verification: datum point invariance and line feature matching , 1999, Pattern Recognit..

[17]  I. S. I. Abuhaiba,et al.  Offline Signature Verification Using Graph Matching , 2007 .

[18]  Chin-Chuan Han,et al.  Personal authentication using palm-print features , 2003, Pattern Recognit..