Robust Multi biometric Recognition Using Face and Ear Images

This study investigates the use of ear as a biometric for authentication and shows experimental results obtained on a newly created dataset of 420 images. Images are passed to a quality module in order to reduce False Rejection Rate. The Principal Component Analysis (eigen ear) approach was used, obtaining 90.7 percent recognition rate. Improvement in recognition results is obtained when ear biometric is fused with face biometric. The fusion is done at decision level, achieving a recognition rate of 96 percent.

[1]  Juyang Weng,et al.  Using Discriminant Eigenfeatures for Image Retrieval , 1996, IEEE Trans. Pattern Anal. Mach. Intell..

[2]  Arun Ross,et al.  Multimodal biometrics: An overview , 2004, 2004 12th European Signal Processing Conference.

[3]  Sudeep Sarkar,et al.  Comparison and Combination of Ear and Face Images in Appearance-Based Biometrics , 2003, IEEE Trans. Pattern Anal. Mach. Intell..

[4]  L. Mazorra,et al.  Fitting ear contour using an ovoid model , 2005, Proceedings 39th Annual 2005 International Carnahan Conference on Security Technology.

[5]  Michal Choras Ear Biometrics Based on Geometrical Feature Extraction , 2009, Progress in Computer Vision and Image Analysis.

[6]  Anil A. Bharath,et al.  Gradient Field Correlation for Keypoint Correspondence , 2007, 2007 IEEE International Conference on Image Processing.

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

[8]  David J. Hurley,et al.  Force Field Feature Extraction for Ear Biometrics , 2005, Image Pattern Recognition.

[9]  Zhi-Chun Mu,et al.  Ear Detection Based on Skin-Color and Contour Information , 2007, 2007 International Conference on Machine Learning and Cybernetics.

[10]  Marian Stewart Bartlett,et al.  Face image analysis by unsupervised learning , 2001 .

[11]  Yoram Singer,et al.  Improved Boosting Algorithms Using Confidence-rated Predictions , 1998, COLT' 98.

[12]  Arun Ross,et al.  An introduction to biometric recognition , 2004, IEEE Transactions on Circuits and Systems for Video Technology.

[13]  M. Turk,et al.  Eigenfaces for Recognition , 1991, Journal of Cognitive Neuroscience.

[14]  Rama Chellappa,et al.  Human and machine recognition of faces: a survey , 1995, Proc. IEEE.

[15]  Wilhelm Burger,et al.  Ear biometrics in computer vision , 2000, Proceedings 15th International Conference on Pattern Recognition. ICPR-2000.

[16]  Y. S. Moon,et al.  Recent advances in ear biometrics , 2004, Sixth IEEE International Conference on Automatic Face and Gesture Recognition, 2004. Proceedings..

[17]  Mohammed Bennamoun,et al.  Fast and Fully Automatic Ear Detection Using Cascaded AdaBoost , 2008, 2008 IEEE Workshop on Applications of Computer Vision.

[18]  Ping Yan,et al.  Biometric Recognition Using 3D Ear Shape , 2007, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[19]  Lawrence Sirovich,et al.  Application of the Karhunen-Loeve Procedure for the Characterization of Human Faces , 1990, IEEE Trans. Pattern Anal. Mach. Intell..