Title :
A multimodal iris recognition using Gabor transform and Contourlet
Author :
Koh, Hyun Joo ; Lee, Wook Jae ; Chun, Myung Geun
Author_Institution :
Sch. of Microelectron. Engnieering, Griffith Univ., Griffith, NSW
Abstract :
Multimodal biometric systems use two or more biometric modalities in a verification process. The main reason to combine different modalities is related to improve the recognition accuracy. This paper deals with various possible scenarios in a multimodal biometric system using two iris recognitions and also the levels of fusion and the integration strategies to improve overall system accuracy. With this in mind, first, we implement the Daugman´s iris system using the Gabor transform and Hamming distance. Second, we propose an iris feature extraction method having a property of size invariant through the fuzzy-LDA with five types of Contourlet transform. Finally, we establish a multi-modal biometric system based on two iris recognition systems. To effectively aggregate two systems, we use statistical distribution models based on matching values for genuine and impostor, respectively. And then, we perform to make comparisons of performance of the fusion algorithms such as weighted summation, support vector machine, fisher discriminant analysis, and Bayesian classifier.
Keywords :
biometrics (access control); feature extraction; image recognition; statistical distributions; Bayesian classifier; Contourlet transform; Daugman iris system; Gabor transform; Hamming distance; feature extraction method; fisher discriminant analysis; multimodal biometric systems; multimodal iris recognition; recognition accuracy; statistical distribution models; support vector machine; verification process; Aggregates; Algorithm design and analysis; Biometrics; Feature extraction; Hamming distance; Iris recognition; Performance analysis; Statistical distributions; Support vector machine classification; Support vector machines; Daugman; contourlet transform; iris recognition; multimodal biometric;
Conference_Titel :
Signal Processing and Communication Systems, 2008. ICSPCS 2008. 2nd International Conference on
Conference_Location :
Gold Coast
Print_ISBN :
978-1-4244-4243-0
Electronic_ISBN :
978-1-4244-4243-0
DOI :
10.1109/ICSPCS.2008.4813720