DocumentCode :
260994
Title :
Implementation of multimodal biometric authentication using soft computing techniques
Author :
Gunasekaran, K. ; Mahalakshmi, P.
Author_Institution :
Dept. of CSE, Pavendar Bharathidasan Coll. of Eng. & Tech, Tiruchirappalli, India
fYear :
2014
fDate :
27-28 Feb. 2014
Firstpage :
1
Lastpage :
6
Abstract :
Identity Management refers to a challenge of providing authorized users with secure and easy access to information and services for personal identification system. The objective is to implement a secure identification system for determining an individual´s identity. Conventional methods for personal identification include keys, tokens, access cards, PINs and passwords which leads to drawbacks such as stealing, duplicating, cracking and sharing. In order to overcome the drawbacks, biometrics based identification is implemented. Nevertheless, unimodal biometrics is suffered due to noise, intra class variations, spoof attacks, non-universality. To avoid these attacks, multimodal biometrics which is the combination of more modalities is adapted. Fingerprint and Palmprint identification are the emerging and leading technologies used as a source of authentication. Neural Networks one of the Soft Computing techniques has been proposed for feature extraction and minutiae point detection. Euclidean distance values are used for minutiae matching. The proposed method achieves excellent identification rate and are more secure in noisy environment.
Keywords :
feature extraction; fingerprint identification; image matching; neural nets; object detection; palmprint recognition; Euclidean distance values; biometrics based identification; feature extraction; fingerprint identification; identity management; minutiae matching; minutiae point detection; multimodal biometric authentication; neural networks; palmprint identification; personal identification system; secure identification system; soft computing techniques; unimodal biometrics; Accuracy; Biometrics (access control); Databases; Euclidean distance; Feature extraction; Fingerprint recognition; Gabor filters; 2D-Gabor Filter; Artificial Neural Networks (ANN); Backpropagation Algorithm; Biometrics; Euclidean distance; Feed Forward Neural Networks (FNN); K-Nearest Neighborhood Algorithm(KNN); MultilayerPerceptron(MLP);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Communication and Embedded Systems (ICICES), 2014 International Conference on
Conference_Location :
Chennai
Print_ISBN :
978-1-4799-3835-3
Type :
conf
DOI :
10.1109/ICICES.2014.7033922
Filename :
7033922
Link To Document :
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