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Open AccessJournal ArticleDOI

A biometric identification system based on eigenpalm and eigenfinger features

Slobodan Ribarić, +1 more
- 01 Nov 2005 - 
- Vol. 27, Iss: 11, pp 1698-1709
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TLDR
A new biometric approach to personal identification using eigenfinger and eigenpalm features, with fusion applied at the matching-score level is described, with effectiveness shown in terms of recognition rate, equal error rate, and total error rate.
Abstract
This paper presents a multimodal biometric identification system based on the features of the human hand. We describe a new biometric approach to personal identification using eigenfinger and eigenpalm features, with fusion applied at the matching-score level. The identification process can be divided into the following phases: capturing the image; preprocessing; extracting and normalizing the palm and strip-like finger subimages; extracting the eigenpalm and eigenfinger features based on the K-L transform; matching and fusion; and, finally, a decision based on the (k, l)-NN classifier and thresholding. The system was tested on a database of 237 people (1,820 hand images). The experimental results showed the effectiveness of the system in terms of the recognition rate (100 percent), the equal error rate (EER = 0.58 percent), and the total error rate (TER = 0.72 percent).

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Citations
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Journal ArticleDOI

A survey of palmprint recognition

TL;DR: An overview of current palmprint research is provided, describing in particular capture devices, preprocessing, verification algorithms, palmprint-related fusion, algorithms especially designed for real-time palmprint identification in large databases and measures for protecting palmprint systems and users' privacy.
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Palmprint Verification Based on Robust Orientation Code

TL;DR: A novel orientation based scheme is proposed, in which three strategies, the modified finite Radon transform, enlarged training set and pixel to area matching, have been designed to further improve its performance.
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An Online System of Multispectral Palmprint Verification

TL;DR: This paper presents an online multispectral palmprint system that could meet the requirement of real-time application and proposes a score level fusion scheme to integrate the mult ispectral information.
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Palmprint verification based on principal lines

TL;DR: The modified finite Radon transform is proposed, which can extract principal lines effectively and efficiently even in the case that the palmprint images contain many long and strong wrinkles.
Journal ArticleDOI

Person recognition by fusing palmprint and palm vein images based on Laplacianpalm representation

TL;DR: Experimental results show that the proposed ''Laplacianpalm'' approach provides a better representation and achieves lower error rates in palm recognition, and the proposed multimodal method outperforms any of its individual modality.
References
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Journal ArticleDOI

Eigenfaces for recognition

TL;DR: A near-real-time computer system that can locate and track a subject's head, and then recognize the person by comparing characteristics of the face to those of known individuals, and that is easy to implement using a neural network architecture.
Journal ArticleDOI

On combining classifiers

TL;DR: A common theoretical framework for combining classifiers which use distinct pattern representations is developed and it is shown that many existing schemes can be considered as special cases of compound classification where all the pattern representations are used jointly to make a decision.
Journal ArticleDOI

Iris recognition: an emerging biometric technology

TL;DR: This paper examines automated iris recognition as a biometrically based technology for personal identification and verification from the observation that the human iris provides a particularly interesting structure on which to base a technology for noninvasive biometric assessment.
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