Cargando…
Multi-Biometric System Based on Cutting-Edge Equipment for Experimental Contactless Verification
Biometric verification methods have gained significant popularity in recent times, which has brought about their extensive usage. In light of theoretical evidence surrounding the development of biometric verification, we proposed an experimental multi-biometric system for laboratory testing. First,...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6749222/ https://www.ncbi.nlm.nih.gov/pubmed/31455045 http://dx.doi.org/10.3390/s19173709 |
_version_ | 1783452227607724032 |
---|---|
author | Kolda, Lukas Krejcar, Ondrej Selamat, Ali Kuca, Kamil Fadeyi, Oluwaseun |
author_facet | Kolda, Lukas Krejcar, Ondrej Selamat, Ali Kuca, Kamil Fadeyi, Oluwaseun |
author_sort | Kolda, Lukas |
collection | PubMed |
description | Biometric verification methods have gained significant popularity in recent times, which has brought about their extensive usage. In light of theoretical evidence surrounding the development of biometric verification, we proposed an experimental multi-biometric system for laboratory testing. First, the proposed system was designed such that it was able to identify and verify a user through the hand contour, and blood flow (blood stream) at the upper part of the hand. Next, we detailed the hard and software solutions for the system. A total of 40 subjects agreed to be a part of data generation team, which produced 280 hand images. The core of this paper lies in evaluating individual metrics, which are functions of frequency comparison of the double type faults with the EER (Equal Error Rate) values. The lowest value was measured for the case of the modified Hausdorff distance metric - Maximally Helicity Violating (MHV). Furthermore, for the verified biometric characteristics (Hamming distance and MHV), appropriate and suitable metrics have been proposed and experimented to optimize system precision. Thus, the EER value for the designed multi-biometric system in the context of this work was found to be 5%, which proves that metrics consolidation increases the precision of the multi-biometric system. Algorithms used for the proposed multi-biometric device shows that the individual metrics exhibit significant accuracy but perform better on consolidation, with a few shortcomings. |
format | Online Article Text |
id | pubmed-6749222 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-67492222019-09-27 Multi-Biometric System Based on Cutting-Edge Equipment for Experimental Contactless Verification Kolda, Lukas Krejcar, Ondrej Selamat, Ali Kuca, Kamil Fadeyi, Oluwaseun Sensors (Basel) Article Biometric verification methods have gained significant popularity in recent times, which has brought about their extensive usage. In light of theoretical evidence surrounding the development of biometric verification, we proposed an experimental multi-biometric system for laboratory testing. First, the proposed system was designed such that it was able to identify and verify a user through the hand contour, and blood flow (blood stream) at the upper part of the hand. Next, we detailed the hard and software solutions for the system. A total of 40 subjects agreed to be a part of data generation team, which produced 280 hand images. The core of this paper lies in evaluating individual metrics, which are functions of frequency comparison of the double type faults with the EER (Equal Error Rate) values. The lowest value was measured for the case of the modified Hausdorff distance metric - Maximally Helicity Violating (MHV). Furthermore, for the verified biometric characteristics (Hamming distance and MHV), appropriate and suitable metrics have been proposed and experimented to optimize system precision. Thus, the EER value for the designed multi-biometric system in the context of this work was found to be 5%, which proves that metrics consolidation increases the precision of the multi-biometric system. Algorithms used for the proposed multi-biometric device shows that the individual metrics exhibit significant accuracy but perform better on consolidation, with a few shortcomings. MDPI 2019-08-26 /pmc/articles/PMC6749222/ /pubmed/31455045 http://dx.doi.org/10.3390/s19173709 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Kolda, Lukas Krejcar, Ondrej Selamat, Ali Kuca, Kamil Fadeyi, Oluwaseun Multi-Biometric System Based on Cutting-Edge Equipment for Experimental Contactless Verification |
title | Multi-Biometric System Based on Cutting-Edge Equipment for Experimental Contactless Verification |
title_full | Multi-Biometric System Based on Cutting-Edge Equipment for Experimental Contactless Verification |
title_fullStr | Multi-Biometric System Based on Cutting-Edge Equipment for Experimental Contactless Verification |
title_full_unstemmed | Multi-Biometric System Based on Cutting-Edge Equipment for Experimental Contactless Verification |
title_short | Multi-Biometric System Based on Cutting-Edge Equipment for Experimental Contactless Verification |
title_sort | multi-biometric system based on cutting-edge equipment for experimental contactless verification |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6749222/ https://www.ncbi.nlm.nih.gov/pubmed/31455045 http://dx.doi.org/10.3390/s19173709 |
work_keys_str_mv | AT koldalukas multibiometricsystembasedoncuttingedgeequipmentforexperimentalcontactlessverification AT krejcarondrej multibiometricsystembasedoncuttingedgeequipmentforexperimentalcontactlessverification AT selamatali multibiometricsystembasedoncuttingedgeequipmentforexperimentalcontactlessverification AT kucakamil multibiometricsystembasedoncuttingedgeequipmentforexperimentalcontactlessverification AT fadeyioluwaseun multibiometricsystembasedoncuttingedgeequipmentforexperimentalcontactlessverification |