Implementation of an access control system based on bimodal biometrics with fusion of global characteristics: application to facial recognition and fingerprints / Bopatriciat Boluma Mangata ... [et al.]

Single-mode biometric systems suffer from several problems that make them unsuitable for current biometric applications that require high levels of reliability and security. These problems include the use of a single biometric trait that is prone to noise, poor capture, lack of biometric points, and...

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Main Authors: Mangata, Bopatriciat Boluma, Dominique, Ilunga N’kashama, Ryan, Tebua Tene Patience, Parfum, Bukanga Christian
Format: Article
Language:English
Published: Universiti Teknologi MARA, Perlis 2022
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Online Access:https://ir.uitm.edu.my/id/eprint/68849/1/68849.pdf
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spelling my.uitm.ir.688492023-01-18T08:07:26Z https://ir.uitm.edu.my/id/eprint/68849/ Implementation of an access control system based on bimodal biometrics with fusion of global characteristics: application to facial recognition and fingerprints / Bopatriciat Boluma Mangata ... [et al.] Mangata, Bopatriciat Boluma Dominique, Ilunga N’kashama Ryan, Tebua Tene Patience Parfum, Bukanga Christian Detectors. Sensors. Sensor networks Applications of electronics Single-mode biometric systems suffer from several problems that make them unsuitable for current biometric applications that require high levels of reliability and security. These problems include the use of a single biometric trait that is prone to noise, poor capture, lack of biometric points, and deterioration of biometric input quality. In this paper, we are interested in decision fusion access control on a biometric bimodal pattern recognition system based on fingerprints and facial recognition. To realize this access control system based on facial recognition and fingerprints, we used an embedded system under Arduino, we programmed electronic systems for the automatic opening of doors without human action being. The performance evaluation of decision fusion access control on a biometric bimodal pattern recognition system is realized by means of the confusion matrix, the calculations of the evaluation parameters (Sensitivity, Specificity, Positive Predictive Value, Negative Predictive Value and False Negative). From a sample of 500 individuals, 250 of whom were registered and 250 non-registered, our access control system obtained the results of 248 true positives, 2 false negative, 1 false positive and 249 true negatives which constitute our confusion matrix. However, from the set of tests performed we can conclude that by taking advantage of the fusion of these two modalities, we increase the verification performance of system as the verification performance of bimodal system (fingerprint decision fusion and facial recognition) is applied to give even better results compared to single mode systems. Universiti Teknologi MARA, Perlis 2022 Article PeerReviewed text en https://ir.uitm.edu.my/id/eprint/68849/1/68849.pdf Implementation of an access control system based on bimodal biometrics with fusion of global characteristics: application to facial recognition and fingerprints / Bopatriciat Boluma Mangata ... [et al.]. (2022) Journal of Computing Research and Innovation (JCRINN), 7 (2): 5. pp. 43-53. ISSN 2600-8793 https://crinn.conferencehunter.com/index.php/jcrinn 10.24191/jcrinn.v7i2.289 10.24191/jcrinn.v7i2.289 10.24191/jcrinn.v7i2.289
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
language English
topic Detectors. Sensors. Sensor networks
Applications of electronics
spellingShingle Detectors. Sensors. Sensor networks
Applications of electronics
Mangata, Bopatriciat Boluma
Dominique, Ilunga N’kashama
Ryan, Tebua Tene Patience
Parfum, Bukanga Christian
Implementation of an access control system based on bimodal biometrics with fusion of global characteristics: application to facial recognition and fingerprints / Bopatriciat Boluma Mangata ... [et al.]
description Single-mode biometric systems suffer from several problems that make them unsuitable for current biometric applications that require high levels of reliability and security. These problems include the use of a single biometric trait that is prone to noise, poor capture, lack of biometric points, and deterioration of biometric input quality. In this paper, we are interested in decision fusion access control on a biometric bimodal pattern recognition system based on fingerprints and facial recognition. To realize this access control system based on facial recognition and fingerprints, we used an embedded system under Arduino, we programmed electronic systems for the automatic opening of doors without human action being. The performance evaluation of decision fusion access control on a biometric bimodal pattern recognition system is realized by means of the confusion matrix, the calculations of the evaluation parameters (Sensitivity, Specificity, Positive Predictive Value, Negative Predictive Value and False Negative). From a sample of 500 individuals, 250 of whom were registered and 250 non-registered, our access control system obtained the results of 248 true positives, 2 false negative, 1 false positive and 249 true negatives which constitute our confusion matrix. However, from the set of tests performed we can conclude that by taking advantage of the fusion of these two modalities, we increase the verification performance of system as the verification performance of bimodal system (fingerprint decision fusion and facial recognition) is applied to give even better results compared to single mode systems.
format Article
author Mangata, Bopatriciat Boluma
Dominique, Ilunga N’kashama
Ryan, Tebua Tene Patience
Parfum, Bukanga Christian
author_facet Mangata, Bopatriciat Boluma
Dominique, Ilunga N’kashama
Ryan, Tebua Tene Patience
Parfum, Bukanga Christian
author_sort Mangata, Bopatriciat Boluma
title Implementation of an access control system based on bimodal biometrics with fusion of global characteristics: application to facial recognition and fingerprints / Bopatriciat Boluma Mangata ... [et al.]
title_short Implementation of an access control system based on bimodal biometrics with fusion of global characteristics: application to facial recognition and fingerprints / Bopatriciat Boluma Mangata ... [et al.]
title_full Implementation of an access control system based on bimodal biometrics with fusion of global characteristics: application to facial recognition and fingerprints / Bopatriciat Boluma Mangata ... [et al.]
title_fullStr Implementation of an access control system based on bimodal biometrics with fusion of global characteristics: application to facial recognition and fingerprints / Bopatriciat Boluma Mangata ... [et al.]
title_full_unstemmed Implementation of an access control system based on bimodal biometrics with fusion of global characteristics: application to facial recognition and fingerprints / Bopatriciat Boluma Mangata ... [et al.]
title_sort implementation of an access control system based on bimodal biometrics with fusion of global characteristics: application to facial recognition and fingerprints / bopatriciat boluma mangata ... [et al.]
publisher Universiti Teknologi MARA, Perlis
publishDate 2022
url https://ir.uitm.edu.my/id/eprint/68849/1/68849.pdf
https://ir.uitm.edu.my/id/eprint/68849/
https://crinn.conferencehunter.com/index.php/jcrinn
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score 13.159267