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A New Post-Processing Proposal for Improving Biometric Gait Recognition Using Wearable Devices
In this work, a novel Window Score Fusion post-processing technique for biometric gait recognition is proposed and successfully tested. We show that the use of this technique allows recognition rates to be greatly improved, independently of the configuration for the previous stages of the system. Fo...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9919966/ https://www.ncbi.nlm.nih.gov/pubmed/36772096 http://dx.doi.org/10.3390/s23031054 |
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author | Salvador-Ortega, Irene Vivaracho-Pascual, Carlos Simon-Hurtado, Arancha |
author_facet | Salvador-Ortega, Irene Vivaracho-Pascual, Carlos Simon-Hurtado, Arancha |
author_sort | Salvador-Ortega, Irene |
collection | PubMed |
description | In this work, a novel Window Score Fusion post-processing technique for biometric gait recognition is proposed and successfully tested. We show that the use of this technique allows recognition rates to be greatly improved, independently of the configuration for the previous stages of the system. For this, a strict biometric evaluation protocol has been followed, using a biometric database composed of data acquired from 38 subjects by means of a commercial smartwatch in two different sessions. A cross-session test (where training and testing data were acquired in different days) was performed. Following the state of the art, the proposal was tested with different configurations in the acquisition, pre-processing, feature extraction and classification stages, achieving improvements in all of the scenarios; improvements of 100% (0% error) were even reached in some cases. This shows the advantages of including the proposed technique, whatever the system. |
format | Online Article Text |
id | pubmed-9919966 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-99199662023-02-12 A New Post-Processing Proposal for Improving Biometric Gait Recognition Using Wearable Devices Salvador-Ortega, Irene Vivaracho-Pascual, Carlos Simon-Hurtado, Arancha Sensors (Basel) Article In this work, a novel Window Score Fusion post-processing technique for biometric gait recognition is proposed and successfully tested. We show that the use of this technique allows recognition rates to be greatly improved, independently of the configuration for the previous stages of the system. For this, a strict biometric evaluation protocol has been followed, using a biometric database composed of data acquired from 38 subjects by means of a commercial smartwatch in two different sessions. A cross-session test (where training and testing data were acquired in different days) was performed. Following the state of the art, the proposal was tested with different configurations in the acquisition, pre-processing, feature extraction and classification stages, achieving improvements in all of the scenarios; improvements of 100% (0% error) were even reached in some cases. This shows the advantages of including the proposed technique, whatever the system. MDPI 2023-01-17 /pmc/articles/PMC9919966/ /pubmed/36772096 http://dx.doi.org/10.3390/s23031054 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Salvador-Ortega, Irene Vivaracho-Pascual, Carlos Simon-Hurtado, Arancha A New Post-Processing Proposal for Improving Biometric Gait Recognition Using Wearable Devices |
title | A New Post-Processing Proposal for Improving Biometric Gait Recognition Using Wearable Devices |
title_full | A New Post-Processing Proposal for Improving Biometric Gait Recognition Using Wearable Devices |
title_fullStr | A New Post-Processing Proposal for Improving Biometric Gait Recognition Using Wearable Devices |
title_full_unstemmed | A New Post-Processing Proposal for Improving Biometric Gait Recognition Using Wearable Devices |
title_short | A New Post-Processing Proposal for Improving Biometric Gait Recognition Using Wearable Devices |
title_sort | new post-processing proposal for improving biometric gait recognition using wearable devices |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9919966/ https://www.ncbi.nlm.nih.gov/pubmed/36772096 http://dx.doi.org/10.3390/s23031054 |
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