Fingerprint biometrics from newborn to adult : a study from a national identity database system

Preciozzi, Javier - Garella, Guillermo - Camacho, Vanina - Franzoni, Francesco - Di Martino, Luis - Carbajal, Guillermo - Fernández, Alicia

Resumen:

In this work, we evaluate the use of fingerprints to identify people from a very young age. Although it is well known that fingerprints are stable all along life, and even before born fingerprint patterns are fully developed, automatic identification (or comparison) systems are developed generally for adult fingerprints. Our interest is not only to study the feasibility of using child fingerprints for automatic identification but to determine if that is possible with the existing software and hardware. There are two related questions that we do answer in this work. First, starting at what age are digitally acquired fingerprints good enough for automatic comparison. Second, what is the performance when comparing fingerprints from children against fingerprints from adults. In order to answer these questions, we have run a set of experiments on a database composed of more than 200K fingerprints from approximately 134K identities. We show that, after applying a growth factor to scale minors fingerprints to an adult size, good accuracy can be obtained from ages starting at one year old, and that fingerprints of children and adults can be compared without a significant loss of accuracy (with respect to adult vs adult). We consider this study extremely useful for both researchers and decision makers, as it is a testimony that even without additional developments, fingerprints from children can be used for automatic comparison on real scenarios.


Detalles Bibliográficos
2020
Biometrics
Fingerprint recognition
Ageing
Children
Fingerprint quality
Software
Hardware
Databases
Sociology
Inglés
Universidad de la República
COLIBRI
https://hdl.handle.net/20.500.12008/24054
Acceso abierto
Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
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author Preciozzi, Javier
author2 Garella, Guillermo
Camacho, Vanina
Franzoni, Francesco
Di Martino, Luis
Carbajal, Guillermo
Fernández, Alicia
author2_role author
author
author
author
author
author
author_facet Preciozzi, Javier
Garella, Guillermo
Camacho, Vanina
Franzoni, Francesco
Di Martino, Luis
Carbajal, Guillermo
Fernández, Alicia
author_role author
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dc.contributor.filiacion.none.fl_str_mv Preciozzi Javier, Universidad de la República (Uruguay). Facultad de Ingeniería.
Garella Guillermo, Universidad de la República (Uruguay). Facultad de Ingeniería.
Camacho Vanina, Universidad de la República (Uruguay). Facultad de Ingeniería.
Franzoni Francesco, Universidad de la República (Uruguay). Facultad de Ingeniería.
Di Martino Luis, Universidad de la República (Uruguay). Facultad de Ingeniería.
Carbajal Guillermo, Universidad de la República (Uruguay). Facultad de Ingeniería.
Fernández Alicia, Universidad de la República (Uruguay). Facultad de Ingeniería.
dc.coverage.spatial.es.fl_str_mv Uruguay
dc.creator.none.fl_str_mv Preciozzi, Javier
Garella, Guillermo
Camacho, Vanina
Franzoni, Francesco
Di Martino, Luis
Carbajal, Guillermo
Fernández, Alicia
dc.date.accessioned.none.fl_str_mv 2020-05-25T16:57:29Z
dc.date.available.none.fl_str_mv 2020-05-25T16:57:29Z
dc.date.issued.none.fl_str_mv 2020
dc.description.abstract.none.fl_txt_mv In this work, we evaluate the use of fingerprints to identify people from a very young age. Although it is well known that fingerprints are stable all along life, and even before born fingerprint patterns are fully developed, automatic identification (or comparison) systems are developed generally for adult fingerprints. Our interest is not only to study the feasibility of using child fingerprints for automatic identification but to determine if that is possible with the existing software and hardware. There are two related questions that we do answer in this work. First, starting at what age are digitally acquired fingerprints good enough for automatic comparison. Second, what is the performance when comparing fingerprints from children against fingerprints from adults. In order to answer these questions, we have run a set of experiments on a database composed of more than 200K fingerprints from approximately 134K identities. We show that, after applying a growth factor to scale minors fingerprints to an adult size, good accuracy can be obtained from ages starting at one year old, and that fingerprints of children and adults can be compared without a significant loss of accuracy (with respect to adult vs adult). We consider this study extremely useful for both researchers and decision makers, as it is a testimony that even without additional developments, fingerprints from children can be used for automatic comparison on real scenarios.
dc.description.es.fl_txt_mv Presentado y publicado en IEEE Transactions on Biometrics, Behavior, and Identity Science, Vol. 2, No. 1, pp. 68-79, Jan 2020.
dc.format.extent.es.fl_str_mv 12 p.
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dc.identifier.citation.es.fl_str_mv Preciozzi, J., Garella, G., Camacho, V., y otros. Fingerprint biometrics from newborn to adult : a study from a national identity database system [Preprint]. Publicado en : IEEE Transactions on Biometrics, Behavior and Identity Science, Vol. 2, No. 1, pp. 68-79, Jan 2020. DOI: 10.1109/TBIOM.2019.2962188.
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.12008/24054
dc.language.iso.none.fl_str_mv en
eng
dc.rights.license.none.fl_str_mv Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.source.none.fl_str_mv reponame:COLIBRI
instname:Universidad de la República
instacron:Universidad de la República
dc.subject.en.fl_str_mv Biometrics
Fingerprint recognition
Ageing
Children
Fingerprint quality
Software
Hardware
Databases
Sociology
dc.title.none.fl_str_mv Fingerprint biometrics from newborn to adult : a study from a national identity database system
dc.type.es.fl_str_mv Preprint
dc.type.none.fl_str_mv info:eu-repo/semantics/preprint
dc.type.version.none.fl_str_mv info:eu-repo/semantics/submittedVersion
description Presentado y publicado en IEEE Transactions on Biometrics, Behavior, and Identity Science, Vol. 2, No. 1, pp. 68-79, Jan 2020.
eu_rights_str_mv openAccess
format preprint
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identifier_str_mv Preciozzi, J., Garella, G., Camacho, V., y otros. Fingerprint biometrics from newborn to adult : a study from a national identity database system [Preprint]. Publicado en : IEEE Transactions on Biometrics, Behavior and Identity Science, Vol. 2, No. 1, pp. 68-79, Jan 2020. DOI: 10.1109/TBIOM.2019.2962188.
instacron_str Universidad de la República
institution Universidad de la República
instname_str Universidad de la República
language eng
language_invalid_str_mv en
network_acronym_str COLIBRI
network_name_str COLIBRI
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publishDate 2020
reponame_str COLIBRI
repository.mail.fl_str_mv mabel.seroubian@seciu.edu.uy
repository.name.fl_str_mv COLIBRI - Universidad de la República
repository_id_str 4771
rights_invalid_str_mv Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
spelling Preciozzi Javier, Universidad de la República (Uruguay). Facultad de Ingeniería.Garella Guillermo, Universidad de la República (Uruguay). Facultad de Ingeniería.Camacho Vanina, Universidad de la República (Uruguay). Facultad de Ingeniería.Franzoni Francesco, Universidad de la República (Uruguay). Facultad de Ingeniería.Di Martino Luis, Universidad de la República (Uruguay). Facultad de Ingeniería.Carbajal Guillermo, Universidad de la República (Uruguay). Facultad de Ingeniería.Fernández Alicia, Universidad de la República (Uruguay). Facultad de Ingeniería.Uruguay2020-05-25T16:57:29Z2020-05-25T16:57:29Z2020Preciozzi, J., Garella, G., Camacho, V., y otros. Fingerprint biometrics from newborn to adult : a study from a national identity database system [Preprint]. Publicado en : IEEE Transactions on Biometrics, Behavior and Identity Science, Vol. 2, No. 1, pp. 68-79, Jan 2020. DOI: 10.1109/TBIOM.2019.2962188.https://hdl.handle.net/20.500.12008/24054Presentado y publicado en IEEE Transactions on Biometrics, Behavior, and Identity Science, Vol. 2, No. 1, pp. 68-79, Jan 2020.In this work, we evaluate the use of fingerprints to identify people from a very young age. Although it is well known that fingerprints are stable all along life, and even before born fingerprint patterns are fully developed, automatic identification (or comparison) systems are developed generally for adult fingerprints. Our interest is not only to study the feasibility of using child fingerprints for automatic identification but to determine if that is possible with the existing software and hardware. There are two related questions that we do answer in this work. First, starting at what age are digitally acquired fingerprints good enough for automatic comparison. Second, what is the performance when comparing fingerprints from children against fingerprints from adults. In order to answer these questions, we have run a set of experiments on a database composed of more than 200K fingerprints from approximately 134K identities. We show that, after applying a growth factor to scale minors fingerprints to an adult size, good accuracy can be obtained from ages starting at one year old, and that fingerprints of children and adults can be compared without a significant loss of accuracy (with respect to adult vs adult). We consider this study extremely useful for both researchers and decision makers, as it is a testimony that even without additional developments, fingerprints from children can be used for automatic comparison on real scenarios.Submitted by Ribeiro Jorge (jribeiro@fing.edu.uy) on 2020-05-22T19:39:01Z No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) PGCFDCF20.pdf: 6738307 bytes, checksum: 1bcfe1c9c55c1a6508589a556c8cd3da (MD5)Approved for entry into archive by Machado Jimena (jmachado@fing.edu.uy) on 2020-05-25T16:37:19Z (GMT) No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) PGCFDCF20.pdf: 6738307 bytes, checksum: 1bcfe1c9c55c1a6508589a556c8cd3da (MD5)Made available in DSpace by Luna Fabiana (fabiana.luna@fic.edu.uy) on 2020-05-25T16:57:29Z (GMT). No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) PGCFDCF20.pdf: 6738307 bytes, checksum: 1bcfe1c9c55c1a6508589a556c8cd3da (MD5) Previous issue date: 202012 p.application/pdfenengLas obras depositadas en el Repositorio se rigen por la Ordenanza de los Derechos de la Propiedad Intelectual de la Universidad de la República.(Res. Nº 91 de C.D.C. de 8/III/1994 – D.O. 7/IV/1994) y por la Ordenanza del Repositorio Abierto de la Universidad de la República (Res. 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- Universidad de la Repúblicafalse
spellingShingle Fingerprint biometrics from newborn to adult : a study from a national identity database system
Preciozzi, Javier
Biometrics
Fingerprint recognition
Ageing
Children
Fingerprint quality
Software
Hardware
Databases
Sociology
status_str submittedVersion
title Fingerprint biometrics from newborn to adult : a study from a national identity database system
title_full Fingerprint biometrics from newborn to adult : a study from a national identity database system
title_fullStr Fingerprint biometrics from newborn to adult : a study from a national identity database system
title_full_unstemmed Fingerprint biometrics from newborn to adult : a study from a national identity database system
title_short Fingerprint biometrics from newborn to adult : a study from a national identity database system
title_sort Fingerprint biometrics from newborn to adult : a study from a national identity database system
topic Biometrics
Fingerprint recognition
Ageing
Children
Fingerprint quality
Software
Hardware
Databases
Sociology
url https://hdl.handle.net/20.500.12008/24054