Fingerprint biometrics from newborn to adult : a study from a national identity database system
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.
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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collection | COLIBRI |
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. |
dc.format.mimetype.es.fl_str_mv | application/pdf |
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 |
id | COLIBRI_f3982a0521104dc117d6e29d85769028 |
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 |
oai_identifier_str | oai:colibri.udelar.edu.uy:20.500.12008/24053 |
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 |