Acoustic Biometric System Based on Preprocessing Techniques and Linear Support Vector Machines
Identifieur interne : 000B72 ( Ncbi/Curation ); précédent : 000B71; suivant : 000B73Acoustic Biometric System Based on Preprocessing Techniques and Linear Support Vector Machines
Auteurs : Lara Del Val [Espagne] ; Alberto Izquierdo-Fuente ; Juan J. Villacorta ; Mariano RabosoSource :
- Sensors (Basel, Switzerland) [ 1424-8220 ] ; 2015.
Descripteurs français
- KwdFr :
- MESH :
English descriptors
- KwdEn :
- MESH :
Abstract
Drawing on the results of an acoustic biometric system based on a MSE classifier, a new biometric system has been implemented. This new system preprocesses acoustic images, extracts several parameters and finally classifies them, based on Support Vector Machine (SVM). The preprocessing techniques used are spatial filtering, segmentation—based on a Gaussian Mixture Model (GMM) to separate the person from the background, masking—to reduce the dimensions of images—and binarization—to reduce the size of each image. An analysis of classification error and a study of the sensitivity of the error
Url:
DOI: 10.3390/s150614241
PubMed: 26091392
PubMed Central: 4507697
Links toward previous steps (curation, corpus...)
- to stream Pmc, to step Corpus: Pour aller vers cette notice dans l'étape Curation :000041
- to stream Pmc, to step Curation: Pour aller vers cette notice dans l'étape Curation :000041
- to stream Pmc, to step Checkpoint: Pour aller vers cette notice dans l'étape Curation :000100
- to stream PubMed, to step Corpus: Pour aller vers cette notice dans l'étape Curation :000093
- to stream PubMed, to step Curation: Pour aller vers cette notice dans l'étape Curation :000093
- to stream PubMed, to step Checkpoint: Pour aller vers cette notice dans l'étape Curation :000093
- to stream Ncbi, to step Merge: Pour aller vers cette notice dans l'étape Curation :000B72
Links to Exploration step
PMC:4507697Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">Acoustic Biometric System Based on Preprocessing Techniques and Linear Support Vector Machines</title>
<author><name sortKey="Del Val, Lara" sort="Del Val, Lara" uniqKey="Del Val L" first="Lara" last="Del Val">Lara Del Val</name>
<affiliation wicri:level="2"><nlm:aff id="af1-sensors-15-14241">Departamento de Ciencia de los Materiales e Ingeniería Metalúrgica, Expresión Gráfica de la Ingeniería, Ingeniería Cartográfica, Geodesia y Fotogrametría, Ingeniería Mecánica e Ingeniería de los Procesos de Fabricación, Área de Ingeniería Mecánica, Universidad de Valladolid, Paseo del Cauce 59, 47011 Valladolid, Spain</nlm:aff>
<country xml:lang="fr">Espagne</country>
<wicri:regionArea>Departamento de Ciencia de los Materiales e Ingeniería Metalúrgica, Expresión Gráfica de la Ingeniería, Ingeniería Cartográfica, Geodesia y Fotogrametría, Ingeniería Mecánica e Ingeniería de los Procesos de Fabricación, Área de Ingeniería Mecánica, Universidad de Valladolid, Paseo del Cauce 59, 47011 Valladolid</wicri:regionArea>
<placeName><region nuts="2" type="communauté">Castille-et-León</region>
</placeName>
</affiliation>
</author>
<author><name sortKey="Izquierdo Fuente, Alberto" sort="Izquierdo Fuente, Alberto" uniqKey="Izquierdo Fuente A" first="Alberto" last="Izquierdo-Fuente">Alberto Izquierdo-Fuente</name>
<affiliation><nlm:aff id="af2-sensors-15-14241">Departamento de Teoría de la Señal y Comunicaciones e Ingeniería Telemática, Universidad de Valladolid, Paseo Belén 15, 47011 Valladolid, Spain; E-Mails:<email>alberto.izquierdo@tel.uva.es</email>
(A.I.-F.);<email>juavil@tel.uva.es</email>
(J.J.V.)</nlm:aff>
</affiliation>
</author>
<author><name sortKey="Villacorta, Juan J" sort="Villacorta, Juan J" uniqKey="Villacorta J" first="Juan J." last="Villacorta">Juan J. Villacorta</name>
<affiliation><nlm:aff id="af2-sensors-15-14241">Departamento de Teoría de la Señal y Comunicaciones e Ingeniería Telemática, Universidad de Valladolid, Paseo Belén 15, 47011 Valladolid, Spain; E-Mails:<email>alberto.izquierdo@tel.uva.es</email>
(A.I.-F.);<email>juavil@tel.uva.es</email>
(J.J.V.)</nlm:aff>
</affiliation>
</author>
<author><name sortKey="Raboso, Mariano" sort="Raboso, Mariano" uniqKey="Raboso M" first="Mariano" last="Raboso">Mariano Raboso</name>
<affiliation><nlm:aff id="af3-sensors-15-14241">E.U. Informática, Universidad Pontificia de Salamanca, Calle Compañía 5, 37002 Salamanca, Spain; E-Mail:<email>mrabosoma@upsa.es</email>
</nlm:aff>
</affiliation>
</author>
</titleStmt>
<publicationStmt><idno type="wicri:source">PMC</idno>
<idno type="pmid">26091392</idno>
<idno type="pmc">4507697</idno>
<idno type="url">http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4507697</idno>
<idno type="RBID">PMC:4507697</idno>
<idno type="doi">10.3390/s150614241</idno>
<date when="2015">2015</date>
<idno type="wicri:Area/Pmc/Corpus">000041</idno>
<idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Corpus" wicri:corpus="PMC">000041</idno>
<idno type="wicri:Area/Pmc/Curation">000041</idno>
<idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Curation">000041</idno>
<idno type="wicri:Area/Pmc/Checkpoint">000100</idno>
<idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Checkpoint">000100</idno>
<idno type="wicri:source">PubMed</idno>
<idno type="wicri:Area/PubMed/Corpus">000093</idno>
<idno type="wicri:explorRef" wicri:stream="PubMed" wicri:step="Corpus" wicri:corpus="PubMed">000093</idno>
<idno type="wicri:Area/PubMed/Curation">000093</idno>
<idno type="wicri:explorRef" wicri:stream="PubMed" wicri:step="Curation">000093</idno>
<idno type="wicri:Area/PubMed/Checkpoint">000093</idno>
<idno type="wicri:explorRef" wicri:stream="Checkpoint" wicri:step="PubMed">000093</idno>
<idno type="wicri:Area/Ncbi/Merge">000B72</idno>
<idno type="wicri:Area/Ncbi/Curation">000B72</idno>
</publicationStmt>
<sourceDesc><biblStruct><analytic><title xml:lang="en" level="a" type="main">Acoustic Biometric System Based on Preprocessing Techniques and Linear Support Vector Machines</title>
<author><name sortKey="Del Val, Lara" sort="Del Val, Lara" uniqKey="Del Val L" first="Lara" last="Del Val">Lara Del Val</name>
<affiliation wicri:level="2"><nlm:aff id="af1-sensors-15-14241">Departamento de Ciencia de los Materiales e Ingeniería Metalúrgica, Expresión Gráfica de la Ingeniería, Ingeniería Cartográfica, Geodesia y Fotogrametría, Ingeniería Mecánica e Ingeniería de los Procesos de Fabricación, Área de Ingeniería Mecánica, Universidad de Valladolid, Paseo del Cauce 59, 47011 Valladolid, Spain</nlm:aff>
<country xml:lang="fr">Espagne</country>
<wicri:regionArea>Departamento de Ciencia de los Materiales e Ingeniería Metalúrgica, Expresión Gráfica de la Ingeniería, Ingeniería Cartográfica, Geodesia y Fotogrametría, Ingeniería Mecánica e Ingeniería de los Procesos de Fabricación, Área de Ingeniería Mecánica, Universidad de Valladolid, Paseo del Cauce 59, 47011 Valladolid</wicri:regionArea>
<placeName><region nuts="2" type="communauté">Castille-et-León</region>
</placeName>
</affiliation>
</author>
<author><name sortKey="Izquierdo Fuente, Alberto" sort="Izquierdo Fuente, Alberto" uniqKey="Izquierdo Fuente A" first="Alberto" last="Izquierdo-Fuente">Alberto Izquierdo-Fuente</name>
<affiliation><nlm:aff id="af2-sensors-15-14241">Departamento de Teoría de la Señal y Comunicaciones e Ingeniería Telemática, Universidad de Valladolid, Paseo Belén 15, 47011 Valladolid, Spain; E-Mails:<email>alberto.izquierdo@tel.uva.es</email>
(A.I.-F.);<email>juavil@tel.uva.es</email>
(J.J.V.)</nlm:aff>
</affiliation>
</author>
<author><name sortKey="Villacorta, Juan J" sort="Villacorta, Juan J" uniqKey="Villacorta J" first="Juan J." last="Villacorta">Juan J. Villacorta</name>
<affiliation><nlm:aff id="af2-sensors-15-14241">Departamento de Teoría de la Señal y Comunicaciones e Ingeniería Telemática, Universidad de Valladolid, Paseo Belén 15, 47011 Valladolid, Spain; E-Mails:<email>alberto.izquierdo@tel.uva.es</email>
(A.I.-F.);<email>juavil@tel.uva.es</email>
(J.J.V.)</nlm:aff>
</affiliation>
</author>
<author><name sortKey="Raboso, Mariano" sort="Raboso, Mariano" uniqKey="Raboso M" first="Mariano" last="Raboso">Mariano Raboso</name>
<affiliation><nlm:aff id="af3-sensors-15-14241">E.U. Informática, Universidad Pontificia de Salamanca, Calle Compañía 5, 37002 Salamanca, Spain; E-Mail:<email>mrabosoma@upsa.es</email>
</nlm:aff>
</affiliation>
</author>
</analytic>
<series><title level="j">Sensors (Basel, Switzerland)</title>
<idno type="eISSN">1424-8220</idno>
<imprint><date when="2015">2015</date>
</imprint>
</series>
</biblStruct>
</sourceDesc>
</fileDesc>
<profileDesc><textClass><keywords scheme="KwdEn" xml:lang="en"><term>Acoustics</term>
<term>Biometry (methods)</term>
<term>Female</term>
<term>Humans</term>
<term>Image Processing, Computer-Assisted (methods)</term>
<term>Male</term>
<term>Signal Processing, Computer-Assisted</term>
<term>Support Vector Machine</term>
</keywords>
<keywords scheme="KwdFr" xml:lang="fr"><term>Acoustique</term>
<term>Biométrie ()</term>
<term>Femelle</term>
<term>Humains</term>
<term>Machine à vecteur de support</term>
<term>Mâle</term>
<term>Traitement d'image par ordinateur ()</term>
<term>Traitement du signal assisté par ordinateur</term>
</keywords>
<keywords scheme="MESH" qualifier="methods" xml:lang="en"><term>Biometry</term>
<term>Image Processing, Computer-Assisted</term>
</keywords>
<keywords scheme="MESH" xml:lang="en"><term>Acoustics</term>
<term>Female</term>
<term>Humans</term>
<term>Male</term>
<term>Signal Processing, Computer-Assisted</term>
<term>Support Vector Machine</term>
</keywords>
<keywords scheme="MESH" xml:lang="fr"><term>Acoustique</term>
<term>Biométrie</term>
<term>Femelle</term>
<term>Humains</term>
<term>Machine à vecteur de support</term>
<term>Mâle</term>
<term>Traitement d'image par ordinateur</term>
<term>Traitement du signal assisté par ordinateur</term>
</keywords>
</textClass>
</profileDesc>
</teiHeader>
<front><div type="abstract" xml:lang="en"><p>Drawing on the results of an acoustic biometric system based on a MSE classifier, a new biometric system has been implemented. This new system preprocesses acoustic images, extracts several parameters and finally classifies them, based on Support Vector Machine (SVM). The preprocessing techniques used are spatial filtering, segmentation—based on a Gaussian Mixture Model (GMM) to separate the person from the background, masking—to reduce the dimensions of images—and binarization—to reduce the size of each image. An analysis of classification error and a study of the sensitivity of the error <italic>versus</italic>
the computational burden of each implemented algorithm are presented. This allows the selection of the most relevant algorithms, according to the benefits required by the system. A significant improvement of the biometric system has been achieved by reducing the classification error, the computational burden and the storage requirements.</p>
</div>
</front>
<back><div1 type="bibliography"><listBibl><biblStruct><analytic><author><name sortKey="Jain, A" uniqKey="Jain A">A. Jain</name>
</author>
<author><name sortKey="Bolle, R" uniqKey="Bolle R">R. Bolle</name>
</author>
<author><name sortKey="Pankanti, S" uniqKey="Pankanti S">S. Pankanti</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Crispin, J" uniqKey="Crispin J">J. Crispin</name>
</author>
<author><name sortKey="Maffett, A" uniqKey="Maffett A">A. Maffett</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Neubauer, W" uniqKey="Neubauer W">W. Neubauer</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Baker, C" uniqKey="Baker C">C. Baker</name>
</author>
<author><name sortKey="Vespe, M" uniqKey="Vespe M">M. Vespe</name>
</author>
<author><name sortKey="Jones, G" uniqKey="Jones G">G. Jones</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Balleri, A" uniqKey="Balleri A">A. Balleri</name>
</author>
<author><name sortKey="Woodbridge, K" uniqKey="Woodbridge K">K. Woodbridge</name>
</author>
<author><name sortKey="Baker, C J" uniqKey="Baker C">C.J. Baker</name>
</author>
<author><name sortKey="Holderied, M W" uniqKey="Holderied M">M.W. Holderied</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Helversen, D" uniqKey="Helversen D">D. Helversen</name>
</author>
<author><name sortKey="Holderied, M W" uniqKey="Holderied M">M.W. Holderied</name>
</author>
<author><name sortKey="Helversen, O" uniqKey="Helversen O">O. Helversen</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Chevalier, L F" uniqKey="Chevalier L">L.F. Chevalier</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Ricker, D W" uniqKey="Ricker D">D.W. Ricker</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Moebus, M" uniqKey="Moebus M">M. Moebus</name>
</author>
<author><name sortKey="Zoubir, A M" uniqKey="Zoubir A">A.M. Zoubir</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Moebus, M" uniqKey="Moebus M">M. Moebus</name>
</author>
<author><name sortKey="Zoubir, A M" uniqKey="Zoubir A">A.M. Zoubir</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Duran, J D" uniqKey="Duran J">J.D. Duran</name>
</author>
<author><name sortKey="Fuente, A I" uniqKey="Fuente A">A.I. Fuente</name>
</author>
<author><name sortKey="Calvo, J J V" uniqKey="Calvo J">J.J.V. Calvo</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Izquierdo Fuente, A" uniqKey="Izquierdo Fuente A">A. Izquierdo-Fuente</name>
</author>
<author><name sortKey="Villacorta Calvo, J" uniqKey="Villacorta Calvo J">J. Villacorta-Calvo</name>
</author>
<author><name sortKey="Raboso Mateos, M" uniqKey="Raboso Mateos M">M. Raboso-Mateos</name>
</author>
<author><name sortKey="Martinez Arribas, A" uniqKey="Martinez Arribas A">A. Martinez-Arribas</name>
</author>
<author><name sortKey="Rodriguez Merino, D" uniqKey="Rodriguez Merino D">D. Rodriguez-Merino</name>
</author>
<author><name sortKey="Del Val Puente, L" uniqKey="Del Val Puente L">L. del Val-Puente</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Izquierdo Fuente, A" uniqKey="Izquierdo Fuente A">A. Izquierdo-Fuente</name>
</author>
<author><name sortKey="Del Val Puente, L" uniqKey="Del Val Puente L">L. del Val-Puente</name>
</author>
<author><name sortKey="Jimenez G Mez, M I" uniqKey="Jimenez G Mez M">M.I. Jiménez-Gómez</name>
</author>
<author><name sortKey="Villacorta Calvo, J" uniqKey="Villacorta Calvo J">J. Villacorta-Calvo</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Jain, A K" uniqKey="Jain A">A.K. Jain</name>
</author>
<author><name sortKey="Nandakumar, K" uniqKey="Nandakumar K">K. Nandakumar</name>
</author>
<author><name sortKey="Ross, A" uniqKey="Ross A">A. Ross</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lee, E C" uniqKey="Lee E">E.C. Lee</name>
</author>
<author><name sortKey="Jung, H" uniqKey="Jung H">H. Jung</name>
</author>
<author><name sortKey="Kim, D" uniqKey="Kim D">D. Kim</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lee, E C" uniqKey="Lee E">E.C. Lee</name>
</author>
<author><name sortKey="Park, K R" uniqKey="Park K">K.R. Park</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hamdy, O" uniqKey="Hamdy O">O. Hamdy</name>
</author>
<author><name sortKey="Traore, I" uniqKey="Traore I">I. Traoré</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Izquierdo Fuente, A" uniqKey="Izquierdo Fuente A">A. Izquierdo-Fuente</name>
</author>
<author><name sortKey="Del Val Puente, L" uniqKey="Del Val Puente L">L. del Val-Puente</name>
</author>
<author><name sortKey="Villacorta Calvo, J" uniqKey="Villacorta Calvo J">J. Villacorta-Calvo</name>
</author>
<author><name sortKey="Raboso Mateos, M" uniqKey="Raboso Mateos M">M. Raboso-Mateos</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Cristianini, N" uniqKey="Cristianini N">N. Cristianini</name>
</author>
<author><name sortKey="Shawe Taylor, J" uniqKey="Shawe Taylor J">J. Shawe-Taylor</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Theodoridis, S" uniqKey="Theodoridis S">S. Theodoridis</name>
</author>
<author><name sortKey="Koutroumbas, K" uniqKey="Koutroumbas K">K. Koutroumbas</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bishop, C M" uniqKey="Bishop C">C.M. Bishop</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Skolnik, M I" uniqKey="Skolnik M">M.I. Skolnik</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Izquierdo Fuente, A" uniqKey="Izquierdo Fuente A">A. Izquierdo-Fuente</name>
</author>
<author><name sortKey="Villacorta Calvo, J J" uniqKey="Villacorta Calvo J">J.J. Villacorta-Calvo</name>
</author>
<author><name sortKey="Val Puente, L" uniqKey="Val Puente L">L. Val-Puente</name>
</author>
<author><name sortKey="Jimenez Gomez, M I" uniqKey="Jimenez Gomez M">M.I. Jiménez-Gomez</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Wirth, W D" uniqKey="Wirth W">W.D. Wirth</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hsu, C W" uniqKey="Hsu C">C.W. Hsu</name>
</author>
<author><name sortKey="Chang, C C" uniqKey="Chang C">C.C. Chang</name>
</author>
<author><name sortKey="Lin, C J" uniqKey="Lin C">C.J. Lin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Chang, C C" uniqKey="Chang C">C.C. Chang</name>
</author>
<author><name sortKey="Lin, C J" uniqKey="Lin C">C.J. Lin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Cherkassky, V" uniqKey="Cherkassky V">V. Cherkassky</name>
</author>
<author><name sortKey="Ma, Y" uniqKey="Ma Y">Y. Ma</name>
</author>
</analytic>
</biblStruct>
</listBibl>
</div1>
</back>
</TEI>
</record>
Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Ticri/CIDE/explor/TelematiV1/Data/Ncbi/Curation
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 000B72 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Ncbi/Curation/biblio.hfd -nk 000B72 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien |wiki= Ticri/CIDE |area= TelematiV1 |flux= Ncbi |étape= Curation |type= RBID |clé= PMC:4507697 |texte= Acoustic Biometric System Based on Preprocessing Techniques and Linear Support Vector Machines }}
Pour générer des pages wiki
HfdIndexSelect -h $EXPLOR_AREA/Data/Ncbi/Curation/RBID.i -Sk "pubmed:26091392" \ | HfdSelect -Kh $EXPLOR_AREA/Data/Ncbi/Curation/biblio.hfd \ | NlmPubMed2Wicri -a TelematiV1
![]() | This area was generated with Dilib version V0.6.31. | ![]() |