Regularized spectral log difference technique for ultrasonic attenuation imaging

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The attenuation coefficient slope (ACS) has the potential to be used for tissue characterization and as a diagnostic ultrasound tool, hence complementing B-mode images. The ACS can be valuable for estimation of other ultrasound parameters such as the backscatter coefficient. There is a well-known tr...

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Detalles Bibliográficos
Autor: Coila Pacompia, Andres Leonel
Formato: tesis de maestría
Fecha de Publicación:2017
Institución:Pontificia Universidad Católica del Perú
Repositorio:PUCP-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorio.pucp.edu.pe:20.500.14657/146504
Enlace del recurso:http://hdl.handle.net/20.500.12404/8991
Nivel de acceso:acceso abierto
Materia:Ultrasonido
Reconstrucción de imágenes digitales
Imágenes en alta resolución
https://purl.org/pe-repo/ocde/ford#2.02.05
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spelling Lavarello Montero, Roberto JannielCoila Pacompia, Andres Leonel2017-07-13T22:37:26Z2017-07-13T22:37:26Z20172017-07-13http://hdl.handle.net/20.500.12404/8991The attenuation coefficient slope (ACS) has the potential to be used for tissue characterization and as a diagnostic ultrasound tool, hence complementing B-mode images. The ACS can be valuable for estimation of other ultrasound parameters such as the backscatter coefficient. There is a well-known tradeoff between the precision of the estimated ACS values and the data block size used in spectral-based techniques such as the spectral log difference (SLD). This trade-off limits the practical usefulness of spectral-based attenuation imaging techniques. In this thesis work, the regularized spectral log difference (RSLD) technique is presented in detail and evaluated with simulations and experiments with physical phantoms, ex vivo and in vivo. The ACS values obtained when using the RSLD technique were compared to the ones obtained when using the SLD technique, as well as the ground truth ACS values obtained with insertion loss techniques. The results showed that the RSLD technique allowed significantly decreasing estimation variance when using small data block sizes (i.e., standard deviation of percentage error reduced by more than an order of magnitude in all cases when using 10 x 10 data blocks) without sacrificing estimation accuracy. Therefore, the RSLD allows for the reconstruction of attenuation coefficient images with an improved trade-off between spatial resolution and estimation precision.TesisengPontificia Universidad Católica del PerúPEinfo:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by-nc-nd/2.5/pe/UltrasonidoReconstrucción de imágenes digitalesImágenes en alta resoluciónhttps://purl.org/pe-repo/ocde/ford#2.02.05Regularized spectral log difference technique for ultrasonic attenuation imaginginfo:eu-repo/semantics/masterThesisTesis de maestríareponame:PUCP-Institucionalinstname:Pontificia Universidad Católica del Perúinstacron:PUCPMaestro en Procesamiento de Señales e Imágenes Digitales.MaestríaPontificia Universidad Católica del Perú. Escuela de PosgradoProcesamiento de Señales e Imágenes Digitales10544227613077https://purl.org/pe-repo/renati/level#maestrohttp://purl.org/pe-repo/renati/type#tesis20.500.14657/146504oai:repositorio.pucp.edu.pe:20.500.14657/1465042024-06-10 10:55:11.541http://creativecommons.org/licenses/by-nc-nd/2.5/pe/info:eu-repo/semantics/openAccessmetadata.onlyhttps://repositorio.pucp.edu.peRepositorio Institucional de la PUCPrepositorio@pucp.pe
dc.title.es_ES.fl_str_mv Regularized spectral log difference technique for ultrasonic attenuation imaging
title Regularized spectral log difference technique for ultrasonic attenuation imaging
spellingShingle Regularized spectral log difference technique for ultrasonic attenuation imaging
Coila Pacompia, Andres Leonel
Ultrasonido
Reconstrucción de imágenes digitales
Imágenes en alta resolución
https://purl.org/pe-repo/ocde/ford#2.02.05
title_short Regularized spectral log difference technique for ultrasonic attenuation imaging
title_full Regularized spectral log difference technique for ultrasonic attenuation imaging
title_fullStr Regularized spectral log difference technique for ultrasonic attenuation imaging
title_full_unstemmed Regularized spectral log difference technique for ultrasonic attenuation imaging
title_sort Regularized spectral log difference technique for ultrasonic attenuation imaging
author Coila Pacompia, Andres Leonel
author_facet Coila Pacompia, Andres Leonel
author_role author
dc.contributor.advisor.fl_str_mv Lavarello Montero, Roberto Janniel
dc.contributor.author.fl_str_mv Coila Pacompia, Andres Leonel
dc.subject.es_ES.fl_str_mv Ultrasonido
Reconstrucción de imágenes digitales
Imágenes en alta resolución
topic Ultrasonido
Reconstrucción de imágenes digitales
Imágenes en alta resolución
https://purl.org/pe-repo/ocde/ford#2.02.05
dc.subject.ocde.es_ES.fl_str_mv https://purl.org/pe-repo/ocde/ford#2.02.05
description The attenuation coefficient slope (ACS) has the potential to be used for tissue characterization and as a diagnostic ultrasound tool, hence complementing B-mode images. The ACS can be valuable for estimation of other ultrasound parameters such as the backscatter coefficient. There is a well-known tradeoff between the precision of the estimated ACS values and the data block size used in spectral-based techniques such as the spectral log difference (SLD). This trade-off limits the practical usefulness of spectral-based attenuation imaging techniques. In this thesis work, the regularized spectral log difference (RSLD) technique is presented in detail and evaluated with simulations and experiments with physical phantoms, ex vivo and in vivo. The ACS values obtained when using the RSLD technique were compared to the ones obtained when using the SLD technique, as well as the ground truth ACS values obtained with insertion loss techniques. The results showed that the RSLD technique allowed significantly decreasing estimation variance when using small data block sizes (i.e., standard deviation of percentage error reduced by more than an order of magnitude in all cases when using 10 x 10 data blocks) without sacrificing estimation accuracy. Therefore, the RSLD allows for the reconstruction of attenuation coefficient images with an improved trade-off between spatial resolution and estimation precision.
publishDate 2017
dc.date.accessioned.es_ES.fl_str_mv 2017-07-13T22:37:26Z
dc.date.available.es_ES.fl_str_mv 2017-07-13T22:37:26Z
dc.date.created.es_ES.fl_str_mv 2017
dc.date.issued.fl_str_mv 2017-07-13
dc.type.es_ES.fl_str_mv info:eu-repo/semantics/masterThesis
dc.type.other.none.fl_str_mv Tesis de maestría
format masterThesis
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/20.500.12404/8991
url http://hdl.handle.net/20.500.12404/8991
dc.language.iso.es_ES.fl_str_mv eng
language eng
dc.rights.es_ES.fl_str_mv info:eu-repo/semantics/openAccess
dc.rights.uri.*.fl_str_mv http://creativecommons.org/licenses/by-nc-nd/2.5/pe/
eu_rights_str_mv openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by-nc-nd/2.5/pe/
dc.publisher.es_ES.fl_str_mv Pontificia Universidad Católica del Perú
dc.publisher.country.es_ES.fl_str_mv PE
dc.source.none.fl_str_mv reponame:PUCP-Institucional
instname:Pontificia Universidad Católica del Perú
instacron:PUCP
instname_str Pontificia Universidad Católica del Perú
instacron_str PUCP
institution PUCP
reponame_str PUCP-Institucional
collection PUCP-Institucional
repository.name.fl_str_mv Repositorio Institucional de la PUCP
repository.mail.fl_str_mv repositorio@pucp.pe
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