3D Reconstruction of Anatomical Structures Using Interpolation Techniques and local Approaches

The reconstruction of the surface is the process by which a 3D object is reproduced from a collection of discrete values that sample the shape. These values are generally called point cloud. Commonly, the reconstruction methods are based on the fundamental properties of the point clouds, which are t...

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Autores:
Arteaga Daza, Luis Felipe
Tipo de recurso:
Fecha de publicación:
2019
Institución:
Universidad Nacional de Colombia
Repositorio:
Universidad Nacional de Colombia
Idioma:
spa
OAI Identifier:
oai:repositorio.unal.edu.co:unal/76727
Acceso en línea:
https://repositorio.unal.edu.co/handle/unal/76727
http://bdigital.unal.edu.co/73448/
Palabra clave:
3 D reconstruction
Pint cloud
Shape morphing
Bifurcation
Local merging
3D reconstrucción
Nube de puntos
Forma cambiante
Bifurcación
Rights
openAccess
License
Atribución-NoComercial 4.0 Internacional
id UNACIONAL2_3582c3a9894b833479abf015b905942e
oai_identifier_str oai:repositorio.unal.edu.co:unal/76727
network_acronym_str UNACIONAL2
network_name_str Universidad Nacional de Colombia
repository_id_str
dc.title.spa.fl_str_mv 3D Reconstruction of Anatomical Structures Using Interpolation Techniques and local Approaches
title 3D Reconstruction of Anatomical Structures Using Interpolation Techniques and local Approaches
spellingShingle 3D Reconstruction of Anatomical Structures Using Interpolation Techniques and local Approaches
3 D reconstruction
Pint cloud
Shape morphing
Bifurcation
Local merging
3D reconstrucción
Nube de puntos
Forma cambiante
Bifurcación
title_short 3D Reconstruction of Anatomical Structures Using Interpolation Techniques and local Approaches
title_full 3D Reconstruction of Anatomical Structures Using Interpolation Techniques and local Approaches
title_fullStr 3D Reconstruction of Anatomical Structures Using Interpolation Techniques and local Approaches
title_full_unstemmed 3D Reconstruction of Anatomical Structures Using Interpolation Techniques and local Approaches
title_sort 3D Reconstruction of Anatomical Structures Using Interpolation Techniques and local Approaches
dc.creator.fl_str_mv Arteaga Daza, Luis Felipe
dc.contributor.advisor.spa.fl_str_mv Cárdenas Peña, David (Thesis advisor)
dc.contributor.author.spa.fl_str_mv Arteaga Daza, Luis Felipe
dc.contributor.spa.fl_str_mv Castellanos Domínguez, Cesár Germán
dc.subject.proposal.spa.fl_str_mv 3 D reconstruction
Pint cloud
Shape morphing
Bifurcation
Local merging
3D reconstrucción
Nube de puntos
Forma cambiante
Bifurcación
topic 3 D reconstruction
Pint cloud
Shape morphing
Bifurcation
Local merging
3D reconstrucción
Nube de puntos
Forma cambiante
Bifurcación
description The reconstruction of the surface is the process by which a 3D object is reproduced from a collection of discrete values that sample the shape. These values are generally called point cloud. Commonly, the reconstruction methods are based on the fundamental properties of the point clouds, which are the density samples, noise, missing data, and outliers. We aim to reconstruct the surface of anatomical structures from medical images; Consider two main problems that are missing data and the presence of noise. We resolve the missing data by generating new samples from a set of contours based on Shape Morphing techniques. If we add noise to the previous problem, we must change the focus and therefore use an implicit rebuild method that is solid for the problems presented above. Finally, we combine part of the previous proposals to solve a specific problem, that occurs when we reconstruct medical images, when a contour is bifurcated into another. The methods are evaluated with the public database from medical images and compared with the standardized algorithms of state of the art and the Hausdorff distance is used to measure the perfance
publishDate 2019
dc.date.issued.spa.fl_str_mv 2019-07-17
dc.date.accessioned.spa.fl_str_mv 2020-03-30T06:27:29Z
dc.date.available.spa.fl_str_mv 2020-03-30T06:27:29Z
dc.type.spa.fl_str_mv Trabajo de grado - Maestría
dc.type.driver.spa.fl_str_mv info:eu-repo/semantics/masterThesis
dc.type.version.spa.fl_str_mv info:eu-repo/semantics/acceptedVersion
dc.type.content.spa.fl_str_mv Text
dc.type.redcol.spa.fl_str_mv http://purl.org/redcol/resource_type/TM
status_str acceptedVersion
dc.identifier.uri.none.fl_str_mv https://repositorio.unal.edu.co/handle/unal/76727
dc.identifier.eprints.spa.fl_str_mv http://bdigital.unal.edu.co/73448/
url https://repositorio.unal.edu.co/handle/unal/76727
http://bdigital.unal.edu.co/73448/
dc.language.iso.spa.fl_str_mv spa
language spa
dc.relation.ispartof.spa.fl_str_mv Universidad Nacional de Colombia Sede Manizales Facultad de Ingeniería y Arquitectura Departamento de Ingeniería Eléctrica, Electrónica y Computación
Departamento de Ingeniería Eléctrica, Electrónica y Computación
dc.relation.haspart.spa.fl_str_mv 0 Generalidades / Computer science, information and general works
6 Tecnología (ciencias aplicadas) / Technology
dc.relation.references.spa.fl_str_mv Arteaga Daza, Luis Felipe (2019) 3D Reconstruction of Anatomical Structures Using Interpolation Techniques and local Approaches. Maestría thesis, Universidad Nacional de Colombia - Sede Manizales.
dc.rights.spa.fl_str_mv Derechos reservados - Universidad Nacional de Colombia
dc.rights.coar.fl_str_mv http://purl.org/coar/access_right/c_abf2
dc.rights.license.spa.fl_str_mv Atribución-NoComercial 4.0 Internacional
dc.rights.uri.spa.fl_str_mv http://creativecommons.org/licenses/by-nc/4.0/
dc.rights.accessrights.spa.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv Atribución-NoComercial 4.0 Internacional
Derechos reservados - Universidad Nacional de Colombia
http://creativecommons.org/licenses/by-nc/4.0/
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.mimetype.spa.fl_str_mv application/pdf
institution Universidad Nacional de Colombia
bitstream.url.fl_str_mv https://repositorio.unal.edu.co/bitstream/unal/76727/1/1143952889.2019.pdf
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bitstream.checksum.fl_str_mv f6428aa345f4e01f8001fdbd7f64c9f6
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repository.name.fl_str_mv Repositorio Institucional Universidad Nacional de Colombia
repository.mail.fl_str_mv repositorio_nal@unal.edu.co
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spelling Atribución-NoComercial 4.0 InternacionalDerechos reservados - Universidad Nacional de Colombiahttp://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Castellanos Domínguez, Cesár GermánCárdenas Peña, David (Thesis advisor)3f5405b6-e82f-4b50-9677-1c4c36093f5a-1Arteaga Daza, Luis Felipef5a9357f-e11c-46fa-94a5-a79f992f391b3002020-03-30T06:27:29Z2020-03-30T06:27:29Z2019-07-17https://repositorio.unal.edu.co/handle/unal/76727http://bdigital.unal.edu.co/73448/The reconstruction of the surface is the process by which a 3D object is reproduced from a collection of discrete values that sample the shape. These values are generally called point cloud. Commonly, the reconstruction methods are based on the fundamental properties of the point clouds, which are the density samples, noise, missing data, and outliers. We aim to reconstruct the surface of anatomical structures from medical images; Consider two main problems that are missing data and the presence of noise. We resolve the missing data by generating new samples from a set of contours based on Shape Morphing techniques. If we add noise to the previous problem, we must change the focus and therefore use an implicit rebuild method that is solid for the problems presented above. Finally, we combine part of the previous proposals to solve a specific problem, that occurs when we reconstruct medical images, when a contour is bifurcated into another. The methods are evaluated with the public database from medical images and compared with the standardized algorithms of state of the art and the Hausdorff distance is used to measure the perfanceResumen La reconstrucción de superficie es el proceso mediante el cual un objeto 3D se reproduce de una colección de valores discretos que muestran la forma. Estos valores generalmente son llamados nubes de puntos. Comúnmente, los métodos de reconstrucción se basan en las propiedades básicas de las nubes de puntos, que son la densidad de muestras, ruido, datos faltantes y los valores atípicos. Nuestro objetivo es reconstruir la superficie de estructuras anatómicas a partir de imágenes médicas. Consideraremos dos problemas principales que son los datos faltantes y la presencia de ruido. Resolvemos la falta de datos generando nuevas muestras a partir de un conjunto de contornos, basándonos en técnicas de Shape Morphing (forma cambiante). Si adicionamos ruido al problema anterior, debemos cambiar de enfoque por lo tanto utilizamos un método de reconstrucción implícita que se ha demostrado que es robusto a los problemas anteriormente mencionados. Por ´ultimo combinamos parte de las propuestas anteriores para resolver un problema específico, que se presenta cuando reconstruimos imágenes médicas, que se trata, cuando un contorno se bifurca en otros contornos. Los métodos se evaluarán sobre bases de datos públicas de imágenes médicas y se compararon con dos algoritmos estándar del estado del arte y la medición de rendimiento de reconstrucción será la distancia de HausdorffMaestríaapplication/pdfspaUniversidad Nacional de Colombia Sede Manizales Facultad de Ingeniería y Arquitectura Departamento de Ingeniería Eléctrica, Electrónica y ComputaciónDepartamento de Ingeniería Eléctrica, Electrónica y Computación0 Generalidades / Computer science, information and general works6 Tecnología (ciencias aplicadas) / TechnologyArteaga Daza, Luis Felipe (2019) 3D Reconstruction of Anatomical Structures Using Interpolation Techniques and local Approaches. Maestría thesis, Universidad Nacional de Colombia - Sede Manizales.3D Reconstruction of Anatomical Structures Using Interpolation Techniques and local ApproachesTrabajo de grado - Maestríainfo:eu-repo/semantics/masterThesisinfo:eu-repo/semantics/acceptedVersionTexthttp://purl.org/redcol/resource_type/TM3 D reconstructionPint cloudShape morphingBifurcationLocal merging3D reconstrucciónNube de puntosForma cambianteBifurcaciónORIGINAL1143952889.2019.pdfapplication/pdf11890370https://repositorio.unal.edu.co/bitstream/unal/76727/1/1143952889.2019.pdff6428aa345f4e01f8001fdbd7f64c9f6MD51THUMBNAIL1143952889.2019.pdf.jpg1143952889.2019.pdf.jpgGenerated Thumbnailimage/jpeg4302https://repositorio.unal.edu.co/bitstream/unal/76727/2/1143952889.2019.pdf.jpgb074f20ea6aa68994de6002ae749ae83MD52unal/76727oai:repositorio.unal.edu.co:unal/767272023-07-15 23:03:54.134Repositorio Institucional Universidad Nacional de Colombiarepositorio_nal@unal.edu.co