Tridemensional reconstruction of scenes with LiDAR and camera

Detalhes bibliográficos
Autor(a) principal: Lourenço, Bernardo Miguel Martins
Data de Publicação: 2018
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10773/29112
Resumo: Tridimensional reconstruction is still a challenging area, that has multiple application in architecture and robotics. Several technologies are used today, like Stereoscopy or Structured Light, however, none is able to achieve precise geometric results, which are usually required. A technology, LiDAR, has evolved as the de facto technology for tridimensional reconstruction, being able to achieve unmatched results. Yet, this technology is unable to register the color of objects, so the usual solution is to use a camera for this. Therefore, in this work, a set of algorithms and techniques for tridimensional reconstruction with a LiDAR laser scanner and a camera was developed. Moreover, a 3D scanner was developed to register real-word scenes. In particular, an innovative calibration method was developed to calibrate the laser scanner, which performed above a similar calibration method. Finally, the reconstruction process was tested with real data. The geometric reconstruction was very accurate but the color reconstruction was not, especially because of the poor calibration of the camera.
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spelling Tridemensional reconstruction of scenes with LiDAR and camera3D reconstructionLaser scannerPoint cloudCalibrationNormal estimationColor fusionColor registrationTridimensional reconstruction is still a challenging area, that has multiple application in architecture and robotics. Several technologies are used today, like Stereoscopy or Structured Light, however, none is able to achieve precise geometric results, which are usually required. A technology, LiDAR, has evolved as the de facto technology for tridimensional reconstruction, being able to achieve unmatched results. Yet, this technology is unable to register the color of objects, so the usual solution is to use a camera for this. Therefore, in this work, a set of algorithms and techniques for tridimensional reconstruction with a LiDAR laser scanner and a camera was developed. Moreover, a 3D scanner was developed to register real-word scenes. In particular, an innovative calibration method was developed to calibrate the laser scanner, which performed above a similar calibration method. Finally, the reconstruction process was tested with real data. The geometric reconstruction was very accurate but the color reconstruction was not, especially because of the poor calibration of the camera.Reconstrução tridimensional é uma área com múltiplas aplicações em arquitetura e robótica. Inúmera tecnologias existem para este efeito, como por exemplo a estereoscopia e luz estruturada. Contudo, muitas tecnologias carecem de precisão geométrica, que é por vezes um requisito. Outra tecnologia - LiDAR - é usada por causa dos seus resultados geométricos inigualáveis. No entanto, LiDAR é incapaz de capturar a cor dos objetos e uma solução é a integração de uma câmara com o LiDAR. Assim, neste trabalho foram desenvolvidos um conjunto de técnicas e algoritmos direcionados para a reconstrução 3D com LiDAR e câmara. Além disso, um scanner 3D foi desenvolvido para registrar cenas reais. Em particular, um método de calibração inovador foi desenvolvido para a calibração do laser, com precisão superior a um método semelhante. Finalmente, os métodos foram testados com dados de cenas reais. A reconstrução geométrica foi bem sucedida mas o registo de cor ficou aquém do que era esperado, por causa de uma calibração pouco precisa da câmara.2020-08-25T14:32:41Z2018-11-30T00:00:00Z2018-11-30info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10773/29112TID:202238024engLourenço, Bernardo Miguel Martinsinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-02-22T11:56:19Zoai:ria.ua.pt:10773/29112Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:01:31.733230Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Tridemensional reconstruction of scenes with LiDAR and camera
title Tridemensional reconstruction of scenes with LiDAR and camera
spellingShingle Tridemensional reconstruction of scenes with LiDAR and camera
Lourenço, Bernardo Miguel Martins
3D reconstruction
Laser scanner
Point cloud
Calibration
Normal estimation
Color fusion
Color registration
title_short Tridemensional reconstruction of scenes with LiDAR and camera
title_full Tridemensional reconstruction of scenes with LiDAR and camera
title_fullStr Tridemensional reconstruction of scenes with LiDAR and camera
title_full_unstemmed Tridemensional reconstruction of scenes with LiDAR and camera
title_sort Tridemensional reconstruction of scenes with LiDAR and camera
author Lourenço, Bernardo Miguel Martins
author_facet Lourenço, Bernardo Miguel Martins
author_role author
dc.contributor.author.fl_str_mv Lourenço, Bernardo Miguel Martins
dc.subject.por.fl_str_mv 3D reconstruction
Laser scanner
Point cloud
Calibration
Normal estimation
Color fusion
Color registration
topic 3D reconstruction
Laser scanner
Point cloud
Calibration
Normal estimation
Color fusion
Color registration
description Tridimensional reconstruction is still a challenging area, that has multiple application in architecture and robotics. Several technologies are used today, like Stereoscopy or Structured Light, however, none is able to achieve precise geometric results, which are usually required. A technology, LiDAR, has evolved as the de facto technology for tridimensional reconstruction, being able to achieve unmatched results. Yet, this technology is unable to register the color of objects, so the usual solution is to use a camera for this. Therefore, in this work, a set of algorithms and techniques for tridimensional reconstruction with a LiDAR laser scanner and a camera was developed. Moreover, a 3D scanner was developed to register real-word scenes. In particular, an innovative calibration method was developed to calibrate the laser scanner, which performed above a similar calibration method. Finally, the reconstruction process was tested with real data. The geometric reconstruction was very accurate but the color reconstruction was not, especially because of the poor calibration of the camera.
publishDate 2018
dc.date.none.fl_str_mv 2018-11-30T00:00:00Z
2018-11-30
2020-08-25T14:32:41Z
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TID:202238024
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