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Semantic 3D object maps for everyday robot manipulation

The book written by Dr. Radu B. Rusu presents a detailed description of 3D Semantic Mapping in the context of mobile robot manipulation. As autonomous robotic platforms get more sophisticated manipulation capabilities, they also need more expressive and comprehensive environment models that include...

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Detalles Bibliográficos
Autor principal: Rusu, Radu Bogdan
Lenguaje:eng
Publicado: Springer 2013
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-642-35479-3
http://cds.cern.ch/record/1518693
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author Rusu, Radu Bogdan
author_facet Rusu, Radu Bogdan
author_sort Rusu, Radu Bogdan
collection CERN
description The book written by Dr. Radu B. Rusu presents a detailed description of 3D Semantic Mapping in the context of mobile robot manipulation. As autonomous robotic platforms get more sophisticated manipulation capabilities, they also need more expressive and comprehensive environment models that include the objects present in the world, together with their position, form, and other semantic aspects, as well as interpretations of these objects with respect to the robot tasks.   The book proposes novel 3D feature representations called Point Feature Histograms (PFH), as well as frameworks for the acquisition and processing of Semantic 3D Object Maps with contributions to robust registration, fast segmentation into regions, and reliable object detection, categorization, and reconstruction. These contributions have been fully implemented and empirically evaluated on different robotic systems, and have been the original kernel to the widely successful open-source project the Point Cloud Library (PCL) -- see http://pointclouds.org.
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institution Organización Europea para la Investigación Nuclear
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spelling cern-15186932021-04-21T23:10:57Zdoi:10.1007/978-3-642-35479-3http://cds.cern.ch/record/1518693engRusu, Radu BogdanSemantic 3D object maps for everyday robot manipulationEngineeringThe book written by Dr. Radu B. Rusu presents a detailed description of 3D Semantic Mapping in the context of mobile robot manipulation. As autonomous robotic platforms get more sophisticated manipulation capabilities, they also need more expressive and comprehensive environment models that include the objects present in the world, together with their position, form, and other semantic aspects, as well as interpretations of these objects with respect to the robot tasks.   The book proposes novel 3D feature representations called Point Feature Histograms (PFH), as well as frameworks for the acquisition and processing of Semantic 3D Object Maps with contributions to robust registration, fast segmentation into regions, and reliable object detection, categorization, and reconstruction. These contributions have been fully implemented and empirically evaluated on different robotic systems, and have been the original kernel to the widely successful open-source project the Point Cloud Library (PCL) -- see http://pointclouds.org.Springeroai:cds.cern.ch:15186932013
spellingShingle Engineering
Rusu, Radu Bogdan
Semantic 3D object maps for everyday robot manipulation
title Semantic 3D object maps for everyday robot manipulation
title_full Semantic 3D object maps for everyday robot manipulation
title_fullStr Semantic 3D object maps for everyday robot manipulation
title_full_unstemmed Semantic 3D object maps for everyday robot manipulation
title_short Semantic 3D object maps for everyday robot manipulation
title_sort semantic 3d object maps for everyday robot manipulation
topic Engineering
url https://dx.doi.org/10.1007/978-3-642-35479-3
http://cds.cern.ch/record/1518693
work_keys_str_mv AT rusuradubogdan semantic3dobjectmapsforeverydayrobotmanipulation