Tree-based search of the next best view/state for three-dimensional object reconstruction

Three-dimensional models from real objects have many applications in robotics. To automatically build a three-dimensional model from an object, it is essential to determine where to place the range sensor in order to completely observe the object. However, the view (position and orientation) of the...

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Main Authors: J Irving Vasquez-Gomez, L Enrique Sucar, Rafael Murrieta-Cid, Juan-Carlos Herrera-Lozada
Format: Article
Language:English
Published: SAGE Publishing 2018-02-01
Series:International Journal of Advanced Robotic Systems
Online Access:https://doi.org/10.1177/1729881418754575
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author J Irving Vasquez-Gomez
L Enrique Sucar
Rafael Murrieta-Cid
Juan-Carlos Herrera-Lozada
author_facet J Irving Vasquez-Gomez
L Enrique Sucar
Rafael Murrieta-Cid
Juan-Carlos Herrera-Lozada
author_sort J Irving Vasquez-Gomez
collection DOAJ
description Three-dimensional models from real objects have many applications in robotics. To automatically build a three-dimensional model from an object, it is essential to determine where to place the range sensor in order to completely observe the object. However, the view (position and orientation) of the sensor is not sufficient, given that its corresponding robot state needs to be calculated. Additionally, a collision-free trajectory to reach that state is required. In this article, we directly find the state of the robot whose corresponding sensor view observes the object. This method does not require to calculate the inverse kinematics of the robot. Unlike previous approaches, the proposed method guides the search with a tree structure based on a rapidly exploring random tree overcoming previous sampling techniques. In addition, we propose an information metric that improves the reconstruction performance of previous information metrics.
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spelling doaj.art-9323ad4be409464db383b0f90f4c3a322022-12-21T18:54:38ZengSAGE PublishingInternational Journal of Advanced Robotic Systems1729-88142018-02-011510.1177/1729881418754575Tree-based search of the next best view/state for three-dimensional object reconstructionJ Irving Vasquez-Gomez0L Enrique Sucar1Rafael Murrieta-Cid2Juan-Carlos Herrera-Lozada3 Consejo Nacional de Ciencia y Tecnología - Instituto Politécnico Nacional, Centro de Innovación y Desarrollo Tecnológico en Cómputo, Ciudad de México, México. Instituto Nacional de Astrofísica Óptica y Electrónica, Puebla, Mexico Centro de Investigación en Matemáticas, Guanajuato, Mexico Instituto Politécnico Nacional, Centro de Innovación y Desarrollo Tecnológico en Cómputo, Ciudad de México, MexicoThree-dimensional models from real objects have many applications in robotics. To automatically build a three-dimensional model from an object, it is essential to determine where to place the range sensor in order to completely observe the object. However, the view (position and orientation) of the sensor is not sufficient, given that its corresponding robot state needs to be calculated. Additionally, a collision-free trajectory to reach that state is required. In this article, we directly find the state of the robot whose corresponding sensor view observes the object. This method does not require to calculate the inverse kinematics of the robot. Unlike previous approaches, the proposed method guides the search with a tree structure based on a rapidly exploring random tree overcoming previous sampling techniques. In addition, we propose an information metric that improves the reconstruction performance of previous information metrics.https://doi.org/10.1177/1729881418754575
spellingShingle J Irving Vasquez-Gomez
L Enrique Sucar
Rafael Murrieta-Cid
Juan-Carlos Herrera-Lozada
Tree-based search of the next best view/state for three-dimensional object reconstruction
International Journal of Advanced Robotic Systems
title Tree-based search of the next best view/state for three-dimensional object reconstruction
title_full Tree-based search of the next best view/state for three-dimensional object reconstruction
title_fullStr Tree-based search of the next best view/state for three-dimensional object reconstruction
title_full_unstemmed Tree-based search of the next best view/state for three-dimensional object reconstruction
title_short Tree-based search of the next best view/state for three-dimensional object reconstruction
title_sort tree based search of the next best view state for three dimensional object reconstruction
url https://doi.org/10.1177/1729881418754575
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