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A surface-based Next-Best-View approach for automated 3D model completion of unknown objects

Kriegel, Simon and Bodenmuller, Tim and Suppa, Michael and Hirzinger, Gerd (2011) A surface-based Next-Best-View approach for automated 3D model completion of unknown objects. In: Proceedings of ICRA 2011, pp. 4869-4874. IEEE International Conference on Robotics and Automation (ICRA), 9-13 May 2011, Shanghai, China.

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Official URL: http://dx.doi.org/10.1109/ICRA.2011.5979947

Abstract

The procedure of manually generating a 3D model of an object is very time consuming for a human operator. Next-best-view (NBV) planning is an important aspect for automation of this procedure in a robotic environment. We propose a surface-based NBV approach, which creates a triangle surface from a real-time data stream and determines viewpoints similar to human intuition. Thereby, the boundaries in the surface are detected and a quadratic patch for each boundary is estimated. Then several viewpoint candidates are calculated, which look perpendicular to the surface and overlap with previous sensor data. A NBV is selected with the goal to fill areas which are occluded. This approach focuses on the completion of a 3D model of an unknown object. Thereby, the search pace for the viewpoints is not restricted to a cylinder or sphere. Our NBV determination proves to be very fast, and is evaluated in an experiment on test objects, applying an industrial robot and a laser range scanner.

Item URL in elib:https://elib.dlr.de/73427/
Document Type:Conference or Workshop Item (Speech, Paper)
Additional Information:Volltext nicht frei.
Title:A surface-based Next-Best-View approach for automated 3D model completion of unknown objects
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Kriegel, Simonsimon.kriegel (at) dlr.deUNSPECIFIED
Bodenmuller, TimUNSPECIFIEDUNSPECIFIED
Suppa, MichaelUNSPECIFIEDUNSPECIFIED
Hirzinger, GerdUNSPECIFIEDUNSPECIFIED
Date:12 May 2011
Journal or Publication Title:Proceedings of ICRA 2011
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Page Range:pp. 4869-4874
Status:Published
Keywords:view planning, 3D object reconstruction
Event Title:IEEE International Conference on Robotics and Automation (ICRA)
Event Location:Shanghai, China
Event Type:international Conference
Event Dates:9-13 May 2011
HGF - Research field:Aeronautics, Space and Transport (old)
HGF - Program:Space (old)
HGF - Program Themes:W SY - Technik für Raumfahrtsysteme
DLR - Research area:Space
DLR - Program:W SY - Technik für Raumfahrtsysteme
DLR - Research theme (Project):W - RMC - Kognitive Intelligenz und Autonomie (old)
Location: Oberpfaffenhofen
Institutes and Institutions:Institute of Robotics and Mechatronics (until 2012) > Robotic Systems
Deposited By: Kriegel, Dr. Simon
Deposited On:23 Dec 2011 14:59
Last Modified:31 Jul 2019 19:34

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