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Visual mapping for natural gas pipe inspection.
- Source :
-
International Journal of Robotics Research . Apr2015, Vol. 34 Issue 4-5, p532-558. 27p. - Publication Year :
- 2015
-
Abstract
- Validating the integrity of pipes is an important task for safe natural gas production and many other operations (e.g. refineries, sewers, etc.). Indeed, there is a growing industry of actuated, actively driven mobile robots that are used to inspect pipes. Many rely on a remote operator to inspect data from a fisheye camera to perform manual inspection and provide no localization or mapping capability. In this work, we introduce a visual odometry-based system using calibrated fisheye imagery and sparse structured lighting to produce high-resolution 3D textured surface models of the inner pipe wall. Our work extends state-of-the-art visual odometry and mapping for fisheye systems to incorporate weak geometric constraints based on prior knowledge of the pipe components into a sparse bundle adjustment framework. These constraints prove essential for obtaining high-accuracy solutions given the limited spatial resolution of the fisheye system and challenging raw imagery. We show that sub-millimeter resolution modeling is viable even in pipes which are 400 mm (16”) in diameter, and that sparse range measurements from a structured lighting solution can be used to avoid the inevitable monocular scale drift. Our results show that practical, high-accuracy pipe mapping from a single fisheye camera is within reach. [ABSTRACT FROM PUBLISHER]
Details
- Language :
- English
- ISSN :
- 02783649
- Volume :
- 34
- Issue :
- 4-5
- Database :
- Academic Search Index
- Journal :
- International Journal of Robotics Research
- Publication Type :
- Academic Journal
- Accession number :
- 102106033
- Full Text :
- https://doi.org/10.1177/0278364914550133