Title :
An online SLAM-based mosaicking using local maps for ROVs
Author :
Ferreira, F. ; Veruggio, Gianmarco ; Caccia, M. ; Bruzzone, G.
Author_Institution :
IEIIT, CNR, Genova, Italy
Abstract :
This article discusses the possibility of building online a mosaic of the seafloor relying on a SLAM framework. The goal is to provide the ROV operator with an approximated seafloor´s visual map relatively rough. In order to have that map, it is important to get an accurate estimate of the location of the visual landmarks and, in particular, a correct data association when a visual landmark is re-visited by the vehicle. The pro posed approach uses the combination of a set of local mosaics constructed in the proximity of the SLAM visual landmarks instead of using a global mosaic. The algorithm was tested using a batch of experimental data in typical operating conditions and the results show the effectiveness of the approach.
Keywords :
SLAM (robots); image segmentation; remotely operated vehicles; robot vision; seafloor phenomena; underwater vehicles; ROV operator; data association; global mosaics; local mosaics; location estimation; online SLAM-based mosaicking; seafloor mosaic building; seafloor visual map; simultaneous localization and mapping; visual landmarks; Correlation; Detectors; Feature extraction; Reliability; Simultaneous localization and mapping; Tracking; Vehicles;
Conference_Titel :
Robotics and Automation (ICRA), 2011 IEEE International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-386-5
DOI :
10.1109/ICRA.2011.5980521