Title :
Vision-Based Differential GPS: Improving VSLAM / GPS Fusion in Urban Environment with 3D Building Models
Author :
Larnaout, Dorra ; Gay-Belllile, Vincent ; Bourgeois, Steve ; Dhome, Michel
Author_Institution :
Vision & Content Eng. Lab., CEA List, Gif-sur-Yvette, France
Abstract :
We improve in this paper the localization accuracy of visual SLAM (VSLAM) / GPS fusion in dense urban area by using 3D building models provided by Geographic Information System (GIS). GPS inaccuracies are corrected by comparison of the reconstruction resulting from the VSLAM / GPS fusion with 3D building models. These corrected GPS data are thereafter re-injected in the fusion process. Experimental results demonstrate the accuracy improvements achieved through our proposed solution.
Keywords :
Global Positioning System; SLAM (robots); geographic information systems; image fusion; image reconstruction; 3D building models; GIS; GPS inaccuracies; VSLAM-GPS fusion; geographic information system; localization accuracy; urban environments; vision-based differential GPS; visual SLAM; Accuracy; Buildings; Cameras; Global Positioning System; Solid modeling; Three-dimensional displays; Trajectory; GIS; GPS; VSLAM; bundle adjustment;
Conference_Titel :
3D Vision (3DV), 2014 2nd International Conference on
Conference_Location :
Tokyo
DOI :
10.1109/3DV.2014.73