Title
Inertial Aiding of Inverse Depth SLAM using a Monocular Camera
Abstract
This paper presents the benefits of using a low cost inertial measurement unit to aid in an implementation of inverse depth initialized SLAM using a hand-held monocular camera. Results are presented with and without inertial observations for different assumed initial ranges to features on the same dataset. When using only the camera, the scale of the scene is not observable. As expected, the scale of the map depends on the prior used to initialize the depth of the features and may drift when exploring new terrain, precluding loop closure. The results show that the inertial observations help to improve the estimated trajectory of the camera leading to a better estimation of the map scale and a more accurate localization of features.
Year
DOI
Venue
2007
10.1109/ROBOT.2007.363895
ICRA
Keywords
Field
DocType
inverse depth slam,feature extraction,slam (robots),computer vision,inertial measurement unit,handheld monocular camera,loop closure,feature depth initialization,accelerometers,simultaneous localization and mapping,measurement units,acceleration
Inertial frame of reference,Scale (map),Computer vision,Accelerometer,Terrain,Feature extraction,Inertial measurement unit,Artificial intelligence,Engineering,Simultaneous localization and mapping,Trajectory
Conference
Volume
Issue
ISSN
2007
1
1050-4729 E-ISBN : 1-4244-0602-1
ISBN
Citations 
PageRank 
1-4244-0602-1
53
3.35
References 
Authors
7
4
Name
Order
Citations
PageRank
Pedro Pinies118114.45
Todd Lupton2746.17
Salah Sukkarieh31142141.84
Juan Domingo43319258.54