Title :
Fast Odometry Integration in Local Bundle Adjustment-Based Visual SLAM
Author :
Eudes, Alexandre ; Lhuillier, Maxime ; Naudet-Collette, Sylvie ; Dhome, Michel
Author_Institution :
LASMEA, Univ. Blaise Pascal, Aubière, France
Abstract :
The Simultaneous Localisation And Mapping (SLAM) for a camera moving in a scene is a long term research problem. Here we improve a recent visual SLAM which applies Local Bundle Adjustments (LBA) on selected key-frames of a video: we show how to correct the scale drift observed in long monocular video sequence using an additional odometry sensor. Our method and results are interesting for several reasons: (1) the pose accuracy is improved on real examples (2) we do not sacrifice the consistency between the reconstructed 3D points and image features to fit odometry data (3) the modification of the original visual SLAM method is not difficult.
Keywords :
SLAM (robots); robot vision; video signal processing; LBA; local bundle adjustment; monocular video sequence; odometry integration; odometry sensor; simultaneous localisation and mapping; visual SLAM; Cameras; Estimation; Real time systems; Simultaneous localization and mapping; Three dimensional displays; Trajectory; Visualization; Local bundle adjustment; Visual Slam; odometry;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.80