TY - GEN
T1 - Visual topological slam and global localization
AU - Angeli, Adrien
AU - Doncieux, St́ephane
AU - Meyer, Jean Arcady
AU - Filliat, David
PY - 2009/11/2
Y1 - 2009/11/2
N2 - Visual localization and mapping for mobile robots has been achieved with a large variety of methods. Among them, topological navigation using vision has the advantage of offering a scalable representation, and of relying on a common and affordable sensor. In previous work, we developed such an incremental and real-time topological mapping and localization solution, without using any metrical information, and by relying on a Bayesian visual loop-closure detection algorithm. In this paper, we propose an extension of this work by integrating metrical information from robot odometry in the topological map, so as to obtain a globally consistent environment model. Also, we demonstrate the performance of our system on the global localization task, where the robot has to determine its position in a map acquired beforehand.
AB - Visual localization and mapping for mobile robots has been achieved with a large variety of methods. Among them, topological navigation using vision has the advantage of offering a scalable representation, and of relying on a common and affordable sensor. In previous work, we developed such an incremental and real-time topological mapping and localization solution, without using any metrical information, and by relying on a Bayesian visual loop-closure detection algorithm. In this paper, we propose an extension of this work by integrating metrical information from robot odometry in the topological map, so as to obtain a globally consistent environment model. Also, we demonstrate the performance of our system on the global localization task, where the robot has to determine its position in a map acquired beforehand.
U2 - 10.1109/ROBOT.2009.5152501
DO - 10.1109/ROBOT.2009.5152501
M3 - Conference contribution
AN - SCOPUS:70350352770
SN - 9781424427895
T3 - Proceedings - IEEE International Conference on Robotics and Automation
SP - 4300
EP - 4305
BT - 2009 IEEE International Conference on Robotics and Automation, ICRA '09
T2 - 2009 IEEE International Conference on Robotics and Automation, ICRA '09
Y2 - 12 May 2009 through 17 May 2009
ER -