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» On the complexity and consistency of UKF-based SLAM
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IROS
2007
IEEE
135views Robotics» more  IROS 2007»
13 years 11 months ago
Power-SLAM: A linear-complexity, consistent algorithm for SLAM
— In this paper, we present an Extended Kalman Filter (EKF)-based estimator for simultaneous localization and mapping (SLAM) with processing requirements that are linear in the n...
Esha D. Nerurkar, Stergios I. Roumeliotis
RSS
2007
128views Robotics» more  RSS 2007»
13 years 6 months ago
Data Association in O(n) for Divide and Conquer SLAM
—In this paper we show that all processes associated to the move-sense-update cycle of EKF SLAM can be carried out in time linear in the number of map features. We describe Divid...
Lina María Paz, José E. Guivant, Jua...
ICRA
2009
IEEE
154views Robotics» more  ICRA 2009»
13 years 11 months ago
On the complexity and consistency of UKF-based SLAM
— This paper addresses two key limitations of the unscented Kalman filter (UKF) when applied to the simultaneous localization and mapping (SLAM) problem: the cubic, in the numbe...
Guoquan Huang, Anastasios I. Mourikis, Stergios I....
IJCAI
2003
13 years 6 months ago
Consistent, Convergent, and Constant-Time SLAM
This paper presents a new efficient algorithm for simultaneous localization and mapping (SLAM), using multiple overlapping submaps, each built with respect to a local frame of re...
John J. Leonard, Paul M. Newman
ICRA
2008
IEEE
144views Robotics» more  ICRA 2008»
13 years 11 months ago
Interacting multiple model monocular SLAM
— Recent work has demonstrated the benefits of adopting a fully probabilistic SLAM approach in sequential motion and structure estimation from an image sequence. Unlike standard...
Javier Civera, Andrew J. Davison, J. M. M. Montiel