Title :
Closed-form solution for absolute scale velocity determination combining inertial measurements and a single feature correspondence
Author :
Kneip, Laurent ; Martinelli, Agostino ; Weiss, Stephan ; Scaramuzza, Davide ; Siegwart, Roland
Author_Institution :
Autonomous Syst. Lab., ETH Zurich, Zurich, Switzerland
Abstract :
This paper presents a closed-form solution for metric velocity estimation of a single camera using inertial measurements. It combines accelerometer and attitude measurements with feature observations in order to compute both the distance to the feature and the speed of the camera inside the camera frame. Notably, we show that this is possible by just using three consecutive camera positions and a single feature correspondence. Our approach represents a compact linear and multirate solution for estimating complementary information to regular essential matrix computation, namely the scale of the problem. The algorithm is thoroughly validated on simulated and real data and conditions for good quality of the results are identified.
Keywords :
accelerometers; attitude measurement; cameras; matrix algebra; velocity measurement; absolute scale velocity determination; attitude measurement; camera frame; camera position; closed-form solution; feature correspondence; inertial measurement; matrix computation; metric velocity estimation; single camera; Acceleration; Cameras; Quaternions; Robot vision systems; Simultaneous localization and mapping; Visualization;
Conference_Titel :
Robotics and Automation (ICRA), 2011 IEEE International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-386-5
DOI :
10.1109/ICRA.2011.5980127