Title :
Coupling visual servoing with active structure from motion
Author :
Spica, Riccardo ; Giordano, Paolo Robuffo ; Chaumette, Francois
Author_Institution :
Irisa & Inria Rennes BretagneAtlantique, Univ. of Rennes 1, Rennes, France
fDate :
May 31 2014-June 7 2014
Abstract :
In this paper we propose a solution for coupling the execution of a visual servoing task with a recently developed active Structure from Motion strategy able to optimize online the convergence rate in estimating the (unknown) 3D structure of the scene. This is achieved by suitably modifying the robot trajectory in the null-space of the servoing task so as to render the camera motion `more informative´ w.r.t. the states to be estimated. As a byproduct, the better 3D structure estimation also improves the evaluation of the servoing interaction matrix which, in turn, results in a better closed-loop convergence of the task itself. The reported experimental results support the theoretical analysis and show the benefits of the method.
Keywords :
closed loop systems; matrix algebra; robot vision; state estimation; visual servoing; 3D scene structure estimation; active structure from motion strategy; camera motion; closed-loop convergence; robot trajectory; servoing interaction matrix; state estimation; visual servoing; Cameras; Convergence; Estimation; Robots; Switches; Vectors; Visualization;
Conference_Titel :
Robotics and Automation (ICRA), 2014 IEEE International Conference on
Conference_Location :
Hong Kong
DOI :
10.1109/ICRA.2014.6907303