Title :
Range estimation from a moving camera: An Immersion and Invariance approach
Author :
Morbidi, Fabio ; Prattichizzo, Domenico
Author_Institution :
Dipt. di Ing. dell´´Inf., Univ. of Siena, Rome, Italy
Abstract :
The paper proposes an original solution to the range identification problem for perspective dynamical systems. The depth of a static point observed by a pinhole camera undergoing a predefined 3-D motion, is estimated from its 2-D projection on the image plane. The proposed nonlinear observer relies on the immersion and invariance (I&I) methodology and offers several advantages over the existing range estimators. The paper also provides an analytical study of nonlinear observability performed with the extended output Jacobian. Extensive simulation experiments illustrate the theory and show the effectiveness of the proposed design.
Keywords :
distance measurement; image sensors; extended output Jacobian; immersion approach; invariance approach; moving camera; nonlinear observability; perspective dynamical systems; pinhole camera; range estimation; range identification problem; Cameras; Jacobian matrices; Motion estimation; Nonlinear dynamical systems; Nonlinear systems; Observability; Observers; Performance analysis; Robot vision systems; Robotics and automation;
Conference_Titel :
Robotics and Automation, 2009. ICRA '09. IEEE International Conference on
Conference_Location :
Kobe
Print_ISBN :
978-1-4244-2788-8
Electronic_ISBN :
1050-4729
DOI :
10.1109/ROBOT.2009.5152615