Title :
Omnidirectional sensors cooperation for multi-target tracking
Author :
Clerentin, Arnaud ; Delahoche, Laurent ; Brassart, Eric ; Pegard, Claude
Author_Institution :
CREA-Centre de Robotique, d´´Electrotechnique et d´´Automatique, Amiens, France
Abstract :
In this paper, we present a multi-sensor cooperation paradigm between an omnidirectional vision system and a panoramic range finder system, to localize dynamically a mobile robot. These two sensors provide some complementary data which enable us to build a robust sensorial model which integrates an important number of significant primitives. Based on this model we treat the problem of maintaining a matching and propagating uncertainties on each matched primitive. Then we developed a localization method based on the tracking of significant landmarks of the environment. Our tracking method integrates a multi-level uncertainty propagation stage based on the use of the Dempster-Shafer theory.
Keywords :
computerised navigation; image matching; mobile robots; optical tracking; position control; sensor fusion; target tracking; Dempster-Shafer theory; localization; mobile robot; multiple sensor cooperation; omnidirectional vision system; panoramic range finder; primitive matching; sensor fusion; sensorial model; target tracking; Buildings; Machine vision; Redundancy; Sensor phenomena and characterization;
Conference_Titel :
Multisensor Fusion and Integration for Intelligent Systems, 2001. MFI 2001. International Conference on
Print_ISBN :
3-00-008260-3
DOI :
10.1109/MFI.2001.1013557