PhD Thesis

Low-cost GPS sensor improvement using stereovision fusion

Schleicher, David; Bergasa, Luis M.; Ocaña, Manuel; Barea, Rafael; López, Elena
Year: 2010
Type of Publication: Article
Keywords: GPS sensor
Journal: Signal Processing
Volume: 90
Number: 12
Pages: 3294 - 3300
Month: December
ISSN: 0165-1684
DOI: DOI: 10.1016/j.sigpro.2010.05.017
Abstract:
This paper presents a new real-time hierarchical (topological/metric) localization system applied to the robust self-location of a vehicle in large-scale urban environments. Our proposal improves the current vehicle navigation systems based only on GPS sensor. It is exclusively based on the information provided by both, a low-cost wide-angle stereo camera and a low-cost GPS. A low level metric process obtains a 3D sequential mapping of natural landmarks and the vehicle location/orientation. GPS measurements are integrated within this low level, improving vehicle positioning. A higher topological processing level, based on fingerprints and the multi level relaxation (MLR) algorithm, has been added to reduce the global error keeping real-time constraints. Some experimental tests, using a real car navigation system on urban environments with loop closures, have been carried out. Main results and conclusions are presented.
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