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A modified particle filter for simultaneous robot localization and landmark tracking in an indoor environment

Year: 2004
Type: conference-paper
Abstract: This paper presents the implementation of a modified particle filter for vision-based simultaneous localization and mapping of an autonomous robot in a structured indoor environment. Through this method, artificial landmarks such as multi-coloured cylinders can be tracked with a camera mounted on the robot, and the position of the robot can be estimated at the same time. Experimental results in simulation and in real environments show that this approach has advantages over the extended Kalman filter with ambiguous data association and various levels of odometric noise. 1
Language: English
Open Access status: green
OpenAlex ID: W174908431
FWCI: 0.252
Cites: 17
Cited by: 18
Related to: 10