On robot-borne extended object tracking using the em algorithm

Autor: Wolfgang Koch, William Stannus, Andreas Kräußling
Rok vydání: 2004
Předmět:
Zdroj: IFAC Proceedings Volumes. 37:293-298
ISSN: 1474-6670
DOI: 10.1016/s1474-6670(17)31991-2
Popis: High precision tracking of all surrounding objects is a prerequisite to the autononious/senii-autononious management of multiple mobile robot systems. This task comprises not only tracking of moving objects, but also detection of obstacles or other stationary objects. We demonstrate that Expectation-Maximization applied to multiple object tracking is a promising method being flexible enough to handle the problems typical of robot-borne tracking, such as extended objects, dense object environment, mutual occlusions. Observations and preliminary conclusions based on simulated and real sensor data are discussed.
Databáze: OpenAIRE