Title :
The track repulsion effect in automatic tracking
Author :
Coraluppi, Stefano ; Carthel, Craig ; Willett, Peter ; Dingboe, Maxence ; Neill, Owen O. ; Luginbuhl, Tod
Author_Institution :
Appl. Res. Dept., NATO Undersea Res. Centre, La Spezia, Italy
Abstract :
The track coalescence effect degrades the performance of probabilistic data association trackers in dense target scenarios. Recently, it has been observed that an opposite effect exists with trackers that utilize hard data association, which we denote as the track repulsion effect. In this paper, we examine this effect in the context of a crossing target scenario, and explore the effectiveness of a track-oriented multi-hypothesis tracker in combating this effect, with both single-stage and multi-stage processing configurations.
Keywords :
sensor fusion; target tracking; automatic tracking; probabilistic data association trackers; track coalescence effect; track repulsion effect; track-oriented multi-hypothesis tracker; Computer networks; Data acquisition; Degradation; Distributed computing; Distributed processing; Performance gain; Sensor fusion; Sonar; Surveillance; Target tracking; Target tracking; distributed processing; multi-hypothesis tracking; track coalescence; track repulsion effect;
Conference_Titel :
Information Fusion, 2009. FUSION '09. 12th International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
978-0-9824-4380-4