Title :
The pedestrian PMHT
Author :
Efe, Murat ; Ruan, Yanhua ; Willett, Peter
Author_Institution :
Electron. Eng. Deptartment, Ankara Univ., Turkey
Abstract :
For some years, we and other researchers have sought either to improve the PMHT, to increase its elegance or to show its superiority in terms of lost tracks. While all of these are important, it must be admitted that the PMHT is unlikely to gain much practical acceptance until a number of practical "pedestrian" issues are addressed. There was considerable progress in Luginbuhl, Sun and Willett, (2001), in which a track-management system (track-initiation, -termination and -merging) was proposed. Here we continue in that vein: how does the PMHT deal with nonlinear models, with consistency checks and with out-of-sequence measurements?.
Keywords :
filtering theory; tracking filters; PMHT; Probabilistic Multi-Hypothesis Tracker; filter consistency; mean square error; nonlinear filtering; out-of-sequence measurements; track-management system; Error analysis; Estimation error; Filtering; Filters; Heart; Hidden Markov models; Iterative algorithms; Mean square error methods; Merging; Veins;
Conference_Titel :
Information Fusion, 2002. Proceedings of the Fifth International Conference on
Conference_Location :
Annapolis, MD, USA
Print_ISBN :
0-9721844-1-4
DOI :
10.1109/ICIF.2002.1020894