DocumentCode :
2020671
Title :
A modified PMHT tracking algorithm
Author :
Fan, Bingyi ; Li, Xiang ; Li, Jianxun
Author_Institution :
Xidian Univ., Shanghai Jiaotong Univ., Shanghai, China
fYear :
2010
fDate :
23-25 Nov. 2010
Firstpage :
1604
Lastpage :
1609
Abstract :
Since the computational cost of Probabilistic Multi-Hypothesis Tracker (PMHT) is linear with respective to the number of targets and observations, significant work has been done to improve its performance. But the original PMHT is a measurement oriented algorithm which is hospital to clutters. To solve the problem, the target oriented Probabilistic Multi-Hypothesis Tracker (TO/PMHT) which takes account of the distance between measures and targets is provided. The TO/PMHT calculates the true association probabilities, and removes the weakness of hospital to clutters. The TO/PMHT is proved to be effective and validated by comparing to measurement oriented PMHT and traditional data association algorithm, such as MHT.
Keywords :
probability; sensor fusion; PMHT tracking algorithm; TO/PMHT; data association; measurement oriented algorithm; target oriented probabilistic multihypothesis tracker; Clutter; Data models; Maximum likelihood estimation; Probability; Target tracking; Time measurement; Weight measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Audio Language and Image Processing (ICALIP), 2010 International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-5856-1
Type :
conf
DOI :
10.1109/ICALIP.2010.5685001
Filename :
5685001
Link To Document :
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