Multiple Target Tracking Based on Sets of Trajectories

被引：64
作者：
Garcia-Fernandez, Angel F. [1 ,2 ]
Svensson, Lennart [3 ]
Morelande, Mark R. [4 ]
机构：
[1] Univ Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, England
[2] Univ Antonio de Nebrija, ARIES Res Ctr, Madrid, Spain
[3] Chalmers Univ Technol, Dept Elect Engn, SE-41296 Gothenburg, Sweden
[4] Natl Australia Bank, Melbourne, Vic 3000, Australia
来源：
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS | 2020年 / 56卷 / 03期
关键词：
MONTE-CARLO METHODS; RANDOM FINITE SETS; MULTITARGET TRACKING; PARTICLE FILTER; DERIVATION; ALGORITHM;
D O I：
10.1109/TAES.2019.2921210
中图分类号：
V [航空、航天];
学科分类号：
08 ; 0825 ;
摘要：
We propose a solution of the multiple target tracking (MTT) problem based on sets of trajectories and the random finite set framework. A full Bayesian approach to TT should characterize the distribution of the trajectories given the measurements, as it contains all information about the trajectories. We attain this by considering multiobject density functions in which objects are trajectories. For the standard tracking models, we also describe a conjugate family of multitrajectory density functions.
引用
收藏
页码：1685 / 1707
页数：23
相关论文
共 51 条
  • [1] Complementary approaches to understanding the plant circadian clock
    Akman, Ozgur E.
    Guerriero, Maria Luisa
    Loewe, Laurence
    Troein, Carl
    [J]. ELECTRONIC PROCEEDINGS IN THEORETICAL COMPUTER SCIENCE, 2010, (19): : 1 - 19
  • [2] Aoki E. H., 2012, P 9 IET DAT FUS TARG, P1
  • [3] Labeling Uncertainty in Multitarget Tracking
    Aoki, Edson Hiroshi
    Mandal, Pranab K.
    Svensson, Lennart
    Boers, Yvo
    Bagchi, Arunabha
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2016, 52 (03) : 1006 - 1020
  • [4] Labeled Random Finite Sets and the Bayes Multi-Target Tracking Filter
    Ba-Ngu Vo
    Ba-Tuong Vo
    Dinh Phung
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2014, 62 (24) : 6554 - 6567
  • [5] Labeled Random Finite Sets and Multi-Object Conjugate Priors
    Ba-Tuong Vo
    Ba-Ngu Vo
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (13) : 3460 - 3475
  • [6] Bento J., 2016, METRIC SETS TRAJECTO
  • [7] Blackman S. S., 1999, Design and analysis of modern tracking systems
  • [8] Multiple hypothesis tracking for multiple target tracking
    Blackman, SS
    [J]. IEEE AEROSPACE AND ELECTRONIC SYSTEMS MAGAZINE, 2004, 19 (01) : 5 - 18
  • [9] Blom H., 2008, INF FUS 2008 11 INT, P1
  • [10] Blom HAP, 2009, FUSION: 2009 12TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION, VOLS 1-4, P1296
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