Electronics Optics & Control, Volume. 25, Issue 1, 92(2018)

GM-PHD Filter Based on Multi-frame State Estimation Mechanism

WANG Li-juan1, WANG Deng-feng2, and ZHANG Yu-hong3
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
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    References(20)

    [1] [1] MAHLER R P S.Statistical multisource-multitarget information fusion[M].Norwood:Artech House,2007:185-195.

    [2] [2] MAHLER R P S.Multi-target Bayes filtering via first-order multi-target moments[J].IEEE Transactions on Aerospace and Electronic Systems,2003,39(4):1152-1178.

    [3] [3] MAHLER R P S.PHD filters of higher order in target number[J].IEEE Transactions on Aerospace and Electronic Systems,2007,43(4):1523-1543.

    [4] [4] VO B T,VO B N,CANTONI A.The cardinality balanced multi-target multi-Bernoulli filter and its implementations[J].IEEE Transactions on Signal Processing,2009,57(2): 409-423.

    [5] [5] VO B N,SINGH S,DOUCET A.Sequential Monte Carlo implementation of the PHD filter for multi-target tracking[C]//The 6th International Conference on Information Fusion,2003:792-799.

    [6] [6] VO B N,MA W K.The Gaussian mixture probability hypothesis density filter[J].IEEE Transactions on Signal Processing,2006,4(11):4091-4104.

    [7] [7] REUTER S,VO B T,VO B N,et al.The labeled multi-Bernoulli filter[J].IEEE Transactions on Signal Processing, 2014,62(12):3246-3260.

    [8] [8] VO B N,VO B T,PHUNG D.Labeled random finite sets and Bayes multi-target tracking filter[J].IEEE Transactions on Signal Processing,2014,62(24):6554-6567.

    [9] [9] PAPI F,VO B N,VO B T,et al.Generalized labeled multi-Bernoulli approximation of multi-object densities[J].IEEE Transactions on Signal Processing,2015,63(20):5487-5497.

    [10] [10] TANG X,CHEN X,MCDONALD M,et al.A multiple-detection probability hypothesis density filter[J].IEEE Transactions on Signal Processing,2015,63(8):2007-2019.

    [11] [11] ZHANG H Q,GE H W,YANG J L.Adaptive Gaussian mixture probability hypothesis density for tracking multiple targets[J].Optik-International Journal for Light and Electron Optics,2016,127(8):3918-3924.

    [12] [12] ZHOU X L,LI Y F,HE B W,et al.GM-PHD-based multi-target visual tracking using entropy distribution and game theory[J].IEEE Transactions on Industrial Informatics, 2014,10(2):1064-1076.

    [13] [13] SHI C M,ZHAO L L,WANG J J,et al.Micro-object motion tracking based on the probability hypothesis density particle tracker[J].Journal of Mathematical Biology, 2016,72 (5):1225-1254.

    [14] [14] PAPI F,KIM D Y.A particle multi-target tracker for superpositional measurements using labeled random finite sets[J].IEEE Transactions on Signal Processing, 2015, 63(16):4348-4358.

    [15] [15] GOSTAR A K,HOSEINNEZHAD R,BAB-HADIASHAR A.Multi-Bernoulli sensor-selection for multi-target tracking with unknown clutter and detection profiles[J].Signal Processing,2016,119(c):28-42.

    [16] [16] YAZDIAN-DEHKORDI M,AZIMIFAR Z,MASNADI-SHI- RAZI M A.An improvement on GM-PHD filter for occluded target tracking[C]//The IEEE 36th International Conference on Acoustics,Speech and Signal Processing (ICASSP),2011:1773-1776.

    [17] [17] YAZDIAN-DEHKORDI M,AZIMIFAR Z,MASNADI-SHI-RAZI M A.Penalized Gaussian mixture probability hypothesis density filter for multiple target tracking[J].Signal Processing,2013,92 (5):1230-1242.

    [18] [18] WANG Y,MENG H D,LIU Y M,et al.Collaborative penalized Gaussian mixture PHD tracker for close target tracking[J].Signal Processing,2014,102(9):1-15.

    [19] [19] ZHANG H Q,GE H W,YANG J L,et al.A GM-PHD algorithm for multiple target tracking based on false alarm detection with irregular window[J].Signal Processing, 2016,120(c):537-552.

    [20] [20] SCHUHMACHER D,VO B T,VO B N.A consistent metric for performance evaluation of multi-object filters[J].IEEE Transactions on Signal Processing,2008,56(8):3447-3457.

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    WANG Li-juan, WANG Deng-feng, ZHANG Yu-hong. GM-PHD Filter Based on Multi-frame State Estimation Mechanism[J]. Electronics Optics & Control, 2018, 25(1): 92

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    Paper Information

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    Received: Mar. 16, 2017

    Accepted: --

    Published Online: Jan. 30, 2018

    The Author Email:

    DOI:10.3969/j.issn.1671-637x.2018.01.020

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