Opto-Electronic Engineering, Volume. 45, Issue 8, 170569(2018)

Dim small target tracking based on improved particle filter

Fan Xiangsuo1,2,3、*, Xu Zhiyong1,3, and Zhang Jianlin1,3
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
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    References(21)

    [1] [1] Miao X K, Wang C P. Single frame infra-red (IR) dim small target detection based on improved sobel operator[J]. Opto- Electronics Engineering, 2016, 43(12): 119–125.

    [2] [2] Wang X, Tang Z. New Method for Infrared Small Target Detection under Complex Background [J]. Journal of System Simulation, 2009, 21(20): 6568–6572.

    [3] [3] Wang X, Liu L, Tang Z M. Infrared human tracking with improved mean shift algorithm based on multicue fusion[J]. Applied Optics, 2009, 48(21): 4201–4212.

    [4] [4] Wang J P, Sun H Y, Zhang X. Track-before-detect algorithm for infrared dim target based on kalman filter[J]. Journal of Academy of Equipment, 2012, 23(2): 72–77.

    [5] [5] Zhan R H, Wan J W. Iterated unscented Kalman filter for passive target tracking[J]. IEEE Transactions on Aerospace and Electronic Systems, 2007, 43(3): 1155–1163.

    [6] [6] Kang L, Xie W X, Huang J X. Tracking of infrared small target based on unscented particle filtering[J]. Systems Engineering and Electronics, 2007, 29(1): 1–4.

    [7] [7] Han H, Ding Y S, Hao K R, et al. Particle filter for state estimation of jump Markov nonlinear system with application to multi- targets tracking[J]. International Journal of Systems Science, 2013, 44(7): 1333–1343.

    [8] [8] Han H, Ding Y S, Hao K R, et al. An evolutionary particle filter with the immune genetic algorithm for intelligent video target tracking[J]. Computers & Mathematics with Applications, 2011, 62(7): 2685–2695.

    [9] [9] Chong Y W, Wang Z W, Chen R, et al. A particle filter infrared target tracking method based on multi-feature adaptive fusion[ J]. Geomatics and Information Science of Wuhan University, 2016, 41(5): 598–604.

    [10] [10] Wang X, Tang Z. Infrared human tracking based on improved particle filter under complex background [J]. Journal of System Simulation, 2010, 22(10): 656–663.

    [11] [11] Wang X, Tang Z. Application of particle filter based on feature fusion in small IR target tracking [J]. Journal of Image and Graphics, 2010, 15(1): 91–97.

    [12] [12] Wang W G, Li C M, Shi J N. A robust infrared dim target detection method based on template filtering and saliency extraction[ J]. Infrared Physics & Technology, 2015, 73: 19–28.

    [13] [13] Wang X, Shen S Q, Ning C, et al. A sparse representation- based method for infrared dim target detection under sea–sky background[J]. Infrared Physics & Technology, 2015, 71: 347–355.

    [14] [14] Li Z Z, Chen J, Hou Q, et al. Sparse representation for infrared dim target detection via a discriminative over-complete dictionary learned online[J]. Sensors, 2014, 14(6): 9451–9470.

    [15] [15] Wang L J, Ouyang W L, Wang X G, et al. Visual tracking with fully convolutional networks[C]// Proceedings of 2015 IEEE International Conference on Computer Vision. Santiago, Chile: IEEE, 2015.

    [16] [16] Ma C, Huang J B, Yang X K, et al. Hierarchical convolutional features for visual tracking[C]// Proceedings of 2015 IEEE International Conference on Computer Vision. Santiago, Chile: IEEE, 2015.

    [17] [17] Yang X, Sun H, Fu K, et al. Automatic ship detection in remote sensing images from google earth of complex scenes based on multiscale rotation dense feature pyramid networks[J]. Remote Sensing, 2018, 10(1): 132–139.

    [18] [18] Wang X. Infrared target detection and tracking algorithms under complex background[D]. Nanjing: Nanjing University of Science and Technology, 2010.

    [19] [19] Fan X, Xu Z, Zhang J, et al. Dim small targets detection based on self-adaptive caliber temporal-spatial filtering [J]. Infrared Physics & Technology, 2017, 85: 465–477.

    [20] [20] Zhang Q, Cai J J, Zhang Q H, et al. Small dim infrared targets segmentation method based on local maximum[J]. Infrared Technology, 2011, 33(1): 41–44.

    [21] [21] Shan C F, Wei Y C, Tan T N, et al. Real time hand tracking by combining particle filtering and mean shift[C]// Proceedings of the 6th IEEE International Conference on Automatic Face and Gesture Recognition. Seoul: IEEE, 2004.

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    [2] Zhao Chunmei, Chen Zhongbi, Zhang Jianlin. Application of aircraft target tracking based on deep learning[J]. Opto-Electronic Engineering, 2019, 46(9): 180261

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    Fan Xiangsuo, Xu Zhiyong, Zhang Jianlin. Dim small target tracking based on improved particle filter[J]. Opto-Electronic Engineering, 2018, 45(8): 170569

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    Paper Information

    Category: Article

    Received: Oct. 25, 2017

    Accepted: --

    Published Online: Aug. 25, 2018

    The Author Email: Fan Xiangsuo (ffanxs@163.com)

    DOI:10.12086/oee.2018.170569

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