Laser & Optoelectronics Progress, Volume. 56, Issue 3, 030401(2019)

Target Anti-Occlusion Algorithm Based on Correlation Filter

Kaiyu Wang1, Zhiguo Chen1、*, and Yi Fu1,2
Author Affiliations
  • 1 School of Internet of Things Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
  • 2 Wu Xi Research Center of Environmental Science and Engineering, Wuxi, Jiangsu 214153, China
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    Figures & Tables(14)
    Cyclic displacement of two dimensional images. (a) +30; (b) +15; (c) 0; (d) -15; (e) -30
    Occlusion judgment. (a) Be blocked when go to the right; (b) be blocked when go to the left; (c) response curve
    Occlusion judgment flow
    KCF algorithm flow
    Occlusion experiment of KCF. (a) Before occlusion; (b) when occlusion occurs; (c) after occlusion
    Anti-occlusion test. (a) Occlusion; (c) after the target appearing
    Forward and backward difference detection
    Feature detection
    Comparative experiment. (a) Walking; (b) motinas_Room105; (c) Suv; (d) David3; (e) Subway
    Threshold setting. (a) Delay; (c) loss
    Tracking result of Walking
    Tracking result of motinas_Room105
    • Table 1. Comparison of accuracy and frame number

      View table

      Table 1. Comparison of accuracy and frame number

      Data setPrecisionFrame rate /(frame·s-1)
      Anti-occNo-anti-occAnti-occNo-anti-occ
      motinas_Room1050.980.6421243
      Walking0.940.3411146
      David30.970.9315193
      Suv0.970.8813182
      Subway1.000.9816173
    • Table 2. Comparison of the results under different thresholds

      View table

      Table 2. Comparison of the results under different thresholds

      Data setDistanceStd_devPrecision
      Walking0-7<20.55
      7-152-2.50.94
      >15>2.50.34
      Rom_1050-50-0.60.62
      5-250.6-2.50.98
      25-332.5-4.50.67
      >33>4.50.64
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    Kaiyu Wang, Zhiguo Chen, Yi Fu. Target Anti-Occlusion Algorithm Based on Correlation Filter[J]. Laser & Optoelectronics Progress, 2019, 56(3): 030401

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    Paper Information

    Category: Detectors

    Received: Jul. 6, 2018

    Accepted: Aug. 11, 2018

    Published Online: Jul. 31, 2019

    The Author Email: Chen Zhiguo (427533@qq.com)

    DOI:10.3788/LOP56.030401

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