Laser & Optoelectronics Progress, Volume. 56, Issue 24, 241001(2019)

Visual Tracking Combined Least Soft-Threshold Squares with Haar-like Feature Matching

Kaichuan Sun1, Chenhua Liu2、*, Guangshun Yao1, and Dawei Yang2
Author Affiliations
  • 1School of Computer and Information Engineering, Chuzhou University, Chuzhou, Anhui 239000, China
  • 2Shanghai Aerospace Control Technology Institute, Shanghai 201109, China
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    Figures & Tables(5)
    Schematic of process from high-dimensional vector X to compression low-dimensional vector V
    Flow chart of proposed algorithm
    Qualitative results of different algorithms
    • Table 1. Overlap rate between datum target and measuring result

      View table

      Table 1. Overlap rate between datum target and measuring result

      AlgorithmIVTASLASCMLSSTDSSTL2-RLSKCFOurs
      Occlusion20.730.700.820.830.600.780.800.83
      DavidOutdoor0.520.460.380.640.130.750.740.74
      Football0.580.680.610.650.700.680.680.79
      DavidIndoor0.640.420.510.760.600.230.460.76
      Overlaprate /%Singer10.470.820.840.600.700.240.580.86
      Boy0.190.790.530.430.780.790.790.79
      Jumping0.620.670.730.680.610.730.540.74
      Stone0.120.510.620.530.100.370.350.60
      Deer0.240.630.610.610.630.600.480.69
      Average /%0.420.630.630.590.520.570.600.75
      Speed /(frame·s-1)3290.5204101724
    • Table 2. Center deviation between datum target and measuring result

      View table

      Table 2. Center deviation between datum target and measuring result

      AlgorithmIVTASLASCMLSSTDSSTL2-RLSKCFOurs
      Occlusion27.86.94.44.511.95.55.13.4
      DavidOutdoor52.486.567.148.2209.86.07.27.4
      Football17.38.815.219.48.49.212.44.1
      DavidIndoor4.932.417.73.811.94.223.13.4
      Centerdeviation /pixelSinger111.93.83.310.812.872.824.22.7
      Boy177.22.851.814.73.22.92.83.0
      Jumping6.45.23.94.96.83.87.83.7
      Stone115.13.72.622.356.625.729.33.1
      Deer135.25.910.111.38.89.418.86.1
      Average /pixel67.718.420.133.340.215.514.54.1
      Speed /(frame·s-1)3290.5204101724
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    Kaichuan Sun, Chenhua Liu, Guangshun Yao, Dawei Yang. Visual Tracking Combined Least Soft-Threshold Squares with Haar-like Feature Matching[J]. Laser & Optoelectronics Progress, 2019, 56(24): 241001

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    Paper Information

    Category: Image Processing

    Received: May. 5, 2019

    Accepted: Jun. 6, 2019

    Published Online: Nov. 26, 2019

    The Author Email: Liu Chenhua (liuchenhua1991@163.com)

    DOI:10.3788/LOP56.241001

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