Acta Optica Sinica, Volume. 40, Issue 17, 1715002(2020)

Target Tracking Algorithm with Rotation Characteristics

Qi Hu1,2, Rui Li1,2、*, and Wei Zhang1,2
Author Affiliations
  • 1School of Optoelectronic Information and Computer Engineering, Shanghai University of Science and Technology, Shanghai 200093, China
  • 2Shanghai Key Laboratory of Modern Optical Systems, Shanghai 200093, China
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    Figures & Tables(10)
    Flow chart of algorithm in this paper
    Comprehensive success rate and precision on POT. (a) Success rate; (b) precision
    Success rate and precision after adding rotation challenge factor. (a) Success rate; (b) precision
    Success rate and precision after adding some challenge factors. (a) Success rate of scale change; (b) precision of scale change; (c) success rate of occlusion; (d) precision of occlusion
    Success rate and precision on OTB-2013. (a) Precision; (b) success rate
    Comparison of tracking results of two algorithms. (a) Video sequence of V03_2; (b) video sequence of V18_2
    Comparison of tracking results of different algorithms. (a) David2; (b) Vase
    • Table 1. Success rate

      View table

      Table 1. Success rate

      Success rateRotationScale changeAll
      Ours0.96190.87010.6561
      KCF0.003700.0006
      DSST0.04310.93770.3579
      BACF0.03990.77240.2711
      ECO-HC0.05670.99210.4154
      STAPLE0.00530.12760.0087
      STRCF0.06480.89650.3893
    • Table 2. Precision

      View table

      Table 2. Precision

      PrecisionRotationScale changeAll
      Ours0.85270.51920.5930
      KCF0.05960.12770.1461
      DSST0.07370.58990.3608
      BACF0.06810.53190.3646
      ECO-HC0.07480.58030.4303
      STAPLE0.04240.35170.2065
      STRCF0.07720.57210.4240
    • Table 3. Precision, success rate, and running speed of algorithm on OTB-2013

      View table

      Table 3. Precision, success rate, and running speed of algorithm on OTB-2013

      AlgorithmOursKCFFDSSTBACFECO-HCSTAPLESTRCF
      Precision0.83700.74000.80400.84900.85100.78200.8890
      Success rate0.78800.62300.74700.82200.80300.73800.8450
      Running speed /(frame·s-1)10.3386.478.924.633.780.622.6
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    Qi Hu, Rui Li, Wei Zhang. Target Tracking Algorithm with Rotation Characteristics[J]. Acta Optica Sinica, 2020, 40(17): 1715002

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    Paper Information

    Category: Machine Vision

    Received: Apr. 20, 2020

    Accepted: May. 29, 2020

    Published Online: Sep. 2, 2020

    The Author Email: Li Rui (lr2220549465@163.com)

    DOI:10.3788/AOS202040.1715002

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