Acta Optica Sinica, Volume. 38, Issue 2, 0215002(2018)

Correlation Filter Tracking Based on Online Detection and Scale-Adaption

Yanchuan Wang*, Hai Huang, Shaomei Li, and Chao Gao
Author Affiliations
  • National Digital Switching System Engineering Technological Research Center, Zhengzhou, Henan 450000, China
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    Figures & Tables(10)
    Framework of proposed algorithm
    Flow chart of scale pre-estimation
    Influence of target occlusion threshold on tracking performance. (a) Average center location error; (b) average operating speed
    Tracking results of four occluded sequences with four algorithms. (a) Lemming; (b) walking2; (c) tiger2; (d) faceocc2
    Center location error of four occluded sequences with four algorithms. (a) Lemming; (b) walking2; (c) tiger2; (d) faceocc2
    Area error results of four scale changing sequences with four algorithms. (a) Trellis; (b) girl; (c) walking; (d) freeman1
    Curves of distance precision and success rate of eight algorithms. (a) Overall performance (50); (b) occlusion (29); (c) scale variation (27); (d) illumination variation (25); (e) complex background (21)
    Tracking results of two typical illumination variant sequences with eight algorithms. (a) Shaking; (b) soccer
    • Table 1. Comparison of five correlation filter tracking models

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      Table 1. Comparison of five correlation filter tracking models

      AlgorithmFeatureScale adaptionOcclusion handling
      ProposedHOG,CN,IIFCoarse-to-precise scale estimationOnline detection module
      SAMFGray,HOG,CNPyramid strategyNo
      StapleGray,HOGPyramid strategyNo
      HDTCNNNoNo
      KCFHOGNoNo
    • Table 2. Average operating speed of eight tracking algorithms

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      Table 2. Average operating speed of eight tracking algorithms

      AlgorithmProposedHDTSAMFStapleKCFDLSSVMMEEMSCM
      Average operating speed /(frame·s-1)15.60.819.718.8102.14.76.40.4
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    Yanchuan Wang, Hai Huang, Shaomei Li, Chao Gao. Correlation Filter Tracking Based on Online Detection and Scale-Adaption[J]. Acta Optica Sinica, 2018, 38(2): 0215002

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    Paper Information

    Category: Machine Vision

    Received: --

    Accepted: --

    Published Online: Aug. 30, 2018

    The Author Email: Yanchuan Wang (87-chuan@163.com)

    DOI:10.3788/AOS201838.0215002

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