Chinese Optics Letters, Volume. 17, Issue 3, 031001(2019)

An improved long-term correlation tracking method with occlusion handling

Junhao Zhao, Gang Xiao*, Xingchen Zhang**, and D. P. Bavirisetti
Author Affiliations
  • School of Aeronautics and Astronautics, Shanghai Jiao Tong University, Shanghai 200240, China
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    Figures & Tables(7)
    Response maps. (a) Object is intact; (b) object is occluded.
    Curves of response values with different attributes. (a) Full OCC; (b) DEF; (c) partial OCC; (d) BCs; (e) FM; (f) IV; (g) SV. (Best view in PDF.)
    Detection for proposal boxes. (a) Bounding box of object; (b) k top-ranked proposals; (c) k′ proposals.
    Flowchart of ILCT. (Best view in PDF.)
    Tracking results of 12 trackers. (a) Carchase1; (b) road; (c) carchase2; (d) group; (e) motorcycle; (f) triumphal arch; (g) jogging; (h) wandering. (Best view in PDF.)
    • Table 1. Information of Eight Sequences

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      Table 1. Information of Eight Sequences

      Video NameNumber of FramesAttributes
      Carchase1[25]71OCC, FM, MC
      Road[26]52OCC, BC, FM, MC, SV
      Carchase2[27]150 (1st-150th)OCC, FM, IV, MC
      Group[26]86OCC, DEF, MC
      Motorcycle[28]156OCC, FM, MB, MC, SV
      Triumphal arch331OCC, DEF, OPR, SV
      Jogging[17]307OCC, DEF, OPR
      Wandering[26]285OCC, DEF, MC
    • Table 2. Comparison Results of CLE in Eight Sequences

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      Table 2. Comparison Results of CLE in Eight Sequences

      SequenceILCTCTDSSTKCFIKCFL1APGStruckTLDICSKLCTLCT-PSRLCT-MF
      Carchase10.98000.58000.58000.58000.98000.58000.58001.00000.58000.58001.00000.8400
      Road0.86210.48280.48280.48281.00000.37930.48280.48280.48280.48281.00000.4828
      Carchase20.96810.06380.51060.51061.00000.51060.47870.96810.54260.51061.00000.5426
      Group0.94440.08330.15280.15280.94440.15280.13890.04170.15280.15280.94440.1667
      Motorcycle0.98580.15600.99290.21280.93620.21280.07800.34041.00001.00000.89360.1277
      Triumphal arch0.96220.13510.13510.13510.13510.13510.13510.47570.13510.13510.52970.1351
      Jogging1.00000.15440.15440.15440.15440.99300.07021.00001.00001.00000.15440.6947
      Wandering0.99560.32310.34060.34060.34060.32750.34060.89080.34060.33620.16590.3406
      Average0.95750.23650.42980.31830.68630.42340.28050.61550.52920.55160.71100.4163
      Number of best400030022240
      Number of second best301011020011
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    Junhao Zhao, Gang Xiao, Xingchen Zhang, D. P. Bavirisetti. An improved long-term correlation tracking method with occlusion handling[J]. Chinese Optics Letters, 2019, 17(3): 031001

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    Paper Information

    Category: Image processing

    Received: Jul. 28, 2018

    Accepted: Dec. 20, 2018

    Posted: Dec. 25, 2018

    Published Online: Mar. 8, 2019

    The Author Email: Gang Xiao (xiaogang@sjtu.edu.cn)

    DOI:10.3788/COL201917.031001

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