• Chinese Optics Letters
  • Vol. 17, Issue 3, 031001 (2019)
Junhao Zhao, Gang Xiao*, Xingchen Zhang**, and D. P. Bavirisetti
Author Affiliations
  • School of Aeronautics and Astronautics, Shanghai Jiao Tong University, Shanghai 200240, China
  • show less
    DOI: 10.3788/COL201917.031001 Cite this Article Set citation alerts
    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 Copy Citation Text show less

    Abstract

    By improving the long-term correlation tracking (LCT) algorithm, an effective object tracking method, improved LCT (ILCT), is proposed to address the issue of occlusion. If the object is judged being occluded by the designed criterion, which is based on the characteristic of response value curve, an added re-detector will perform re-detection, and the tracker is ordered to stop. Besides, a filtering and adoption strategy of re-detection results is given to choose the most reliable one for the re-initialization of the tracker. Extensive experiments are carried out under the conditions of occlusion, and the results demonstrate that ILCT outperforms some state-of-the-art methods in terms of accuracy and robustness.
    w1=argminw1m,n|ϕ(xm,n)·w1y(m,n)|2+λ|w1|2,(1)

    View in Article

    A=F(a)=F(y)F[ϕ(x)·ϕ(x)]+λ.(2)

    View in Article

    y^=F1{AF[ϕ(z)·ϕ(x^)]},(3)

    View in Article

    S={ak|k=K12,K32,,K12}.(4)

    View in Article

    s^=argmaxs[max(y^1),max(y^2),,max(y^s)].(5)

    View in Article

    x^t=(1α)x^t1+αxt,A^t=(1α)A^t1+αAt.(6)

    View in Article

    1.51×bwfocc4<bw<1.5×bwfocc4,1.51×bhfocc4<bh<1.5×bhfocc4,(7)

    View in Article

    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
    Download Citation