Acta Photonica Sinica, Volume. 50, Issue 11, 1110002(2021)

Infrared Small Target Detection Method Based on Low Rank Model with Local Contrast Prior

Wei HE... Bowen AN and Shengda PAN* |Show fewer author(s)
Author Affiliations
  • College of Information Engineering,Shanghai Maritime University,Shanghai 201306,China
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    Figures & Tables(8)
    The sliding window structure drawing of DWLCM
    The local prior information of different algorithms and the corresponding 3D figure
    Detection flow of the proposed method
    Detection effect of seven algorithms
    The ROC curves of sevenalgorithms under different backgrounds
    • Table 1. ADMM solver to the proposed model

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      Table 1. ADMM solver to the proposed model

      Algorithm1 ADMM solver to the proposed model

      Input:D,Wd,μ0,λ=0.7/max(n1,n2)*n3,ε=10-7

      Initialization:B0=T0=y0=0,Wsw=1,W0=WrecWsw,μ0=3×10-6,ρ=1.1,c=1,k=0

      while not converge do

      1.Fix the others and update Tk+1Tk+1=SλWkμ-1D-Bk-ykμ

      2.Fix the others and update Bk+1Bk+1=DWμ-1D-Tk-ykμ

      3.Fix the others and update yk+1yk+1=yk+μk(D-Bk+1-Tk+1)

      4.Fix the others and update Wk+1Wswk+1=cTk+ε;   Wk+1=WrecWswk+1

      5.Updateμμk+1=ρμk

      6.Check the convergence conditions:Bk+1+Tk+1-DF2DF2<ε or Tk+10=Tk0

      7.Updatekk=k+1

      end while

      Output:Bk,Tk

    • Table 2. BSF and SCRG of six different scenes

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      Table 2. BSF and SCRG of six different scenes

      MethodBSFSCRG
      G1G2G3G4G5G6G1G2G3G4G5G6
      Top-Hat5.4838.2293.4823.4751.4765.87229.4554.50212.06912.80311.867

      19.946

      2.835

      88.916

      inf

      inf

      inf

      inf

      LCM2.0891.7361.0461.2490.7471.15829.018.2075.2605.1746.126
      NLCM225.2814.8846.28319.2811.89113.982inf347.321001.512 385138.08
      IPI41.41353.56611.78310.517inf30.339121.281134.8inf380.77inf
      RIPT27.603640.677.10054.5727.06962.249infinf87.42inf43.252
      PSTNN25.325944.7211.07217.40017.48937.012infinfinfinfinf
      Ourinfinf90.633inf36.475infinfinfinfinfinf
    • Table 3. Computation cost comparison of seven methods

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      Table 3. Computation cost comparison of seven methods

      GroupResolutionTop-HatLCMNLCMIPIRIPTPSTNNOur
      G1267×2650.072 60.013 60.194 96.306 90.664 50.201 70.159 6
      G2327×4040.006 00.063 10.362 627.996 60.973 70.121 50.345 8
      G3128×1600.005 10.0240.065 90.862 80.132 90.052 70.046 7
      G4480×7200.009 10.145 50.982 3448.631 72.963 31.307 00.552 5
      G5133×1700.005 00.037 70.066 30.779 20.133 20.113 10.082 1
      G6171×2560.002 40.013 70.122 23.130 20.317 10.183 10.138 2
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    Wei HE, Bowen AN, Shengda PAN. Infrared Small Target Detection Method Based on Low Rank Model with Local Contrast Prior[J]. Acta Photonica Sinica, 2021, 50(11): 1110002

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    Paper Information

    Category:

    Received: May. 12, 2021

    Accepted: Jul. 14, 2021

    Published Online: Dec. 2, 2021

    The Author Email: PAN Shengda (sdpan@shmtu.edu.cn)

    DOI:10.3788/gzxb20215011.1110002

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