• Laser & Optoelectronics Progress
  • Vol. 59, Issue 22, 2233002 (2022)
Changjie Liu1, Haochuan Wang1, Guoqing Wang2, and Jinping Chen1,*
Author Affiliations
  • 1National Key Laboratory of Precision Measurement Technology and Instruments, School of Precision Instrument and Opto-Electronics Engineering, Tianjin University, Tianjin 300072, China
  • 2Systems Engineering Research Institute, China State Shipbuilding Corporation, Beijing 100094, China
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    DOI: 10.3788/LOP202259.2233002 Cite this Article Set citation alerts
    Changjie Liu, Haochuan Wang, Guoqing Wang, Jinping Chen. Background Modeling Method Integrating Color and Texture[J]. Laser & Optoelectronics Progress, 2022, 59(22): 2233002 Copy Citation Text show less
    Eight groups of coding modes of HLBP
    Fig. 1. Eight groups of coding modes of HLBP
    Comparison of LBP and HLBP algorithms for texture map. (a) Original map; (b) LBP algorithm; (c) HLBP algorithm, T=1; (d) HLBP algorithm, T=20
    Fig. 2. Comparison of LBP and HLBP algorithms for texture map. (a) Original map; (b) LBP algorithm; (c) HLBP algorithm, T=1; (d) HLBP algorithm, T=20
    Video image motion foreground detection process
    Fig. 3. Video image motion foreground detection process
    Update process of video image background pixel point
    Fig. 4. Update process of video image background pixel point
    Different algorithm comparison
    Fig. 5. Different algorithm comparison
    Real-time test of different algorithms
    Fig. 6. Real-time test of different algorithms
    SequenceGMMKDELBPLBP-PLBP+KDEProposed algorithm
    Average0.76410.78530.73000.60010.81480.8471
    office0.79060.80220.70180.64590.85630.8796
    pedestrians0.83020.83120.86130.70750.86520.8832
    highway0.83470.85180.82250.71240.87020.9075
    overpass0.57340.64320.59450.52130.71430.8017
    copyMachine0.78130.79360.70160.51890.79630.8102
    PETS20060.77410.78990.69810.49970.78670.8001
    Table 1. F1-score of different algorithms
    Hardware/SoftwareDescription
    Operating systemWindows 10(64 bit)
    CPUIntel Core i3-9100F 3.60 GHz
    RAM16 GB
    Programming languageMatlab
    IDEMatlab-2018b
    Table 2. Description of experimental platform
    Changjie Liu, Haochuan Wang, Guoqing Wang, Jinping Chen. Background Modeling Method Integrating Color and Texture[J]. Laser & Optoelectronics Progress, 2022, 59(22): 2233002
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