• Laser & Optoelectronics Progress
  • Vol. 58, Issue 14, 1410011 (2021)
Min’an Tang and Chenyu Wang*
Author Affiliations
  • School of Automation & Electrical Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu 730000, China
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    DOI: 10.3788/LOP202158.1410011 Cite this Article Set citation alerts
    Min’an Tang, Chenyu Wang. Moving Object Detection in Static Scene Based on Improved ViBe Algorithm[J]. Laser & Optoelectronics Progress, 2021, 58(14): 1410011 Copy Citation Text show less
    Schematic of pixel classification
    Fig. 1. Schematic of pixel classification
    Process of background modeling
    Fig. 2. Process of background modeling
    Flow chart of improved ViBe algorithm
    Fig. 3. Flow chart of improved ViBe algorithm
    Detection results of three algorithms. (a) Video frames; (b) ViBe algorithm; (c) ViBe algorithm combined with three-frame difference; (d) proposed algorithm
    Fig. 4. Detection results of three algorithms. (a) Video frames; (b) ViBe algorithm; (c) ViBe algorithm combined with three-frame difference; (d) proposed algorithm
    Detection results of moving object. (a) Video frames; (b) ground truth; (c) ViBe algorithm; (d) Gaussianmixture model; (e) Ref. [22]; (f) proposed algorithm
    Fig. 5. Detection results of moving object. (a) Video frames; (b) ground truth; (c) ViBe algorithm; (d) Gaussianmixture model; (e) Ref. [22]; (f) proposed algorithm
    Performance polylines of each algorithm. (a) P;(b) R;(c) F-measure;(d) average time
    Fig. 6. Performance polylines of each algorithm. (a) P;(b) R;(c) F-measure;(d) average time
    Evaluation indexAlgorithmOfficeFallSnowfallPedestrians
    PrecisionViBe0.87440.78650.59440.8919
    GMM Ref. [22]0.81120.84540.68310.51290.82340.69910.93940.8283
    Ours0.96050.71020.82290.9364
    RecallViBe0.75750.41400.92380.2231
    GMMRef. [22]0.92300.99750.69050.81440.94290.94190.75120.8696
    Ours0.98890.94990.99040.8528
    F-measureViBe0.81180.54250.72330.3570
    GMMRef. [22]0.86350.91510.68680.62940.87910.80250.83480.8484
    Ours0.97450.81280.87010.8926
    Table 1. Evaluation index of different algorithms
    Min’an Tang, Chenyu Wang. Moving Object Detection in Static Scene Based on Improved ViBe Algorithm[J]. Laser & Optoelectronics Progress, 2021, 58(14): 1410011
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