• Laser & Optoelectronics Progress
  • Vol. 55, Issue 11, 111501 (2018)
Zhengchong Mao and Xuesong Shen*
Author Affiliations
  • Key Laboratory of Advanced Process Control for Light Industry, Ministry of Education, Jiangnan University, Wuxi, Jiangsu 214122, China
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    DOI: 10.3788/LOP55.111501 Cite this Article Set citation alerts
    Zhengchong Mao, Xuesong Shen. Improved Vibe Algorithm Integrated with Multiscale Transformation[J]. Laser & Optoelectronics Progress, 2018, 55(11): 111501 Copy Citation Text show less
    Vibe background model
    Fig. 1. Vibe background model
    Ghost area. (a) Video frame; (b) test result
    Fig. 2. Ghost area. (a) Video frame; (b) test result
    Dynamic background disturbance. (a) Video frame; (b) test result
    Fig. 3. Dynamic background disturbance. (a) Video frame; (b) test result
    Gray value distributions at different resolutions. (a) 320 pixel×240 pixel; (b) 160 pixel×120 pixel; (c) 80 pixel×60 pixel
    Fig. 4. Gray value distributions at different resolutions. (a) 320 pixel×240 pixel; (b) 160 pixel×120 pixel; (c) 80 pixel×60 pixel
    Comparison of ghost elimination for proposed algorithm and original Vibe algorithm. (a) 432nd frame; (b) result by Vibe algorithm; (c) result by proposed algorithm; (d) 536th frame; (e) result by Vibe algorithm; (f) result by proposed algorithm
    Fig. 5. Comparison of ghost elimination for proposed algorithm and original Vibe algorithm. (a) 432nd frame; (b) result by Vibe algorithm; (c) result by proposed algorithm; (d) 536th frame; (e) result by Vibe algorithm; (f) result by proposed algorithm
    Detection results of overpass. (a) 2377th frame; (b) truth map; (c) Vibe algorithm; (d) GMM; (e) proposed algorithm
    Fig. 6. Detection results of overpass. (a) 2377th frame; (b) truth map; (c) Vibe algorithm; (d) GMM; (e) proposed algorithm
    Detection results of canoe. (a) 961st frame; (b) truth map; (c) Vibe algorithm; (d) GMM; (e) proposed algorithm
    Fig. 7. Detection results of canoe. (a) 961st frame; (b) truth map; (c) Vibe algorithm; (d) GMM; (e) proposed algorithm
    Comparison among ROC curves by algorithm; (a) Traffic sequence; (b) overpass sequence; (c) canoe sequence
    Fig. 8. Comparison among ROC curves by algorithm; (a) Traffic sequence; (b) overpass sequence; (c) canoe sequence
    VideoGMMVibeProposed
    fPrecisionfRecallTime /msfPrecisionfRecallTime /msfPrecisionfRecallTime /ms
    Traffic0.720.9159.60.800.8820.10.880.9251.3
    Overpass0.600.77600.710.8023.80.840.9256.5
    Canoe0.580.4266.70.800.4827.60.910.8661.2
    Table 1. Comparison among precision rate, recall rate and time by different algorithms
    Zhengchong Mao, Xuesong Shen. Improved Vibe Algorithm Integrated with Multiscale Transformation[J]. Laser & Optoelectronics Progress, 2018, 55(11): 111501
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