Acta Optica Sinica, Volume. 38, Issue 6, 0612004(2018)

Detection of Moving Objects in Complex Scenes Based on Multiple Features

Wenjie Zhu, Guanglong Wang*, Jie Tian, Zhongtao Qiao, and Fengqi Gao
Author Affiliations
  • Laboratory of Nanotechnology and Micro System, Army Engineering University, Shijiazhuang, Hebei 050003, China
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    Figures & Tables(13)
    Overall block diagram of algorithm
    Color feature extraction of multi-thresholds moving objects. (a) Original image; (b) PC; (c) SC1; (d) SC2; (e) SC3; (f) SC4
    Schematic of color and texture based multi-thresholds combined with motion compensation
    Compensation of color and texture combined foreground objects
    Flow chart of Canny edge detection method combined with Canny thoughts
    Ghost suppression effect in edge detection
    Moving objects detection results obtained by several algorithms under different scenes from CDNet2014 dataset
    P-R curves obtained by different algorithms under six scenes from CDNet2014 dataset. (a) Bus station; (b) badminton; (c) sidewalk; (d) sofa; (e) PETS2006; (f) wet snow
    Fm value in each test dataset for different algorithms
    Foreground and mistakenly detected pixels for the proposed algorithm under different scenes. (a) Bus station; (b) badminton; (c) sidewalk; (d) sofa; (e) PETS2006; (f) wet snow
    Experiment. (a) Experimental devices; (b) results of object detection obtained by each algorithm
    • Table 1. Overall average performance comparison for different algorithms under six scenes from CDNet2014 dataset

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      Table 1. Overall average performance comparison for different algorithms under six scenes from CDNet2014 dataset

      AlgorithmfFPRfFNRfPWCRePrFm
      DPGMM0.0070.3361.9440.6640.7410.686
      LBP0.0060.4472.0150.5530.8210.625
      MRF0.0030.4752.0440.5250.8420.623
      ViBe0.0200.2983.0830.7020.6270.619
      IMBS0.0030.3411.4310.6590.8780.730
      Proposed0.0040.3071.7840.6940.8680.754
    • Table 2. Processing speed comparison among different algorithms

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      Table 2. Processing speed comparison among different algorithms

      AlgorithmDPGMMLBPMRFViBeIMBSProposed
      Speed /(frame·s-1)29.82.6917.323.621.728.4
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    Wenjie Zhu, Guanglong Wang, Jie Tian, Zhongtao Qiao, Fengqi Gao. Detection of Moving Objects in Complex Scenes Based on Multiple Features[J]. Acta Optica Sinica, 2018, 38(6): 0612004

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    Paper Information

    Category: Instrumentation, Measurement and Metrology

    Received: Dec. 27, 2017

    Accepted: --

    Published Online: Jul. 9, 2018

    The Author Email: Wang Guanglong (815427360@qq.com)

    DOI:10.3788/AOS201838.0612004

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