Moving vehicle video detection combining ViBe and inter-frame difference

被引:7
|
作者
Sun, Wei [1 ,2 ]
Du, Hongji [1 ]
Ma, Guangyi [1 ]
Shi, Shunshun [1 ]
Zhang, Xiaorui [2 ,3 ]
Wu, Yang [1 ]
机构
[1] Nanjing Univ Informat Sci & Technol, Sch Informat & Control, Nanjing, Peoples R China
[2] Jiangsu Collaborat Innovat Ctr Atmospher Environm, Nanjing, Peoples R China
[3] Nanjing Univ Informat Sci & Technol, Jiangsu Engn Ctr Network Monitoring, Nanjing, Peoples R China
关键词
moving vehicle detection; ViBe; inter-frame difference;
D O I
10.1504/IJES.2020.107042
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
It is difficult with traditional methods to realise real-time and robust detection of moving vehicles under complex traffic scenes. In this paper, a moving vehicle video detection method that combines ViBe and inter-frame difference is proposed. The proposed method improves the background update efficiency of the traditional ViBe method by adding a multi-threshold comparison step to the inter-frame difference method. The improved background update strategy can judge whether the detected pixel point belongs to the foreground or background, and dynamically adjusts the background update rate according to the inter-frame difference results. Experimental results showed the proposed method can effectively remove of "ghosting" phenomenon that occurs in traditional ViBe method and realise accurate and complete detection of the moving vehicle in video.
引用
收藏
页码:371 / 379
页数:9
相关论文
共 50 条
  • [1] An Inter-Frame Forgery Detection Algorithm for Surveillance Video
    Li, Qian
    Wang, Rangding
    Xu, Dawen
    [J]. INFORMATION, 2018, 9 (12)
  • [2] An Improved Inter-frame Difference Algorithm and its Application on Tidal Bore Video Auto Detection
    Wang, Rui-Rong
    Zeng, Xu
    Xu, Cui-Fei
    Zhang, Guo-Wen
    Sun, Ying-Hong
    Liu, Yi
    [J]. PROCEEDINGS OF THE 2014 INTERNATIONAL CONFERENCE ON FUTURE COMPUTER AND COMMUNICATION ENGINEERING, 2014, 111 : 83 - 92
  • [3] A Motion Image Detection Method Based on the Inter-frame Difference Method
    Cheng, Yuanhang
    Wang, Jing
    [J]. MECHANICAL DESIGN AND POWER ENGINEERING, PTS 1 AND 2, 2014, 490-491 : 1283 - 1286
  • [4] Overcome the Brightness and Jitter Noises in Video Inter-Frame Tampering Detection
    Pu, Han
    Huang, Tianqiang
    Bin Weng
    Ye, Feng
    Zhao, Chenbin
    [J]. SENSORS, 2021, 21 (12)
  • [5] Inter-frame similarity based video transcoding
    Balsree, R
    Amit, T
    Srividya, G
    Sridhar, V
    [J]. ISM 2005: SEVENTH IEEE INTERNATIONAL SYMPOSIUM ON MULTIMEDIA, PROCEEDINGS, 2005, : 618 - 623
  • [6] Foreground Object Detection Combining Gaussian Mixture Model and Inter-Frame Difference in the Application of Classroom recording Apparatus
    Zhu Jun
    Zhang Xinhua
    [J]. PROCEEDINGS OF 2018 10TH INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING (ICCAE 2018), 2018, : 111 - 115
  • [7] A Motion Vehicle Detection Method Based on Self-adaptive Background Subtraction with Cumulative Inter-frame Difference
    Zheng, Hong
    An, Wenju
    Li, Zhen
    [J]. ENGINEERING SOLUTIONS FOR MANUFACTURING PROCESSES, PTS 1-3, 2013, 655-657 : 890 - 894
  • [8] Neural Inter-Frame Compression for Video Coding
    Djelouah, Abdelaziz
    Campos, Joaquim
    Schaub-Meyer, Simone
    Schroers, Christopher
    [J]. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019), 2019, : 6430 - 6438
  • [9] Fast Aerial UAV Detection Using Improved Inter-frame Difference and SVM
    Li Xiaoping
    Lei Songze
    Zhang Boxing
    Wang Yanhong
    Xiao Feng
    [J]. 2018 INTERNATIONAL SYMPOSIUM ON POWER ELECTRONICS AND CONTROL ENGINEERING (ISPECE 2018), 2019, 1187
  • [10] Saliency detection in MPEG and HEVC video using intra-frame and inter-frame distances
    Shanableh, Tamer
    [J]. SIGNAL IMAGE AND VIDEO PROCESSING, 2016, 10 (04) : 703 - 709