A Multiscale Region-Based Motion Detection and Background Subtraction Algorithm

被引:53
|
作者
Varcheie, Parisa Darvish Zadeh [1 ]
Sills-Lavoie, Michael [1 ]
Bilodeau, Guillaume-Alexandre [1 ]
机构
[1] Ecole Polytech, Dept Comp & Software Engn, Montreal, PQ H3C 3A7, Canada
基金
加拿大创新基金会; 加拿大自然科学与工程研究理事会;
关键词
motion detector; background subtraction; iterative subdivision; region-based; histograms; Gaussian Mixture; TRACKING; PEOPLE; COLOR; MODEL;
D O I
10.3390/s100201041
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This paper presents a region-based method for background subtraction. It relies on color histograms, texture information, and successive division of candidate rectangular image regions to model the background and detect motion. Our proposed algorithm uses this principle and combines it with Gaussian Mixture background modeling to produce a new method which outperforms the classic Gaussian Mixture background subtraction method. Our method has the advantages of filtering noise during image differentiation and providing a selectable level of detail for the contour of the moving shapes. The algorithm is tested on various video sequences and is shown to outperform state-of-the-art background subtraction methods.
引用
收藏
页码:1041 / 1061
页数:21
相关论文
共 50 条
  • [1] An efficient region-based background subtraction technique
    Varcheie, Parisa Darvish Zadeh
    Sills-Lavoie, Michael
    Bilodeau, Guillaume-Alexandre
    [J]. PROCEEDINGS OF THE FIFTH CANADIAN CONFERENCE ON COMPUTER AND ROBOT VISION, 2008, : 71 - 78
  • [2] Motion object detection based on improved background subtraction algorithm
    [J]. Feng, Zhanshen (fzs7879@163.com), 2017, Universidad Central de Venezuela (55):
  • [3] Implementation of Background Subtraction Algorithm for Motion Detection
    Catherine
    [J]. 2013 INTERNATIONAL CONFERENCE ON NEW MEDIA STUDIES (CONMEDIA), 2013,
  • [4] Coding algorithm with region-based motion compensation
    Francois, E
    Vial, JF
    Chupeau, B
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1997, 7 (01) : 97 - 108
  • [5] Region-based motion estimation with uncovered region detection
    Wang, D
    [J]. VISUAL COMMUNICATIONS AND IMAGE PROCESSING '98, PTS 1 AND 2, 1997, 3309 : 317 - 325
  • [6] A region-based background modeling and subtraction using partial directed Hausdorff distance
    Huang, SS
    Fu, LC
    Hsiao, PY
    [J]. 2004 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1- 5, PROCEEDINGS, 2004, : 956 - 960
  • [7] A Light Weight Background Subtraction Algorithm for Motion Detection in Fog Computing
    Siddharth, R.
    Aghila, G.
    [J]. IEEE Letters of the Computer Society, 2020, 3 (01): : 17 - 20
  • [8] A region-based skin color detection algorithm
    Chang, Faliang
    Ma, Zhiqiang
    Tian, Wei
    [J]. ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PROCEEDINGS, 2007, 4426 : 417 - +
  • [9] Multi-sensor background subtraction by fusing multiple region-based probabilistic classifiers
    Camplani, Massimo
    del Blanco, Carlos R.
    Salgado, Luis
    Jaureguizar, Fernando
    Garcia, Narciso
    [J]. PATTERN RECOGNITION LETTERS, 2014, 50 : 23 - 33
  • [10] An a contrario Decision Framework for Region-Based Motion Detection
    Thomas Veit
    Frédéric Cao
    Patrick Bouthemy
    [J]. International Journal of Computer Vision, 2006, 68 : 163 - 178