• DocumentCode
    1600081
  • Title

    An Effective Background Subtraction under the Mixture of Multiple Varying Illuminations

  • Author

    Guo, Yunlong ; Yang, Bo ; Ming, Yangyang ; Men, Aidong

  • Author_Institution
    Multimedia Technol. Center, Beijing Univ. of Posts & Telecommun., Beijing, China
  • Volume
    1
  • fYear
    2010
  • Firstpage
    202
  • Lastpage
    206
  • Abstract
    Background subtraction is an effective method in detecting moving objects in a static scene, which requires a fixed camera, and a static background. Illumination changing is a challenging problem which causes failure of background subtraction. Most background subtract algorithms require the illumination changing slowly, so the object can be tracked accurately and the background is easy to update. If the illumination changes rapidly and non-monotonously, many algorithms fail. In this paper, we do some research on the condition when there are multiple lights which simulate continuously and rapidly varying illuminations. This kind of condition has many applicable scenes in daily life. This scene can be seen not only in doors or in the dark or in underground architecture but also out doors or in the light. We propose a new algorithm based on the illumination factor which can be applied to not only the indoor environment but also outdoors with natural illumination. In our algorithm, illumination factor is computed through the comparison of background and the current frame. The background is estimated and updated based on this factor, which tracks the change of background accurately and reduces the chance of failure. Experiments have proven the effectiveness of our method.
  • Keywords
    feature extraction; image motion analysis; lighting; object detection; background subtraction; continuously varying illumination; illumination factor; moving object detection; rapidly varying illumination; static scene; Cameras; Colored noise; Computational modeling; Computer architecture; Computer simulation; Layout; Lighting; Object detection; Switches; Telecommunication computing; background subtraction; continuously varying illumination; illumination factor; multiple illuminations; rapidly varying illumination;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Modeling and Simulation, 2010. ICCMS '10. Second International Conference on
  • Conference_Location
    Sanya, Hainan
  • Print_ISBN
    978-1-4244-5642-0
  • Electronic_ISBN
    978-1-4244-5643-7
  • Type

    conf

  • DOI
    10.1109/ICCMS.2010.93
  • Filename
    5421404