• DocumentCode
    3039875
  • Title

    Study on a method for detecting the moving objects by coupling the Clausius Entropy model and the 3D MRF model

  • Author

    Jong, Chol ; Tang, Huiming

  • Author_Institution
    Inf. Center, Kim Il Sung Univ., Pyongyang, South Korea
  • Volume
    3
  • fYear
    2012
  • fDate
    25-27 May 2012
  • Firstpage
    694
  • Lastpage
    699
  • Abstract
    In this work we propose a new method for detecting the moving objects using pixel-level change by coupling the belief propagation(BP) method in the 3D MRF(Markov Random Field) model and Clausius Entropy model. The BP method estimates the motion possibility by considering the spatial and temporal interaction of pixels of the moving objects, and therefore has the high detect correctness. In addition this method is applicable to the environment with the changing background due to the movement of the camera. Clausius Entropy method, recently proposed, is one for detecting the objects by the entropy difference by transforming the image region to entropy region and is stable against the noise. In this work, we successfully detect all the moving objects from the small objects to the disguised objects by applying the 3D MRF model in entropy region by coupling these two methods.
  • Keywords
    Markov processes; belief maintenance; cameras; entropy; image motion analysis; object detection; solid modelling; 3D MRF model; 3D Markov random field model; BP method; Clausius entropy model; belief propagation method; camera; detect correctness; entropy difference; entropy region; image region; motion possibility; moving object detection; pixel-level change; spatial interaction; temporal interaction; Couplings; Entropy; Hidden Markov models; Image color analysis; Mathematical model; Noise; Solid modeling; Belief Propagation; Entropy; Hidden Markov Model; MMSE; moving object detection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Science and Automation Engineering (CSAE), 2012 IEEE International Conference on
  • Conference_Location
    Zhangjiajie
  • Print_ISBN
    978-1-4673-0088-9
  • Type

    conf

  • DOI
    10.1109/CSAE.2012.6273045
  • Filename
    6273045