• DocumentCode
    2666967
  • Title

    Motion detection using color structure-texture image decomposition

  • Author

    Bellamine, Insaf ; Tairi, Hamid

  • Author_Institution
    LIIAN Lab., Sidi Mohamed Ben Abdellah Univ., Fez, Morocco
  • fYear
    2015
  • fDate
    25-26 March 2015
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    Analyzing and interpreting video is a growing topic in computer vision and its applications. This paper mainly contributes to the Color Space-Time Interest Points (CSTIP) extraction and detection. We propose a new method for detection of moving objects. Two main steps compose the proposed method. First, we suggest applying the algorithm of the detection of Color Space-Time Interest Points (CSTIP) on both components of the Color Structure - Texture Image Decomposition which is based on a Partial Differential Equation (PDE): a color geometric structure component and a color texture component. A descriptor is associated to each of these points. In a second stage, we address the problem of grouping the points (CSTIP) into clusters. Experiments and comparison to other motion detection methods on challenging sequences show the performance of the proposed method and its utility for video analysis. Experimental results are obtained from very different types of videos, namely sport videos and animation movies.
  • Keywords
    computer vision; image colour analysis; image texture; object detection; partial differential equations; video signal processing; CSTIP detection; CSTIP extraction; PDE; animation movies; color geometric structure component; color space-time interest point detection; color space-time interest point extraction; color structure-texture image decomposition; computer vision; moving object detection; partial differential equation; sport video; video analysis; Color; Detectors; Feature extraction; Gray-scale; Image color analysis; Image decomposition; Numerical models; Color Space-Time Interest Points (CSTIP); Color Structure-Texture Image Decomposition; Motion Detection; clustering;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems and Computer Vision (ISCV), 2015
  • Conference_Location
    Fez
  • Print_ISBN
    978-1-4799-7510-5
  • Type

    conf

  • DOI
    10.1109/ISACV.2015.7105545
  • Filename
    7105545