• DocumentCode
    2640614
  • Title

    Moving object detection and camera motion analysis from moving camera

  • Author

    Vavilin, Andrey ; Jo, Kang-Hyun

  • Author_Institution
    Electr. Eng. Dept., Univ. of Ulsan, Ulsan, South Korea
  • fYear
    2012
  • fDate
    25-28 Oct. 2012
  • Firstpage
    4171
  • Lastpage
    4176
  • Abstract
    This paper describes an approach for the scene motion analysis in complex scenes from moving camera. Proposed method consists of two parts. First image of the sequence is used to compose a triangular grid which vertices are used as a feature points in further processing. Grid is optimized in order to increase number of elements in the regions with higher level of details. Description vector based on color and edge distribution associated with each vertex. These feature vectors are used to track vertices in a frame sequence. Grid is then updated in order by removing mismatched vertices. New vertices are added in grid segments with high level of details. A difference between vertices coordinates in consequent frames form vector field which is used for motion analysis. On the second step motion field is analyzed in order to find regions with similar motion vectors. These regions are then classified as a moving object of as a part of the background. Vertices corresponding to one moving object are tracked as a group preserving geometrical relationship between connected points.
  • Keywords
    geometry; image sequences; motion estimation; object detection; camera motion analysis; color distribution; complex scenes; consequent frames; description vector; edge distribution; feature points; grid segments; group preserving geometrical relationship; image sequence; moving camera; moving object detection; optimized frame sequence; scene motion analysis; second step motion field; triangular grid; vertices coordinates; Electrical engineering; Parameter estimation; Support vector machine classification; Tracking; background model generation; camera motion estimation; motion analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    IECON 2012 - 38th Annual Conference on IEEE Industrial Electronics Society
  • Conference_Location
    Montreal, QC
  • ISSN
    1553-572X
  • Print_ISBN
    978-1-4673-2419-9
  • Electronic_ISBN
    1553-572X
  • Type

    conf

  • DOI
    10.1109/IECON.2012.6389221
  • Filename
    6389221