• DocumentCode
    1741531
  • Title

    Robust 2D shape estimation of moving objects considering spatial and temporal coherency in one MAP detection rule

  • Author

    Mech, Roland

  • Author_Institution
    Inst. fur Theor. Nachrichtentech. und Inf., Hannover Univ., Germany
  • Volume
    1
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    331
  • Abstract
    An algorithm for 2D shape estimation of moving objects is proposed, which reduces the estimation error compared to the ISO/MPEG-4 reference. The improvement is achieved by four approaches: firstly, the memory for object masks is motion compensated. Secondly, the robustness against camera noise is enhanced due to averaging the noise in succeeding frames. Thirdly, several steps of the algorithm are combined in one MAP detection rule, which leads to spatially more accurate and temporally more coherent object masks. Fourthly, the consideration of results from a colour segmentation is moved to a more suitable position in the algorithm, in order to avoid estimation errors at object boundaries
  • Keywords
    image colour analysis; image sequences; motion compensation; motion estimation; noise; object detection; video signal processing; 2D shape estimation; ISO/MPEG-4 reference; MAP detection rule; camera noise robustness; colour segmentation; estimation error reduction; motion compensation; moving objects; noise averaging; object boundaries; object masks memory; robust 2D shape estimation; spatial coherency; temporal coherency; video sequences; Cameras; Change detection algorithms; Colored noise; Databases; Estimation error; Layout; Noise robustness; Noise shaping; Object detection; Shape;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2000. Proceedings. 2000 International Conference on
  • Conference_Location
    Vancouver, BC
  • ISSN
    1522-4880
  • Print_ISBN
    0-7803-6297-7
  • Type

    conf

  • DOI
    10.1109/ICIP.2000.900962
  • Filename
    900962