• DocumentCode
    75985
  • Title

    Fusion of Global and Local Motion Estimation Using Foreground Objects for Distributed Video Coding

  • Author

    Abou-Elailah, Abdalbassir ; Dufaux, Frederic ; Farah, Joumana ; Cagnazzo, Marco ; Srivastava, Anuj ; Pesquet-Popescu, Beatrice

  • Author_Institution
    Dept. of Signal & Image Process., Inst. Telecom-Telecom ParisTech, Paris, France
  • Volume
    25
  • Issue
    6
  • fYear
    2015
  • fDate
    Jun-15
  • Firstpage
    973
  • Lastpage
    987
  • Abstract
    The side information (SI) in Distributed Video Coding (DVC) is estimated using the available decoded frames and exploited for the decoding and reconstruction of other frames. The quality of the SI has a strong impact on the performance of DVC. Here, we propose a new approach that combines both global and local SI to improve coding performance. Since the background pixels in a frame are assigned to global estimation and the foreground objects to local estimation, one needs to estimate foreground objects in the SI using the backward and forward foreground objects, the background pixels are directly taken from the global SI. Specifically, elastic curves and local motion compensation are used to generate the foreground objects masks in the SI. Experimental results show that, as far as the rate-distortion performance is concerned, the proposed approach can achieve a PSNR improvement of up to 1.39 dB for a group of picture (GOP) size of 2, and up to 4.73 dB for larger GOP sizes, with respect to the reference DISCOVER codec.
  • Keywords
    image fusion; motion estimation; object detection; video coding; DVC; SI; background pixels; decoded frames; distributed video coding; elastic curves; foreground objects; global motion estimation; image fusion; local motion estimation; side information; Decoding; Discrete cosine transforms; Encoding; Motion estimation; Motion segmentation; Silicon; Video coding; Distributed Video Coding (DVC); elastic curves; foreground objects; global estimation; key frames (KFs); local estimation; rate-distortion (RD) performance; side information (SI); wyner-Ziv frames;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems for Video Technology, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1051-8215
  • Type

    jour

  • DOI
    10.1109/TCSVT.2014.2358872
  • Filename
    6902776