• DocumentCode
    1916752
  • Title

    Scene-Aware Video Modeling and Compression

  • Author

    Georgiadis, Georgios ; Soatto, Stefano

  • Author_Institution
    Dept. of Comput. Sci., Univ. of California, Los Angeles, CA, USA
  • fYear
    2012
  • fDate
    10-12 April 2012
  • Firstpage
    149
  • Lastpage
    158
  • Abstract
    We describe a video compression methodology that exploits the structure of the data formation process, whereby the "source\´\´ is the scene, and the ``channel\´\´ includes scaling and occlusion phenomena that are critical elements of image formation. Thus our scheme involves occlusion detection, optical flow computation, texture/structure partition, and a notion of proper sampling. We show preliminary but promising results that exceed baseline compression performance, albeit at an increased computational cost.
  • Keywords
    data compression; image texture; object detection; video coding; baseline compression performance; computational cost; data formation process; image formation; occlusion detection; optical flow computation; scene-aware video compression; scene-aware video modeling; texture-structure partition; Image coding; Image segmentation; Motion segmentation; Optical imaging; Quantization; Redundancy; Tracking; scene modeling; video compression; video modeling; video representation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Compression Conference (DCC), 2012
  • Conference_Location
    Snowbird, UT
  • ISSN
    1068-0314
  • Print_ISBN
    978-1-4673-0715-4
  • Type

    conf

  • DOI
    10.1109/DCC.2012.23
  • Filename
    6189246