• DocumentCode
    1340711
  • Title

    Controlling the Bit Rate of Multi-Object Videos With Noncooperative Game Theory

  • Author

    Luo, Jiancong ; Ahmad, Ishfaq ; Sun, Yu

  • Author_Institution
    Comput. Sci. Dept., Univ. of Texas at Arlington, Arlington, TX, USA
  • Volume
    12
  • Issue
    2
  • fYear
    2010
  • Firstpage
    97
  • Lastpage
    107
  • Abstract
    This paper proposes an object-level rate control algorithm to jointly controlling the bit rates of multiple video objects. Utilizing noncooperative game theory, the proposed rate control algorithm mimics the behaviors of players representing video objects. Each player competes for available bits to optimize its visual quality. The algorithm finds an ??optimal solution?? in that it conforms to the mixed strategy Nash equilibrium, which is the probability distribution of the actions carried by the players that maximizes their expected payoffs (the number of bits). The game is played iteratively, and the expected payoff of each play is accumulated. The game terminates when all of the available bits for the specific time instant have been distributed to video object planes (VOPs). The advantage of the proposed scheme is that the bidding objects divide the bits among themselves automatically and fairly, according to their encoding complexity, and with an overall solution that is strategically optimal under the given circumstances. To minimize buffer fluctuation and avoid buffer overflow and underflow, a proportional-integral-derivative (PID) control based buffer policy is utilized.
  • Keywords
    buffer storage; game theory; statistical distributions; three-term control; video coding; Nash equilibrium; PID control; bit rate controlling; multiobject videos; noncooperative game theory; object-level rate control algorithm; probability distribution; proportional-integral-derivative control; video object planes; video object representation; visual quality; Game theory; rate control; video compression;
  • fLanguage
    English
  • Journal_Title
    Multimedia, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1520-9210
  • Type

    jour

  • DOI
    10.1109/TMM.2009.2037385
  • Filename
    5340550