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
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;
Journal_Title :
Multimedia, IEEE Transactions on
DOI :
10.1109/TMM.2009.2037385