Title :
Game-theoretic rate-distortion-complexity optimization for HEVC
Author :
Ukhanova, Anna ; Milani, S. ; Forchhammer, Soren
Author_Institution :
DTU Fotonik, Tech. Univ. of Denmark, Lyngby, Denmark
Abstract :
This paper presents an algorithm for rate-distortion-complexity optimization for the emerging High Efficiency Video Coding (HEVC) standard, whose high computational requirements urge the need for low-complexity optimization algorithms. Optimization approaches need to specify different complexity profiles in order to tailor the computational load to the different hardware and power-supply resources of devices. In this work, we focus on optimizing the quantization parameter and partition depth in HEVC via a game-theoretic approach. The proposed rate control strategy alone provides 0.2 dB improvement compared to the approach implemented in HEVC reference software, while rate-distortion-complexity optimization allows very accurate complexity control providing at the same time rate-distortion performance close to the optimal one.
Keywords :
computational complexity; game theory; optimisation; rate distortion theory; video coding; HEVC reference software; HEVC standard; complexity control; complexity profiles; game-theoretic approach; game-theoretic rate-distortion-complexity optimization; hardware resources; high efficiency video coding standard; low-complexity optimization algorithms; partition depth; power-supply resources; quantization parameter; rate control strategy; HEVC; Rate-distortion optimization; complexity; game theory; rate control;
Conference_Titel :
Image Processing (ICIP), 2013 20th IEEE International Conference on
Conference_Location :
Melbourne, VIC
DOI :
10.1109/ICIP.2013.6738411