Rate Allocation in Predictive Video Coding Using a Convex Optimization Framework

被引:25
|
作者
Fiengo, Aniello [1 ]
Chierchia, Giovanni [2 ]
Cagnazzo, Marco [1 ]
Pesquet-Popescu, Beatrice [1 ]
机构
[1] Univ Paris Saclay, Lab Traitement & Commun Informat, Ctr Natl Rech Sci, LTCI Telecom ParisTech, F-75634 Paris, France
[2] Univ Paris Est, LIGM, CNRS,ENPC, ESIEE Paris,UPEM, F-93162 Noisy Le Grand, France
关键词
Video coding; rate distortion; convex optimization; bit allocation; RATE-DISTORTION OPTIMIZATION; BIT ALLOCATION; COMPRESSION; PROJECTION; ALGORITHM; CODERS; MODEL; HEVC;
D O I
10.1109/TIP.2016.2621666
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Optimal rate allocation is among the most challenging tasks to perform in the context of predictive video coding, because of the dependencies between frames induced by motion compensation. In this paper, using a recursive rate-distortion model that explicitly takes into account these dependencies, we approach the frame-level rate allocation as a convex optimization problem. This technique is integrated into the recent HEVC encoder, and tested on several standard sequences. Experiments indicate that the proposed rate allocation ensures a better performance (in the rate-distortion sense) than the standard HEVC rate control, and with a little loss with respect to an optimal exhaustive research, which is largely compensated by a much shorter execution time.
引用
收藏
页码:479 / 489
页数:11
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