Rate-distortion analysis and quality control in scalable Internet streaming

被引:26
|
作者
Dai, Min [1 ]
Loguinov, Dmitri
Radha, Hayder A.
机构
[1] Qualcomm Inc, MediaFLO Video Syst Team, San Diego, CA 92121 USA
[2] Texas A&M Univ, Dept Comp Sci, College Stn, TX 77843 USA
[3] Michigan State Univ, Dept Elect & Elect Engn, E Lansing, MI 48824 USA
基金
美国国家科学基金会;
关键词
MPEG-4; FGS; quality control; rate distortion; scalable streaming;
D O I
10.1109/TMM.2006.884626
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Rate-distortion (R-D) modeling of video coders has always been an important issue in video streaming; however, few if the traditional R-D models and their performance have been closely examined in the context of scalable (FGS-like) video. To,overcome this shortcoming, the first half of the paper models rate-distortion of DCT-based fine-granular scalable coders and derives a simple operational R-D model for Internet streaming applications. Experimental results demonstrate that this R-D result, an extension of the classical R-D formula, is very accurate within the domain of scalable coding methods exemplified by MPEG-4 FGS and H.264 progressive FGS. In the second half of the paper, we examine congestion control and dynamic rate-scaling algorithms that achieve smooth visual quality during streaming using he proposed R-D model. In constant bitrate (CBR) channels, our R-D based quality-control algorithm dramatically reduces PSNR variation between adjacent frames (to less than 0.1 dB in sample sequences). Since the Internet is a changing environment shared by many sources, even R-D based quality control often cannot guarantee nonfluctuating PSNR in variable-bitrate (VBR) channels without the help from an appropriate congestion controller. Thus, we apply recent utility-based congestion control methods to our problem and show how a combination of this approach and our R-D model can benefit future streaming applications.
引用
收藏
页码:1135 / 1146
页数:12
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