A Unified Traffic Model for MPEG-4 and H.264 Video Traces

被引:45
作者
Dai, Min [1 ]
Zhang, Yueping [2 ]
Loguinov, Dmitri [3 ]
机构
[1] Qualcomm Inc, San Diego, CA 92121 USA
[2] NEC Labs Amer Inc, Princeton, NJ 08540 USA
[3] Texas A&M Univ, College Stn, TX 77843 USA
关键词
Intra-GOP correlation; inter-GOP correlation; long-range dependency; short-range dependency; video traffic modeling; wavelet; GAMMA-BASED FRAMEWORK;
D O I
10.1109/TMM.2009.2021802
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a frame-level hybrid framework for modeling MPEG-4 and H. 264 multi-layer variable bit rate (VBR) video traffic. To accurately capture long-range-dependent and short-range-dependent properties of VBR sequences, we use wavelets to model the distribution of I-frame sizes and a simple time-domain model for P/B frame sizes. However, unlike previous studies, we analyze and successfully model both inter-GOP (group of pictures) and intra-GOP correlation in VBR video and build an enhancement-layer model using cross-layer correlation. Simulation results demonstrate that our model effectively preserves the temporal burstiness and captures important statistical features (e. g., the autocorrelation function and the frame-size distribution) of original traffic. We also show that our model possesses lower complexity and has better performance than the previous methods in both single-and multi-layer sequences.
引用
收藏
页码:1010 / 1023
页数:14
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