201. A Unified Traffic Model for MPEG-4 and H.264 Video Traces
- Author
-
Dmitri Loguinov, Min Dai, and Yueping Zhang
- Subjects
Computer science ,Quality of service ,Frame (networking) ,Real-time computing ,Image processing ,Data_CODINGANDINFORMATIONTHEORY ,computer.file_format ,Variable bitrate ,Computer Science Applications ,Wavelet ,Burstiness ,Signal Processing ,Bit rate ,MPEG-4 ,Media Technology ,Electrical and Electronic Engineering ,Algorithm ,computer ,Group of pictures ,Image compression - Abstract
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.
- Published
- 2009
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