DocumentCode :
799857
Title :
A Unified Traffic Model for MPEG-4 and H.264 Video Traces
Author :
Dai, Min ; Zhang, Yueping ; Loguinov, Dmitri
Author_Institution :
Qualcomm, Inc., San Diego, CA, USA
Volume :
11
Issue :
5
fYear :
2009
Firstpage :
1010
Lastpage :
1023
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.
Keywords :
correlation methods; image enhancement; image sequences; statistical analysis; telecommunication traffic; time-domain analysis; variable rate codes; video coding; H.264 video trace; MPEG-4; VBR sequence; cross-layer correlation; enhancement-layer model; frame-level hybrid framework; inter-GOP correlation; statistical feature; time-domain model; unified traffic model; variable bit rate; Intra-GOP correlation; inter-GOP correlation; long-range dependency; short-range dependency; video traffic modeling; wavelet;
fLanguage :
English
Journal_Title :
Multimedia, IEEE Transactions on
Publisher :
ieee
ISSN :
1520-9210
Type :
jour
DOI :
10.1109/TMM.2009.2021802
Filename :
4907109
Link To Document :
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