SSIM-based video admission control and resource allocation algorithms

被引:0
|
作者
Zanforlin, Marco [1 ]
Munaretto, Daniele [1 ]
Zanella, Andrea [1 ]
Zorzi, Michele [1 ,2 ]
机构
[1] Univ Padua, Dept Informat Engn, I-35100 Padua, Italy
[2] Consorzio Ferrara Ricerche, Ferrara, Italy
来源
2014 12TH INTERNATIONAL SYMPOSIUM ON MODELING AND OPTIMIZATION IN MOBILE, AD HOC, AND WIRELESS NETWORKS (WIOPT) | 2014年
关键词
QoE; video delivery; SSIM; resource management; video admission control;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The exponential growth of video traffic in mobile networks calls for the deployment of advanced video admission control (VAC) and resource management (RM) techniques in order to provide the best quality of experience (QoE) to the end user according to the available network resources. The degradation of the QoE perceived by the user when reducing the source rate of a video typically depends on the content of the video itself. In this paper, we analyzed the QoE of a group of test video sequences encoded with H.264 advanced video codec at different rates, i.e., quality levels. The QoE is objectively expressed in terms of the average structural similarity (SSIM) index. Based on empirical results, we propose a 4-degree polynomial approximation of the SSIM as a function of the coded video rate. We hence propose to tag each video with these polynomial coefficients that provide a compact description of its specific SSIM behavior, and to use this information in VAC and RM algorithms to optimally manage a shared transmission medium. As a proof of concept, we report selected simulation results that compare QoE-aware and QoE-agnostic algorithms in a scenario with a single link shared by multiple concurrent video flows.
引用
收藏
页码:656 / 661
页数:6
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