Analysis of Decorrelation Transform Gain for Uncoded Wireless Image and Video Communication

被引:48
|
作者
Xiong, Ruiqin [1 ,2 ]
Wu, Feng [3 ,4 ]
Xu, Jizheng [3 ]
Fan, Xiaopeng [5 ]
Luo, Chong [3 ]
Gao, Wen [1 ,2 ]
机构
[1] Peking Univ, Inst Digital Media, Sch Elect Engn & Comp Sci, Beijing 100871, Peoples R China
[2] Peking Univ, NELVT, Beijing 100871, Peoples R China
[3] Microsoft Res Asia, Beijing 100080, Peoples R China
[4] Univ Sci & Technol China, Hefei 230026, Peoples R China
[5] Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China
基金
中国国家自然科学基金; 北京市自然科学基金;
关键词
Uncoded visual communication; image representation; decorrelation transform; power allocation; energy diversity; transform gain; UNEQUAL ERROR PROTECTION; PROGRESSIVE TRANSMISSION; RATE ALLOCATION; PET PROTECTION; OPTIMIZATION; COMPRESSION; ALGORITHMS; BITSTREAMS; FRAMEWORK; CHANNELS;
D O I
10.1109/TIP.2016.2535288
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An uncoded transmission scheme called SoftCast has recently shown great potential for wireless video transmission. Unlike conventional approaches, SoftCast processes input images only by a series of transformations and modulates the coefficients directly to a dense constellation for transmission. The transmission is uncoded and lossy in nature, with its noise level commensurate with the channel condition. This paper presents a theoretical analysis for an uncoded visual communication, focusing on developing a quantitative measurements for the efficiency of decorrelation transform in a generalized uncoded transmission framework. Our analysis reveals that the energy distribution among signal elements is critical for the efficiency of uncoded transmission. A decorrelation transform can potentially bring a significant performance gain by boosting the energy diversity in signal representation. Numerical results on Markov random process and real image and video signals are reported to evaluate the performance gain of using different transforms in uncoded transmission. The analysis presented in this paper is verified by simulated SoftCast transmissions. This provide guidelines for designing efficient uncoded video transmission schemes.
引用
收藏
页码:1820 / 1833
页数:14
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