EXIT-Based Side Information Refinement in Wyner-Ziv Video Coding

被引:4
|
作者
Ji, Wen [1 ]
Frossard, Pascal [2 ]
Chen, Yiqiang [1 ]
机构
[1] Chinese Acad Sci, Inst Comp Technol, Beijing Key Lab Mobile Comp & Pervas Device, Beijing 100190, Peoples R China
[2] Ecole Polytech Fed Lausanne, Signal Proc Lab LTS4, CH-1015 Lausanne, Switzerland
基金
北京市自然科学基金; 中国国家自然科学基金;
关键词
Distributed video coding (DVC); extrinsic information transfer (EXIT) chart; low-density parity-check (LDPC) codes; side information (SI); PARITY-CHECK CODES; MOTION ESTIMATION; CHANNEL; DESIGN; COMPENSATION; COMPRESSION; MODEL; PIXEL; BLOCK;
D O I
10.1109/TCSVT.2013.2276535
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The accuracy of the side information (SI) is critical in the performance of distributed video coding algorithms. The SI is typically built at a decoder based on the reconstructed data and on channel coding parity bits transmitted by the encoder. The optimal encoding rate is generally difficult to compute precisely due to the dynamics of video content with varying correlation. Effective methods for the refinement of imprecise SI are therefore important for improved decoding quality. In this paper, we propose to exploit the intrinsic property of channel coding algorithms in Wyner-Ziv video coding. The SI is refined via both the information-plane and the parity-plane bits, which rapidly increases the accuracy of refined SI. We use extrinsic information transfer chart analysis in order to estimate the variations of the mutual information in the iterative decoding. In particular, we characterize mutual information variations for punctured regular and irregular rate-compatible low-density parity-check codes. Tracking the mutual information changes permits to decrease the coding rate of the information and parity bitstreams, while preserving the decoding quality. Simulation results confirm that our method improves on the decoding quality of recent distributed video coding algorithms, especially for high-motion sequences or at high-coding rate regimes.
引用
收藏
页码:141 / 156
页数:16
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