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Distributed Video Coding Based on Constrained Rate Adaptive Low Density Parity Check Codes

机译:基于约束率自适应低密度奇偶校验码的分布式视频编码

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Distributed video coding is an emerging area of research for digital video driven partly by the widespread use of video acquisition devices by the consumers. In this paper, we present a distributed video coding scheme based on zero motion identification at the decoder and constrained rate adaptive low density parity check (LDPC) codes. Zero-motion-block identification mechanism is introduced at the decoder, which takes the characters of video sequence into account The constrained error control decoder can use the bits in the zero motion blocks as a constraint to achieve a better decoding performance and further improve the overall video compression efficiency. It is only at the decoder side that the proposed scheme exploits temporal and spatial redundancy without introducing any additional processing at the encoder side, which keeps the complexity of the encoding as low as possible with certain compression efficiency. As a powerful alternative to Turbo codes, LDPC codes have been applied to our scheme. Since video data are highly non-ergodic, we use rate-adaptive LDPC codes to fit this variation of the achievable compression rate in our scheme. But one most basic difference between LDPC codes in our scheme and conventional channel coding is that in our scheme, we can make sure some bits are known. Those bits can work as constraints to the decoder and improve the decoding performance. We propose a constrained LDPC decoder not only to improve the decoder efficiency but also to speed the convergence of the iterative decoding. Simulation demonstrates that the scheme has significant improvement in the performances. In addition, the proposed constrained LDPC decoder may benefit other application.
机译:分布式视频编码是数字视频研究的一个新兴领域,部分原因是消费者广泛使用视频采集设备。在本文中,我们提出了一种基于解码器零运动识别和约束速率自适应低密度奇偶校验(LDPC)码的分布式视频编码方案。解码器中引入了零运动块识别机制,该机制考虑了视频序列的特征。受约束的差错控制解码器可以使用零运动块中的位作为约束条件,以实现更好的解码性能并进一步改善整体视频压缩效率。所提出的方案仅在解码器侧利用时间和空间冗余而不在编码器侧引入任何附加处理,这使得在具有一定压缩效率的情况下保持编码的复杂度尽可能低。作为Turbo码的强大替代方案,LDPC码已应用于我们的方案。由于视频数据是高度非遍历的,因此在我们的方案中,我们使用自适应速率的LDPC码来适应这种可实现的压缩速率的变化。但是,在我们的方案中,LDPC码与常规信道编码之间最基本的区别是,在我们的方案中,我们可以确保某些比特是已知的。这些位可以作为对解码器的约束并提高解码性能。我们提出了一种受约束的LDPC解码器,不仅可以提高解码器的效率,而且可以加快迭代解码的收敛速度。仿真表明,该方案在性能上有很大的提高。另外,所提出的约束LDPC解码器可以使其他应用受益。

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