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Distributed Video Coding Based on Polar Codes

delete2023-03-01
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OA
AI
G
Grigorii Trofimiuk *
E
Evgeny Belyaev
P
Peter Trifonov
DOI:10.1109/LCOMM.2023.3237285delete
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Abstract

Abstract

En 中文
In this letter we present an improved distributed video coding (DVC) scheme based on polar coding techniques. Firstly, we adapt log-likelihood ratios (LLRs) for DVC with integer implementation of a discrete cosine transform (DCT). We propose a computationally efficient and numerically stable modification of these LLRs based on the simplified methods of polar codes decoding. We show that on average this approach provides 0.3 dB PSNR gain for DVC with LDPC accumulated (LDPCA) codes. Secondly, we introduce the nested shortened polar codes construction algorithm. We demonstrate that replacement of LDPCA by polar codes improves PSNR by 0.1 dB on average, whereas, for videos with relatively high motion level, the gain reaches up to 0.23, 0.39 and 0.55 dB for Group of Pictures (GOP) lengths 2, 4 and 8 frames, respectively. Finally, experimental results demonstrate that DVC with polar codes and Tal-Vardy list decoder operates up to two times faster than DVC with LDPCA code and belief propagation (BP) decoder.
Keywords:
Decoding
Polar codes
Discrete cosine transforms
Codes
Encoding
Codecs
Video coding
distributed video coding

Journal

IEEE Communications Letters cover
IEEE Communications Letters
IF:
4.4
Papers:
1.3W
Citations:
2.2W

Organization

I
ITMO University
Scholars:
4.5K
Papers: 2.9K
Citations: 3.4K