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Journal ArticleDOI

Hyper-Trellis Decoding of Pixel-Domain Wyner–Ziv Video Coding

TLDR
A new decoding algorithm based on decoding on a hyper-trellis, in which multiple states of the original code trellis are combined, which significantly improves performance without changing the complexity of the decoder.
Abstract
In this paper, we present a new decoding algorithm for the Wyner-Ziv (WZ) video coding scheme based on turbo codes. In this scheme, a video frame is encoded using a turbo code, and only a subset of the parity bits are sent to the decoder. At the decoder, the temporal correlation of the video sequence is exploited by using the previous frame as noisy side information (SI) for the current frame. However, there is a mismatch between the SI, which is available as pixel values, and the binary code bits. Previous implementations of the decoder use suboptimal approaches that convert pixel values to soft information for code bits. We present a new decoding algorithm for this application based on decoding on a hyper-trellis, in which multiple states of the original code trellis are combined. We show that this approach significantly improves performance without changing the complexity of the decoder. We also introduce a new technique for the WZ decoder to exploit the spatial correlation within a frame without requiring transform-domain encoding at the encoder, thereby reducing its complexity. Simulation results for fixed-rate transmission show a 9-10-dB improvement in the peak signal-to-noise ratio when compared to a WZ video codec that does bitwise decoding and utilizes only the temporal correlation.

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Citations
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Journal ArticleDOI

Correlation Noise Modeling for Efficient Pixel and Transform Domain Wyner–Ziv Video Coding

TL;DR: The higher the estimation granularity is, the better the rate-distortion performance is since the deeper the adaptation of the decoding process is to the video statistical characteristics, which means that the pixel and coefficient levels are the best performing for PDWZ and TDWZ solutions, respectively.
Journal ArticleDOI

Efficient and Low-Complexity Surveillance Video Compression Using Backward-Channel Aware Wyner-Ziv Video Coding

TL;DR: A surveillance video compression system with low-complexity encoder based on Wyner-Ziv coding principles and an error resilience scheme for BCAWZ to address the concern of reliable transmission in the backward-channel, which is essential to the quality of video data for real-time and reliable object detection and event analysis.
Journal ArticleDOI

Distributed video coding for wireless video sensor networks: a review of the state-of-the-art architectures

TL;DR: This paper reviews the state-of-the-art DVC architectures with a focus on understanding their opportunities and gaps in addressing the operational requirements and application needs of WVSNs.
Book ChapterDOI

Wyner-Ziv video coding with side matching for improved side information

TL;DR: In the proposed scheme, Wyner-Ziv decoder compensates wrong blocks by side information using side matching and bi-directional searching and the noise reduction in side information allows the proposed algorithm to achieve coding improvements not only in bitrate but also in PSNR.
Proceedings ArticleDOI

Distributed image coding in wireless multimedia sensor networks: A survey

TL;DR: The the major research challenges and objectives of image coding for WMSN are discussed, including Wyner-Ziv coding and collaborative coding, and some theoretical explorations are investigated and classified.
References
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Proceedings ArticleDOI

Lattice quantization with side information

TL;DR: This work considers the design of lattice vector quantizers for the problem of coding Gaussian sources with uncoded side information available only at the decoder, and studies the performance of the resulting quantizers in the limit as the encoding rate becomes high.
Proceedings ArticleDOI

Turbo and trellis-based constructions for source coding with side information

TL;DR: Two different frameworks are proposed based on a trellis construction and a turbo-based construction for rate-distortion efficient constructions for the problem of source coding with side information (SCSI), which has assumed heightened interest.
Proceedings ArticleDOI

Data compression of correlated non-binary sources using punctured turbo codes

TL;DR: The proposed scheme is close to the theoretical limit predicted by the Slepian-Wolf (1973) theorem and recovers the non-binary symbol sequences from both sources.
Proceedings ArticleDOI

Slepian-Wolf coded nested quantization (SWC-NQ) for Wyner-Ziv coding: performance analysis and code design

TL;DR: Theoretical analysis and simulation results show that, for the quadratic Gaussian source and at high rate, SWC-NQ performs the same as traditional entropy-constrained lattice quantization with side information available at both the encoder and decoder.
Proceedings ArticleDOI

Improving Turbo Codec Integration in Pixel-Domain Distributed Video Coding

TL;DR: An improved model for the correlation noise between the side information frame and the original one is proposed and it is shown that modeling the nonstationary nature of the noise leads to substantial gain in the rate-distortion performance.
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