LDGM Codes Based Near-optimal Coding for Adaptive Steganography

Q Yao, W Zhang, K Chen, N Yu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Steganographic coding is an essential part of adaptive steganography. There are only two
practical near-optimal codes in the context of adaptive steganography so far: Syndrome …

A max-sum algorithm for training discrete neural networks

C Baldassi, A Braunstein - Journal of Statistical Mechanics …, 2015 - iopscience.iop.org
We present an efficient learning algorithm for the problem of training neural networks with
discrete synapses, a well-known hard (NP-complete) discrete optimization problem. The …

Belief Propagation Optimization for Lossy Compression Based on Gaussian Source

H Deng, D Song, Z Xu, Y Sun, L Wang - Sensors, 2023 - mdpi.com
In the Internet of Things, sensor nodes collect environmental information and utilize lossy
compression for saving storage space. To achieve this objective, high-efficiency …

Design of lossy compression of the Gaussian source with protograph LDPC codes

H Deng, D Song, M Miao… - 2021 15th International …, 2021 - ieeexplore.ieee.org
The low-density parity-check (LDPC) code has been employed for the lossy compression of
the binary symmetric source (BSS). However, the BSS application is limited in digital signal …

Lossy P-LDPC codes for compressing general sources using neural networks

J Ren, D Song, H Wu, L Wang - Entropy, 2023 - mdpi.com
It is challenging to design an efficient lossy compression scheme for complicated sources
based on block codes, especially to approach the theoretical distortion-rate limit. In this …

Closest-vector problem and the zero-temperature -spin landscape for lossy compression

A Braunstein, L Budzynski, S Crotti, F Ricci-Tersenghi - Physical Review E, 2022 - APS
We consider a high-dimensional random constrained optimization problem in which a set of
binary variables is subjected to a linear system of equations. The cost function is a simple …

Variable length lossy coding using an LDPC code

J Honda, H Yamamoto - IEEE transactions on information …, 2013 - ieeexplore.ieee.org
In this paper, a new variable length coding scheme using a low density parity check (LDPC)
code is proposed for the lossy compression of general iid finite sources. It is proved that the …

Lossy source coding using belief propagation and soft-decimation over LDGM codes

D Castanheira, A Gameiro - 21st Annual IEEE International …, 2010 - ieeexplore.ieee.org
This paper focus on the lossy compression of a binary symmetric source. We propose a new
algorithm for binary quantization over low density generator matrix (LDGM) codes. The …

Performance of lossy P-LDPC codes over GF (2)

Y Liu, L Wang, H Wu, S Liu - 2020 14th International …, 2020 - ieeexplore.ieee.org
This paper presents a low complexity lossy compression algorithm with protograph LDPC
codes (Lossy P-LDPC Codes) over GF (2), for binary symmetric sources. The proposed …

Design of concatenation of fountain and non-binary LDPC codes for satellite communications

L Wen, J Lei, J bo Wei - 2010 2nd International Conference on …, 2010 - ieeexplore.ieee.org
This paper researches channel coding for satellite communications. Fountain codes and
Non-binary LDPC codes are introduced, including their encoding and decoding algorithm …