On the windowed encoding complexity of SC-LDGM codes for lossy source compression
Document Type
Conference Proceeding
Publication Date
2-2-2017
Abstract
It has been shown that spatially coupled low-density generator-matrix (SC-LDGM) code ensembles display distortion saturation for the lossy binary symmetric source coding problem with belief propagation guided decimation algorithms, in the sense that the distortion of the SC-LDGM code ensemble approaches the optimal distortion of the underlying (uncoupled) LDGM block code ensemble. This has also been demonstrated for the class of protograph-based SC-LDGM code ensembles with windowed encoding (WE), where distortion close to the rate distortion limit was obtained with low-latency encoding. In this paper, we propose and compare two decimation techniques for lowering the WE complexity of SC-LDGM codes that maintain distortion performance close to the rate-distortion bound.
Identifier
85015224532 (Scopus)
ISBN
[9784885523090]
Publication Title
Proceedings of 2016 International Symposium on Information Theory and Its Applications Isita 2016
First Page
596
Last Page
600
Recommended Citation
Golmohammadi, Ahmad; Kliewer, Jorg; Costello, Daniel J.; and Mitchell, David G.M., "On the windowed encoding complexity of SC-LDGM codes for lossy source compression" (2017). Faculty Publications. 9758.
https://digitalcommons.njit.edu/fac_pubs/9758
