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Context-Aware Image Compression

We describe a physics-based data compression method inspired by the photonic time stretch wherein information-rich portions of the data are dilated in a process that emulates the effect of group velocity dispersion on temporal signals. With this coding operation, the data can be downsampled at a low...

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Detalles Bibliográficos
Autores principales: Chan, Jacky C. K., Mahjoubfar, Ata, Chen, Claire L., Jalali, Bahram
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4930214/
https://www.ncbi.nlm.nih.gov/pubmed/27367904
http://dx.doi.org/10.1371/journal.pone.0158201
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author Chan, Jacky C. K.
Mahjoubfar, Ata
Chen, Claire L.
Jalali, Bahram
author_facet Chan, Jacky C. K.
Mahjoubfar, Ata
Chen, Claire L.
Jalali, Bahram
author_sort Chan, Jacky C. K.
collection PubMed
description We describe a physics-based data compression method inspired by the photonic time stretch wherein information-rich portions of the data are dilated in a process that emulates the effect of group velocity dispersion on temporal signals. With this coding operation, the data can be downsampled at a lower rate than without it. In contrast to previous implementation of the warped stretch compression, here the decoding can be performed without the need of phase recovery. We present rate-distortion analysis and show improvement in PSNR compared to compression via uniform downsampling.
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spelling pubmed-49302142016-07-18 Context-Aware Image Compression Chan, Jacky C. K. Mahjoubfar, Ata Chen, Claire L. Jalali, Bahram PLoS One Research Article We describe a physics-based data compression method inspired by the photonic time stretch wherein information-rich portions of the data are dilated in a process that emulates the effect of group velocity dispersion on temporal signals. With this coding operation, the data can be downsampled at a lower rate than without it. In contrast to previous implementation of the warped stretch compression, here the decoding can be performed without the need of phase recovery. We present rate-distortion analysis and show improvement in PSNR compared to compression via uniform downsampling. Public Library of Science 2016-07-01 /pmc/articles/PMC4930214/ /pubmed/27367904 http://dx.doi.org/10.1371/journal.pone.0158201 Text en © 2016 Chan et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Chan, Jacky C. K.
Mahjoubfar, Ata
Chen, Claire L.
Jalali, Bahram
Context-Aware Image Compression
title Context-Aware Image Compression
title_full Context-Aware Image Compression
title_fullStr Context-Aware Image Compression
title_full_unstemmed Context-Aware Image Compression
title_short Context-Aware Image Compression
title_sort context-aware image compression
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4930214/
https://www.ncbi.nlm.nih.gov/pubmed/27367904
http://dx.doi.org/10.1371/journal.pone.0158201
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