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Compressed sensing in the far-field of the spatial light modulator in high noise conditions
Single-pixel imaging techniques as an alternative to focal-plane detector arrays are being widely investigated. The interest in these single-pixel techniques is partly their compatibility with compressed sensing but also their applicability to spectral regions where focal planes arrays are simply no...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8408209/ https://www.ncbi.nlm.nih.gov/pubmed/34465854 http://dx.doi.org/10.1038/s41598-021-97072-2 |
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author | Kallepalli, Akhil Innes, John Padgett, Miles J. |
author_facet | Kallepalli, Akhil Innes, John Padgett, Miles J. |
author_sort | Kallepalli, Akhil |
collection | PubMed |
description | Single-pixel imaging techniques as an alternative to focal-plane detector arrays are being widely investigated. The interest in these single-pixel techniques is partly their compatibility with compressed sensing but also their applicability to spectral regions where focal planes arrays are simply not obtainable. Here, we show how a phased-array modulator source can be used to create Hadamard intensity patterns in the far-field, thereby enabling single-pixel imaging. Further, we successfully illustrate an implementation of compressed sensing for image reconstruction in conditions of high noise. In combination, this robust technique could be applied to any spectral region where spatial light phase modulators or phased-array sources are available. |
format | Online Article Text |
id | pubmed-8408209 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-84082092021-09-01 Compressed sensing in the far-field of the spatial light modulator in high noise conditions Kallepalli, Akhil Innes, John Padgett, Miles J. Sci Rep Article Single-pixel imaging techniques as an alternative to focal-plane detector arrays are being widely investigated. The interest in these single-pixel techniques is partly their compatibility with compressed sensing but also their applicability to spectral regions where focal planes arrays are simply not obtainable. Here, we show how a phased-array modulator source can be used to create Hadamard intensity patterns in the far-field, thereby enabling single-pixel imaging. Further, we successfully illustrate an implementation of compressed sensing for image reconstruction in conditions of high noise. In combination, this robust technique could be applied to any spectral region where spatial light phase modulators or phased-array sources are available. Nature Publishing Group UK 2021-08-31 /pmc/articles/PMC8408209/ /pubmed/34465854 http://dx.doi.org/10.1038/s41598-021-97072-2 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Kallepalli, Akhil Innes, John Padgett, Miles J. Compressed sensing in the far-field of the spatial light modulator in high noise conditions |
title | Compressed sensing in the far-field of the spatial light modulator in high noise conditions |
title_full | Compressed sensing in the far-field of the spatial light modulator in high noise conditions |
title_fullStr | Compressed sensing in the far-field of the spatial light modulator in high noise conditions |
title_full_unstemmed | Compressed sensing in the far-field of the spatial light modulator in high noise conditions |
title_short | Compressed sensing in the far-field of the spatial light modulator in high noise conditions |
title_sort | compressed sensing in the far-field of the spatial light modulator in high noise conditions |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8408209/ https://www.ncbi.nlm.nih.gov/pubmed/34465854 http://dx.doi.org/10.1038/s41598-021-97072-2 |
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