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Fourier Ptychographic Microscopy via Alternating Direction Method of Multipliers

Fourier ptychographic microscopy (FPM) has risen as a promising computational imaging technique that breaks the trade-off between high resolution and large field of view (FOV). Its reconstruction is normally formulated as a blind phase retrieval problem, where both the object and probe have to be re...

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Autores principales: Wang, Aiye, Zhang, Zhuoqun, Wang, Siqi, Pan, An, Ma, Caiwen, Yao, Baoli
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9104836/
https://www.ncbi.nlm.nih.gov/pubmed/35563818
http://dx.doi.org/10.3390/cells11091512
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author Wang, Aiye
Zhang, Zhuoqun
Wang, Siqi
Pan, An
Ma, Caiwen
Yao, Baoli
author_facet Wang, Aiye
Zhang, Zhuoqun
Wang, Siqi
Pan, An
Ma, Caiwen
Yao, Baoli
author_sort Wang, Aiye
collection PubMed
description Fourier ptychographic microscopy (FPM) has risen as a promising computational imaging technique that breaks the trade-off between high resolution and large field of view (FOV). Its reconstruction is normally formulated as a blind phase retrieval problem, where both the object and probe have to be recovered from phaseless measured data. However, the stability and reconstruction quality may dramatically deteriorate in the presence of noise interference. Herein, we utilized the concept of alternating direction method of multipliers (ADMM) to solve this problem (termed ADMM-FPM) by breaking it into multiple subproblems, each of which may be easier to deal with. We compared its performance against existing algorithms in both simulated and practical FPM platform. It is found that ADMM-FPM method belongs to a global optimization algorithm with a high degree of parallelism and thus results in a more stable and robust phase recovery under noisy conditions. We anticipate that ADMM will rekindle interest in FPM as more modifications and innovations are implemented in the future.
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spelling pubmed-91048362022-05-14 Fourier Ptychographic Microscopy via Alternating Direction Method of Multipliers Wang, Aiye Zhang, Zhuoqun Wang, Siqi Pan, An Ma, Caiwen Yao, Baoli Cells Article Fourier ptychographic microscopy (FPM) has risen as a promising computational imaging technique that breaks the trade-off between high resolution and large field of view (FOV). Its reconstruction is normally formulated as a blind phase retrieval problem, where both the object and probe have to be recovered from phaseless measured data. However, the stability and reconstruction quality may dramatically deteriorate in the presence of noise interference. Herein, we utilized the concept of alternating direction method of multipliers (ADMM) to solve this problem (termed ADMM-FPM) by breaking it into multiple subproblems, each of which may be easier to deal with. We compared its performance against existing algorithms in both simulated and practical FPM platform. It is found that ADMM-FPM method belongs to a global optimization algorithm with a high degree of parallelism and thus results in a more stable and robust phase recovery under noisy conditions. We anticipate that ADMM will rekindle interest in FPM as more modifications and innovations are implemented in the future. MDPI 2022-04-30 /pmc/articles/PMC9104836/ /pubmed/35563818 http://dx.doi.org/10.3390/cells11091512 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wang, Aiye
Zhang, Zhuoqun
Wang, Siqi
Pan, An
Ma, Caiwen
Yao, Baoli
Fourier Ptychographic Microscopy via Alternating Direction Method of Multipliers
title Fourier Ptychographic Microscopy via Alternating Direction Method of Multipliers
title_full Fourier Ptychographic Microscopy via Alternating Direction Method of Multipliers
title_fullStr Fourier Ptychographic Microscopy via Alternating Direction Method of Multipliers
title_full_unstemmed Fourier Ptychographic Microscopy via Alternating Direction Method of Multipliers
title_short Fourier Ptychographic Microscopy via Alternating Direction Method of Multipliers
title_sort fourier ptychographic microscopy via alternating direction method of multipliers
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9104836/
https://www.ncbi.nlm.nih.gov/pubmed/35563818
http://dx.doi.org/10.3390/cells11091512
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