Cargando…
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...
Autores principales: | , , , , , |
---|---|
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 |
_version_ | 1784707892379648000 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9104836 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT wangaiye fourierptychographicmicroscopyviaalternatingdirectionmethodofmultipliers AT zhangzhuoqun fourierptychographicmicroscopyviaalternatingdirectionmethodofmultipliers AT wangsiqi fourierptychographicmicroscopyviaalternatingdirectionmethodofmultipliers AT panan fourierptychographicmicroscopyviaalternatingdirectionmethodofmultipliers AT macaiwen fourierptychographicmicroscopyviaalternatingdirectionmethodofmultipliers AT yaobaoli fourierptychographicmicroscopyviaalternatingdirectionmethodofmultipliers |