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Simultaneous multiple-emitter fitting for single molecule super-resolution imaging

Single molecule localization based super-resolution imaging techniques require repeated localization of many single emitters. We describe a method that uses the maximum likelihood estimator to localize multiple emitters simultaneously within a single, two-dimensional fitting sub-region, yielding an...

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Detalles Bibliográficos
Autores principales: Huang, Fang, Schwartz, Samantha L., Byars, Jason M., Lidke, Keith A.
Formato: Texto
Lenguaje:English
Publicado: Optical Society of America 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3087594/
https://www.ncbi.nlm.nih.gov/pubmed/21559149
http://dx.doi.org/10.1364/BOE.2.001377
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author Huang, Fang
Schwartz, Samantha L.
Byars, Jason M.
Lidke, Keith A.
author_facet Huang, Fang
Schwartz, Samantha L.
Byars, Jason M.
Lidke, Keith A.
author_sort Huang, Fang
collection PubMed
description Single molecule localization based super-resolution imaging techniques require repeated localization of many single emitters. We describe a method that uses the maximum likelihood estimator to localize multiple emitters simultaneously within a single, two-dimensional fitting sub-region, yielding an order of magnitude improvement in the tolerance of the analysis routine with regards to the single-frame active emitter density. Multiple-emitter fitting enables the overall performance of single-molecule super-resolution to be improved in one or more of several metrics that result in higher single-frame density of localized active emitters. For speed, the algorithm is implemented on Graphics Processing Unit (GPU) architecture, resulting in analysis times on the order of minutes. We show the performance of multiple emitter fitting as a function of the single-frame active emitter density. We describe the details of the algorithm that allow robust fitting, the details of the GPU implementation, and the other imaging processing steps required for the analysis of data sets.
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spelling pubmed-30875942011-05-10 Simultaneous multiple-emitter fitting for single molecule super-resolution imaging Huang, Fang Schwartz, Samantha L. Byars, Jason M. Lidke, Keith A. Biomed Opt Express Microscopy Single molecule localization based super-resolution imaging techniques require repeated localization of many single emitters. We describe a method that uses the maximum likelihood estimator to localize multiple emitters simultaneously within a single, two-dimensional fitting sub-region, yielding an order of magnitude improvement in the tolerance of the analysis routine with regards to the single-frame active emitter density. Multiple-emitter fitting enables the overall performance of single-molecule super-resolution to be improved in one or more of several metrics that result in higher single-frame density of localized active emitters. For speed, the algorithm is implemented on Graphics Processing Unit (GPU) architecture, resulting in analysis times on the order of minutes. We show the performance of multiple emitter fitting as a function of the single-frame active emitter density. We describe the details of the algorithm that allow robust fitting, the details of the GPU implementation, and the other imaging processing steps required for the analysis of data sets. Optical Society of America 2011-04-29 /pmc/articles/PMC3087594/ /pubmed/21559149 http://dx.doi.org/10.1364/BOE.2.001377 Text en ©2011 Optical Society of America http://creativecommons.org/licenses/by-nc-nd/3.0 This is an open-access article distributed under the terms of the Creative Commons Attribution-Noncommercial-No Derivative Works 3.0 Unported License, which permits download and redistribution, provided that the original work is properly cited. This license restricts the article from being modified or used commercially.
spellingShingle Microscopy
Huang, Fang
Schwartz, Samantha L.
Byars, Jason M.
Lidke, Keith A.
Simultaneous multiple-emitter fitting for single molecule super-resolution imaging
title Simultaneous multiple-emitter fitting for single molecule super-resolution imaging
title_full Simultaneous multiple-emitter fitting for single molecule super-resolution imaging
title_fullStr Simultaneous multiple-emitter fitting for single molecule super-resolution imaging
title_full_unstemmed Simultaneous multiple-emitter fitting for single molecule super-resolution imaging
title_short Simultaneous multiple-emitter fitting for single molecule super-resolution imaging
title_sort simultaneous multiple-emitter fitting for single molecule super-resolution imaging
topic Microscopy
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3087594/
https://www.ncbi.nlm.nih.gov/pubmed/21559149
http://dx.doi.org/10.1364/BOE.2.001377
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