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Steer’n’Detect: fast 2D template detection with accurate orientation estimation

MOTIVATION: Rotated template matching is an efficient and versatile algorithm to analyze microscopy images, as it automates the detection of stereotypical structures, such as organelles that can appear at any orientation. Its performance however quickly degrades in noisy image data. RESULTS: We intr...

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Detalles Bibliográficos
Autores principales: Uhlmann, Virginie, Püspöki, Zsuzsanna, Depeursinge, Adrien, Unser, Michael, Sage, Daniel, Fageot, Julien
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9154219/
https://www.ncbi.nlm.nih.gov/pubmed/35435214
http://dx.doi.org/10.1093/bioinformatics/btac270
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author Uhlmann, Virginie
Püspöki, Zsuzsanna
Depeursinge, Adrien
Unser, Michael
Sage, Daniel
Fageot, Julien
author_facet Uhlmann, Virginie
Püspöki, Zsuzsanna
Depeursinge, Adrien
Unser, Michael
Sage, Daniel
Fageot, Julien
author_sort Uhlmann, Virginie
collection PubMed
description MOTIVATION: Rotated template matching is an efficient and versatile algorithm to analyze microscopy images, as it automates the detection of stereotypical structures, such as organelles that can appear at any orientation. Its performance however quickly degrades in noisy image data. RESULTS: We introduce Steer’n’Detect, an ImageJ plugin implementing a recently published algorithm to detect patterns of interest at any orientation with high accuracy from a single template in 2D images. Steer’n’Detect provides a faster and more robust substitute to template matching. By adapting to the statistics of the image background, it guarantees accurate results even in the presence of noise. The plugin comes with an intuitive user interface facilitating results analysis and further post-processing. AVAILABILITY AND IMPLEMENTATION: https://github.com/Biomedical-Imaging-Group/Steer-n-Detect. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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spelling pubmed-91542192022-06-04 Steer’n’Detect: fast 2D template detection with accurate orientation estimation Uhlmann, Virginie Püspöki, Zsuzsanna Depeursinge, Adrien Unser, Michael Sage, Daniel Fageot, Julien Bioinformatics Applications Notes MOTIVATION: Rotated template matching is an efficient and versatile algorithm to analyze microscopy images, as it automates the detection of stereotypical structures, such as organelles that can appear at any orientation. Its performance however quickly degrades in noisy image data. RESULTS: We introduce Steer’n’Detect, an ImageJ plugin implementing a recently published algorithm to detect patterns of interest at any orientation with high accuracy from a single template in 2D images. Steer’n’Detect provides a faster and more robust substitute to template matching. By adapting to the statistics of the image background, it guarantees accurate results even in the presence of noise. The plugin comes with an intuitive user interface facilitating results analysis and further post-processing. AVAILABILITY AND IMPLEMENTATION: https://github.com/Biomedical-Imaging-Group/Steer-n-Detect. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2022-04-18 /pmc/articles/PMC9154219/ /pubmed/35435214 http://dx.doi.org/10.1093/bioinformatics/btac270 Text en © The Author(s) 2022. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Applications Notes
Uhlmann, Virginie
Püspöki, Zsuzsanna
Depeursinge, Adrien
Unser, Michael
Sage, Daniel
Fageot, Julien
Steer’n’Detect: fast 2D template detection with accurate orientation estimation
title Steer’n’Detect: fast 2D template detection with accurate orientation estimation
title_full Steer’n’Detect: fast 2D template detection with accurate orientation estimation
title_fullStr Steer’n’Detect: fast 2D template detection with accurate orientation estimation
title_full_unstemmed Steer’n’Detect: fast 2D template detection with accurate orientation estimation
title_short Steer’n’Detect: fast 2D template detection with accurate orientation estimation
title_sort steer’n’detect: fast 2d template detection with accurate orientation estimation
topic Applications Notes
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9154219/
https://www.ncbi.nlm.nih.gov/pubmed/35435214
http://dx.doi.org/10.1093/bioinformatics/btac270
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