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The Image Data Explorer: Interactive exploration of image-derived data

Many bioimage analysis projects produce quantitative descriptors of regions of interest in images. Associating these descriptors with visual characteristics of the objects they describe is a key step in understanding the data at hand. However, as many bioimage data and their analysis workflows are m...

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Autores principales: Muller, Coralie, Serrano-Solano, Beatriz, Sun, Yi, Tischer, Christian, Hériché, Jean-Karim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9477257/
https://www.ncbi.nlm.nih.gov/pubmed/36107835
http://dx.doi.org/10.1371/journal.pone.0273698
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author Muller, Coralie
Serrano-Solano, Beatriz
Sun, Yi
Tischer, Christian
Hériché, Jean-Karim
author_facet Muller, Coralie
Serrano-Solano, Beatriz
Sun, Yi
Tischer, Christian
Hériché, Jean-Karim
author_sort Muller, Coralie
collection PubMed
description Many bioimage analysis projects produce quantitative descriptors of regions of interest in images. Associating these descriptors with visual characteristics of the objects they describe is a key step in understanding the data at hand. However, as many bioimage data and their analysis workflows are moving to the cloud, addressing interactive data exploration in remote environments has become a pressing issue. To address it, we developed the Image Data Explorer (IDE) as a web application that integrates interactive linked visualization of images and derived data points with exploratory data analysis methods, annotation, classification and feature selection functionalities. The IDE is written in R using the shiny framework. It can be easily deployed on a remote server or on a local computer. The IDE is available at https://git.embl.de/heriche/image-data-explorer and a cloud deployment is accessible at https://shiny-portal.embl.de/shinyapps/app/01_image-data-explorer.
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spelling pubmed-94772572022-09-16 The Image Data Explorer: Interactive exploration of image-derived data Muller, Coralie Serrano-Solano, Beatriz Sun, Yi Tischer, Christian Hériché, Jean-Karim PLoS One Research Article Many bioimage analysis projects produce quantitative descriptors of regions of interest in images. Associating these descriptors with visual characteristics of the objects they describe is a key step in understanding the data at hand. However, as many bioimage data and their analysis workflows are moving to the cloud, addressing interactive data exploration in remote environments has become a pressing issue. To address it, we developed the Image Data Explorer (IDE) as a web application that integrates interactive linked visualization of images and derived data points with exploratory data analysis methods, annotation, classification and feature selection functionalities. The IDE is written in R using the shiny framework. It can be easily deployed on a remote server or on a local computer. The IDE is available at https://git.embl.de/heriche/image-data-explorer and a cloud deployment is accessible at https://shiny-portal.embl.de/shinyapps/app/01_image-data-explorer. Public Library of Science 2022-09-15 /pmc/articles/PMC9477257/ /pubmed/36107835 http://dx.doi.org/10.1371/journal.pone.0273698 Text en © 2022 Muller et al 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 use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Muller, Coralie
Serrano-Solano, Beatriz
Sun, Yi
Tischer, Christian
Hériché, Jean-Karim
The Image Data Explorer: Interactive exploration of image-derived data
title The Image Data Explorer: Interactive exploration of image-derived data
title_full The Image Data Explorer: Interactive exploration of image-derived data
title_fullStr The Image Data Explorer: Interactive exploration of image-derived data
title_full_unstemmed The Image Data Explorer: Interactive exploration of image-derived data
title_short The Image Data Explorer: Interactive exploration of image-derived data
title_sort image data explorer: interactive exploration of image-derived data
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9477257/
https://www.ncbi.nlm.nih.gov/pubmed/36107835
http://dx.doi.org/10.1371/journal.pone.0273698
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