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A Publicly Available, High Resolution, Unbiased CT Brain Template

Clinical imaging relies heavily on X-ray computed tomography (CT) scans for diagnosis and prognosis. Many research applications aim to perform population-level analyses, which require images to be put in the same space, usually defined by a population average, also known as a template. We present an...

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Autor principal: Muschelli, John
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7274757/
http://dx.doi.org/10.1007/978-3-030-50153-2_27
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author Muschelli, John
author_facet Muschelli, John
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description Clinical imaging relies heavily on X-ray computed tomography (CT) scans for diagnosis and prognosis. Many research applications aim to perform population-level analyses, which require images to be put in the same space, usually defined by a population average, also known as a template. We present an open-source, publicly available, high-resolution CT template. With this template, we provide voxel-wise standard deviation and median images, a basic segmentation of the cerebrospinal fluid spaces, including the ventricles, and a coarse whole brain labeling. This template can be used for spatial normalization of CT scans and research applications, including deep learning. The template was created using an anatomically-unbiased template creation procedure, but is still limited by the population it was derived from, an open CT data set without demographic information. The template and derived images are available at https://github.com/muschellij2/high_res_ct_template. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this chapter (10.1007/978-3-030-50153-2_27) contains supplementary material, which is available to authorized users.
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spelling pubmed-72747572020-06-08 A Publicly Available, High Resolution, Unbiased CT Brain Template Muschelli, John Information Processing and Management of Uncertainty in Knowledge-Based Systems Article Clinical imaging relies heavily on X-ray computed tomography (CT) scans for diagnosis and prognosis. Many research applications aim to perform population-level analyses, which require images to be put in the same space, usually defined by a population average, also known as a template. We present an open-source, publicly available, high-resolution CT template. With this template, we provide voxel-wise standard deviation and median images, a basic segmentation of the cerebrospinal fluid spaces, including the ventricles, and a coarse whole brain labeling. This template can be used for spatial normalization of CT scans and research applications, including deep learning. The template was created using an anatomically-unbiased template creation procedure, but is still limited by the population it was derived from, an open CT data set without demographic information. The template and derived images are available at https://github.com/muschellij2/high_res_ct_template. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this chapter (10.1007/978-3-030-50153-2_27) contains supplementary material, which is available to authorized users. 2020-05-16 /pmc/articles/PMC7274757/ http://dx.doi.org/10.1007/978-3-030-50153-2_27 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Muschelli, John
A Publicly Available, High Resolution, Unbiased CT Brain Template
title A Publicly Available, High Resolution, Unbiased CT Brain Template
title_full A Publicly Available, High Resolution, Unbiased CT Brain Template
title_fullStr A Publicly Available, High Resolution, Unbiased CT Brain Template
title_full_unstemmed A Publicly Available, High Resolution, Unbiased CT Brain Template
title_short A Publicly Available, High Resolution, Unbiased CT Brain Template
title_sort publicly available, high resolution, unbiased ct brain template
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7274757/
http://dx.doi.org/10.1007/978-3-030-50153-2_27
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