The Need for Careful Data Collection for Pattern Recognition in Digital Pathology

Effective pattern recognition requires carefully designed ground-truth datasets. In this technical note, we first summarize potential data collection issues in digital pathology and then propose guidelines to build more realistic ground-truth datasets and to control their quality. We hope our commen...

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Detalles Bibliográficos
Autor principal: Marée, Raphaël
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Medknow Publications & Media Pvt Ltd 2017
Materias:
Technical Note
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5404354/
https://www.ncbi.nlm.nih.gov/pubmed/28480122
http://dx.doi.org/10.4103/jpi.jpi_94_16
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author Marée, Raphaël
author_facet Marée, Raphaël
author_sort Marée, Raphaël
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description Effective pattern recognition requires carefully designed ground-truth datasets. In this technical note, we first summarize potential data collection issues in digital pathology and then propose guidelines to build more realistic ground-truth datasets and to control their quality. We hope our comments will foster the effective application of pattern recognition approaches in digital pathology.
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spelling pubmed-54043542017-05-05 The Need for Careful Data Collection for Pattern Recognition in Digital Pathology Marée, Raphaël J Pathol Inform Technical Note Effective pattern recognition requires carefully designed ground-truth datasets. In this technical note, we first summarize potential data collection issues in digital pathology and then propose guidelines to build more realistic ground-truth datasets and to control their quality. We hope our comments will foster the effective application of pattern recognition approaches in digital pathology. Medknow Publications & Media Pvt Ltd 2017-04-10 /pmc/articles/PMC5404354/ /pubmed/28480122 http://dx.doi.org/10.4103/jpi.jpi_94_16 Text en Copyright: © 2017 Journal of Pathology Informatics http://creativecommons.org/licenses/by-nc-sa/3.0 This is an open access article distributed under the terms of the Creative Commons Attribution-NonCommercial-ShareAlike 3.0 License, which allows others to remix, tweak, and build upon the work non-commercially, as long as the author is credited and the new creations are licensed under the identical terms.
spellingShingle Technical Note
Marée, Raphaël
The Need for Careful Data Collection for Pattern Recognition in Digital Pathology
title The Need for Careful Data Collection for Pattern Recognition in Digital Pathology
title_full The Need for Careful Data Collection for Pattern Recognition in Digital Pathology
title_fullStr The Need for Careful Data Collection for Pattern Recognition in Digital Pathology
title_full_unstemmed The Need for Careful Data Collection for Pattern Recognition in Digital Pathology
title_short The Need for Careful Data Collection for Pattern Recognition in Digital Pathology
title_sort need for careful data collection for pattern recognition in digital pathology
topic Technical Note
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5404354/
https://www.ncbi.nlm.nih.gov/pubmed/28480122
http://dx.doi.org/10.4103/jpi.jpi_94_16
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