POLCOVID: a multicenter multiclass chest X-ray database (Poland, 2020-2021).
Journal
Scientific data
ISSN: 2052-4463
Titre abrégé: Sci Data
Pays: England
ID NLM: 101640192
Informations de publication
Date de publication:
02 06 2023
02 06 2023
Historique:
received:
16
02
2023
accepted:
11
05
2023
medline:
5
6
2023
pubmed:
3
6
2023
entrez:
2
6
2023
Statut:
epublish
Résumé
The outbreak of the SARS-CoV-2 pandemic has put healthcare systems worldwide to their limits, resulting in increased waiting time for diagnosis and required medical assistance. With chest radiographs (CXR) being one of the most common COVID-19 diagnosis methods, many artificial intelligence tools for image-based COVID-19 detection have been developed, often trained on a small number of images from COVID-19-positive patients. Thus, the need for high-quality and well-annotated CXR image databases increased. This paper introduces POLCOVID dataset, containing chest X-ray (CXR) images of patients with COVID-19 or other-type pneumonia, and healthy individuals gathered from 15 Polish hospitals. The original radiographs are accompanied by the preprocessed images limited to the lung area and the corresponding lung masks obtained with the segmentation model. Moreover, the manually created lung masks are provided for a part of POLCOVID dataset and the other four publicly available CXR image collections. POLCOVID dataset can help in pneumonia or COVID-19 diagnosis, while the set of matched images and lung masks may serve for the development of lung segmentation solutions.
Identifiants
pubmed: 37268643
doi: 10.1038/s41597-023-02229-5
pii: 10.1038/s41597-023-02229-5
pmc: PMC10236395
doi:
Types de publication
Dataset
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
348Subventions
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Narodowe Centrum Nauki (National Science Centre)
ID : MNiSW/2/WFSN/2020
Organisme : Politechnika lska (Silesian University of Technology)
ID : 02/070/BK_22/0033
Organisme : Politechnika lska (Silesian University of Technology)
ID : 02/070/BK_22/0033
Organisme : Ministry of Science and Higher Education | Narodowe Centrum Badań i Rozwoju (National Centre for Research and Development)
ID : POIG.02.03.01-24-099/13
Organisme : Ministry of Science and Higher Education | Narodowe Centrum Badań i Rozwoju (National Centre for Research and Development)
ID : POIG.02.03.01-24-099/13
Organisme : Ministry of Science and Higher Education | Narodowe Centrum Badań i Rozwoju (National Centre for Research and Development)
ID : POIG.02.03.01-24-099/13
Organisme : Ministry of Science and Higher Education | Narodowe Centrum Badań i Rozwoju (National Centre for Research and Development)
ID : POIG.02.03.01-24-099/13
Organisme : Ministry of Science and Higher Education | Narodowe Centrum Badań i Rozwoju (National Centre for Research and Development)
ID : POIG.02.03.01-24-099/13
Organisme : Ministry of Science and Higher Education | Narodowe Centrum Badań i Rozwoju (National Centre for Research and Development)
ID : POIG.02.03.01-24-099/13
Organisme : Ministry of Science and Higher Education | Narodowe Centrum Badań i Rozwoju (National Centre for Research and Development)
ID : POIG.02.03.01-24-099/13
Organisme : EC | Directorate-General for Employment, Social Affairs and Inclusion | European Social Fund (Fondo Social Europeo)
ID : POWR.03.05.00-00-Z305
Organisme : EC | Directorate-General for Employment, Social Affairs and Inclusion | European Social Fund (Fondo Social Europeo)
ID : POWR.03.02.00-00-I029
Organisme : EC | Directorate-General for Employment, Social Affairs and Inclusion | European Social Fund (Fondo Social Europeo)
ID : POWR.03.05.00-00-Z305
Investigateurs
Agnieszka Oronowicz-Jaskowiak
(A)
Bogumil Golebiewski
(B)
Mateusz Rataj
(M)
Przemyslaw Chmielarz
(P)
Adrianna Tur
(A)
Grzegorz Drabik
(G)
Justyna Kozub
(J)
Anna Kozanecka
(A)
Sebastian Hildebrandt
(S)
Katarzyna Krutul-Walenciej
(K)
None Jan Baron
Jerzy Jaroszewicz
(J)
Piotr Wasilewski
(P)
Samuel Mazur
(S)
Krzysztof Klaude
(K)
Katarzyna Rataj
(K)
Bogumil Golebiewski
(B)
Piotr Rabiko
(P)
Pawel Rajewski
(P)
Piotr Blewaska
(P)
Katarzyna Sznajder
(K)
Robert Plesniak
(R)
Informations de copyright
© 2023. The Author(s).
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