ISLES 2022: A multi-center magnetic resonance imaging stroke lesion segmentation dataset.


Journal

Scientific data
ISSN: 2052-4463
Titre abrégé: Sci Data
Pays: England
ID NLM: 101640192

Informations de publication

Date de publication:
10 Dec 2022
Historique:
received: 04 08 2022
accepted: 28 11 2022
entrez: 10 12 2022
pubmed: 11 12 2022
medline: 15 12 2022
Statut: epublish

Résumé

Magnetic resonance imaging (MRI) is an important imaging modality in stroke. Computer based automated medical image processing is increasingly finding its way into clinical routine. The Ischemic Stroke Lesion Segmentation (ISLES) challenge is a continuous effort to develop and identify benchmark methods for acute and sub-acute ischemic stroke lesion segmentation. Here we introduce an expert-annotated, multicenter MRI dataset for segmentation of acute to subacute stroke lesions ( https://doi.org/10.5281/zenodo.7153326 ). This dataset comprises 400 multi-vendor MRI cases with high variability in stroke lesion size, quantity and location. It is split into a training dataset of n = 250 and a test dataset of n = 150. All training data is publicly available. The test dataset will be used for model validation only and will not be released to the public. This dataset serves as the foundation of the ISLES 2022 challenge ( https://www.isles-challenge.org/ ) with the goal of finding algorithmic methods to enable the development and benchmarking of automatic, robust and accurate segmentation methods for ischemic stroke.

Identifiants

pubmed: 36496501
doi: 10.1038/s41597-022-01875-5
pii: 10.1038/s41597-022-01875-5
pmc: PMC9741583
doi:

Types de publication

Multicenter Study Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

762

Subventions

Organisme : NINDS NIH HHS
ID : R01 NS115845
Pays : United States

Informations de copyright

© 2022. The Author(s).

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Auteurs

Moritz R Hernandez Petzsche (MR)

Department of Diagnostic and Interventional Neuroradiology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany. moritz.hernandez@tum.de.

Ezequiel de la Rosa (E)

icometrix, Leuven, Belgium.
Department of Informatics, Technical University of Munich, Munich, Germany.

Uta Hanning (U)

Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.

Roland Wiest (R)

Institute of Diagnostic and Interventional Neuroradiology, University of Bern, Bern, Switzerland.

Waldo Valenzuela (W)

Institute of Diagnostic and Interventional Neuroradiology, University of Bern, Bern, Switzerland.

Mauricio Reyes (M)

ARTORG Center for Biomedical Engineering Research, Univ. of Bern, Bern, Switzerland.

Maria Meyer (M)

icometrix, Leuven, Belgium.

Sook-Lei Liew (SL)

Chan Division of Occupational Science and Occupational Therapy, University of Southern California, Los Angeles, CA, USA.

Florian Kofler (F)

Department of Diagnostic and Interventional Neuroradiology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany.
Department of Informatics, Technical University of Munich, Munich, Germany.
TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Munich, Germany.
Helmholtz AI, Helmholtz Zentrum Munich, Munich, Germany.

Ivan Ezhov (I)

Department of Informatics, Technical University of Munich, Munich, Germany.
TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Munich, Germany.

David Robben (D)

icometrix, Leuven, Belgium.

Alexandre Hutton (A)

Chan Division of Occupational Science and Occupational Therapy, University of Southern California, Los Angeles, CA, USA.

Tassilo Friedrich (T)

Department of Diagnostic and Interventional Neuroradiology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany.

Teresa Zarth (T)

Department of Diagnostic and Interventional Neuroradiology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany.

Johannes Bürkle (J)

Department of Diagnostic and Interventional Neuroradiology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany.

The Anh Baran (TA)

Department of Diagnostic and Interventional Neuroradiology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany.

Björn Menze (B)

Department of Informatics, Technical University of Munich, Munich, Germany.
Department of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland.

Gabriel Broocks (G)

Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.

Lukas Meyer (L)

Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.

Claus Zimmer (C)

Department of Diagnostic and Interventional Neuroradiology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany.

Tobias Boeckh-Behrens (T)

Department of Diagnostic and Interventional Neuroradiology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany.

Maria Berndt (M)

Department of Diagnostic and Interventional Neuroradiology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany.

Benno Ikenberg (B)

Department of Neurology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany.

Benedikt Wiestler (B)

Department of Diagnostic and Interventional Neuroradiology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany.
TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Munich, Germany.

Jan S Kirschke (JS)

Department of Diagnostic and Interventional Neuroradiology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany.
TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Munich, Germany.

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