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Multi-Institutional Deep Learning Modeling Without Sharing Patient Data: A Feasibility Study on Brain Tumor Segmentation

Deep learning models for semantic segmentation of images require large amounts of data. In the medical imaging domain, acquiring sufficient data is a significant challenge. Labeling medical image data requires expert knowledge. Collaboration between institutions could address this challenge, but sha...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Veröffentlicht in:Brainlesion
Hauptverfasser: Sheller, Micah J, Reina, G Anthony, Edwards, Brandon, Martin, Jason, Bakas, Spyridon
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2019
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6589345/
https://ncbi.nlm.nih.gov/pubmed/31231720
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-030-11723-8_9
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