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Deep Convolutional Neural Networks with Multi-plane Consensus Labeling for Lung Function Quantification Using UTE Proton MRI

BACKGROUND: Ultrashort echo time (UTE) proton MRI has gained popularity for assessing lung structure and function in pulmonary imaging; however, the development of fast biomarker extraction and regional quantification has lagged behind due to labor-intensive lung segmentation. PURPOSE: To evaluate a...

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Veröffentlicht in:J Magn Reson Imaging
Hauptverfasser: Zha, Wei, Fain, Sean B., Schiebler, Mark L., Nagle, Scott K., Liu, Fang
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2019
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Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7039686/
https://ncbi.nlm.nih.gov/pubmed/30945385
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/jmri.26734
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