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Uncertainty Quantification in Deep MRI Reconstruction

Reliable MRI is crucial for accurate interpretation in therapeutic and diagnostic tasks. However, undersampling during MRI acquisition as well as the overparameterized and nontransparent nature of deep learning (DL) leaves substantial uncertainty about the accuracy of DL reconstruction. With this in...

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Bibliografische gegevens
Gepubliceerd in:IEEE Trans Med Imaging
Hoofdauteurs: Edupuganti, Vineet, Mardani, Morteza, Vasanawala, Shreyas, Pauly, John
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: 2020
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Online toegang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7837266/
https://ncbi.nlm.nih.gov/pubmed/32956045
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/TMI.2020.3025065
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