End-to-End Deep Learning of Non-rigid Groupwise Registration and Reconstruction of Dynamic MRI

Temporal correlation has been exploited for accelerated dynamic MRI reconstruction. Some methods have modeled inter-frame motion into the reconstruction process to produce temporally aligned image series and higher reconstruction quality. However, traditional motion-compensated approaches requiring...

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Bibliographic Details
Main Authors: Junwei Yang, Thomas Küstner, Peng Hu, Pietro Liò, Haikun Qi
Format: Artigo
Language:Inglês
Published: Frontiers Media S.A. 2022-04-01
Series:Frontiers in Cardiovascular Medicine
Subjects:
dynamic MR imaging
deep learning
reconstruction
registration
multi-task learning
Online Access:https://www.frontiersin.org/articles/10.3389/fcvm.2022.880186/full
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