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Multicontrast reconstruction using compressed sensing with low rank and spatially varying edge‐preserving constraints for high‐resolution MR characterization of myocardial infarction
Author(s) -
Zhang Li,
Athavale Prashant,
Pop Mihaela,
Wright Graham A.
Publication year - 2017
Publication title -
magnetic resonance in medicine
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.696
H-Index - 225
eISSN - 1522-2594
pISSN - 0740-3194
DOI - 10.1002/mrm.26402
Subject(s) - characterization (materials science) , computer science , artificial intelligence , compressed sensing , enhanced data rates for gsm evolution , computer vision , myocardial infarction , rank (graph theory) , resolution (logic) , pattern recognition (psychology) , medicine , mathematics , physics , optics , combinatorics
Purpose To enable robust reconstruction for highly accelerated three‐dimensional multicontrast late enhancement imaging to provide improved MR characterization of myocardial infarction with isotropic high spatial resolution. Theory and Methods A new method using compressed sensing with low rank and spatially varying edge‐preserving constraints (CS‐LASER) is proposed to improve the reconstruction of fine image details from highly undersampled data. CS‐LASER leverages the low rank feature of the multicontrast volume series in MR relaxation and integrates spatially varying edge preservation into the explicit low rank constrained compressed sensing framework using weighted total variation. With an orthogonal temporal basis pre‐estimated, a multiscale iterative reconstruction framework is proposed to enable the practice of CS‐LASER with spatially varying weights of appropriate accuracy. Results In in vivo pig studies with both retrospective and prospective undersamplings, CS‐LASER preserved fine image details better and presented tissue characteristics with a higher degree of consistency with histopathology, particularly in the peri‐infarct region, than an alternative technique for different acceleration rates. An isotropic resolution of 1.5 mm was achieved in vivo within a single breath‐hold using the proposed techniques. Conclusion Accelerated three‐dimensional multicontrast late enhancement with CS‐LASER can achieve improved MR characterization of myocardial infarction with high spatial resolution. Magn Reson Med 78:598–610, 2017. © 2016 International Society for Magnetic Resonance in Medicine