Nonlocal Regularized Algebraic Reconstruction Techniques for MRI: An Experimental Study
Author
Source
Mathematical Problems in Engineering
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-06-11
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
We attempt to revitalize researchers' interest in algebraic reconstruction techniques (ART) by expanding their capabilities and demonstrating their potential in speeding up the process of MRI acquisition.
Using a continuous-to-discrete model, we experimentally study the application of ART into MRI reconstruction which unifies previous nonuniform-fast-Fourier-transform- (NUFFT-) based and gridding-based approaches.
Under the framework of ART, we advocate the use of nonlocal regularization techniques which are leveraged from our previous research on modeling photographic images.
It is experimentally shown that nonlocal regularization ART (NR-ART) can often outperform their local counterparts in terms of both subjective and objective qualities of reconstructed images.
On one real-world k-space data set, we find that nonlocal regularization can achieve satisfactory reconstruction from as few as one-third of samples.
We also address an issue related to image reconstruction from real-world k-space data but overlooked in the open literature: the consistency of reconstructed images across different resolutions.
A resolution-consistent extension of NR-ART is developed and shown to effectively suppress the artifacts arising from frequency extrapolation.
Both source codes and experimental results of this work are made fully reproducible.
American Psychological Association (APA)
Li, Xin. 2013. Nonlocal Regularized Algebraic Reconstruction Techniques for MRI: An Experimental Study. Mathematical Problems in Engineering،Vol. 2013, no. 2013, pp.1-11.
https://search.emarefa.net/detail/BIM-1008655
Modern Language Association (MLA)
Li, Xin. Nonlocal Regularized Algebraic Reconstruction Techniques for MRI: An Experimental Study. Mathematical Problems in Engineering No. 2013 (2013), pp.1-11.
https://search.emarefa.net/detail/BIM-1008655
American Medical Association (AMA)
Li, Xin. Nonlocal Regularized Algebraic Reconstruction Techniques for MRI: An Experimental Study. Mathematical Problems in Engineering. 2013. Vol. 2013, no. 2013, pp.1-11.
https://search.emarefa.net/detail/BIM-1008655
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1008655