Literature DB >> 19628452

Real-time reconstruction of sensitivity encoded radial magnetic resonance imaging using a graphics processing unit.

Thomas Sangild Sørensen1, David Atkinson, Tobias Schaeffter, Michael Schacht Hansen.   

Abstract

A barrier to the adoption of non-Cartesian parallel magnetic resonance imaging for real-time applications has been the times required for the image reconstructions. These times have exceeded the underlying acquisition time thus preventing real-time display of the acquired images. We present a reconstruction algorithm for commodity graphics hardware (GPUs) to enable real time reconstruction of sensitivity encoded radial imaging (radial SENSE). We demonstrate that a radial profile order based on the golden ratio facilitates reconstruction from an arbitrary number of profiles. This allows the temporal resolution to be adjusted on the fly. A user adaptable regularization term is also included and, particularly for highly undersampled data, used to interactively improve the reconstruction quality. Each reconstruction is fully self-contained from the profile stream, i.e., the required coil sensitivity profiles, sampling density compensation weights, regularization terms, and noise estimates are computed in real-time from the acquisition data itself. The reconstruction implementation is verified using a steady state free precession (SSFP) pulse sequence and quantitatively evaluated. Three applications are demonstrated; real-time imaging with real-time SENSE 1) or k- t SENSE 2) reconstructions, and 3) offline reconstruction with interactive adjustment of reconstruction settings.

Mesh:

Year:  2009        PMID: 19628452     DOI: 10.1109/TMI.2009.2027118

Source DB:  PubMed          Journal:  IEEE Trans Med Imaging        ISSN: 0278-0062            Impact factor:   10.048


  21 in total

Review 1.  Recommendations for real-time speech MRI.

Authors:  Sajan Goud Lingala; Brad P Sutton; Marc E Miquel; Krishna S Nayak
Journal:  J Magn Reson Imaging       Date:  2015-07-14       Impact factor: 4.813

2.  Spiral tissue phase velocity mapping in a breath-hold with non-cartesian SENSE.

Authors:  Robin Simpson; Jennifer Keegan; Peter Gatehouse; Michael Hansen; David Firmin
Journal:  Magn Reson Med       Date:  2013-10-07       Impact factor: 4.668

Review 3.  Recent advances in parallel imaging for MRI.

Authors:  Jesse Hamilton; Dominique Franson; Nicole Seiberlich
Journal:  Prog Nucl Magn Reson Spectrosc       Date:  2017-05-02       Impact factor: 9.795

Review 4.  A survey of GPU-based acceleration techniques in MRI reconstructions.

Authors:  Haifeng Wang; Hanchuan Peng; Yuchou Chang; Dong Liang
Journal:  Quant Imaging Med Surg       Date:  2018-03

5.  Compressed sensing reconstruction for whole-heart imaging with 3D radial trajectories: a graphics processing unit implementation.

Authors:  Seunghoon Nam; Mehmet Akçakaya; Tamer Basha; Christian Stehning; Warren J Manning; Vahid Tarokh; Reza Nezafat
Journal:  Magn Reson Med       Date:  2012-03-05       Impact factor: 4.668

6.  Retrospective reconstruction of high temporal resolution cine images from real-time MRI using iterative motion correction.

Authors:  Michael S Hansen; Thomas S Sørensen; Andrew E Arai; Peter Kellman
Journal:  Magn Reson Med       Date:  2011-12-21       Impact factor: 4.668

Review 7.  Magnetic Resonance Sequences and Rapid Acquisition for MR-Guided Interventions.

Authors:  Adrienne E Campbell-Washburn; Anthony Z Faranesh; Robert J Lederman; Michael S Hansen
Journal:  Magn Reson Imaging Clin N Am       Date:  2015-08-12       Impact factor: 2.266

Review 8.  Image reconstruction: an overview for clinicians.

Authors:  Michael S Hansen; Peter Kellman
Journal:  J Magn Reson Imaging       Date:  2014-06-25       Impact factor: 4.813

9.  More IMPATIENT: A Gridding-Accelerated Toeplitz-based Strategy for Non-Cartesian High-Resolution 3D MRI on GPUs.

Authors:  Jiading Gai; Nady Obeid; Joseph L Holtrop; Xiao-Long Wu; Fan Lam; Maojing Fu; Justin P Haldar; Wen-Mei W Hwu; Zhi-Pei Liang; Bradley P Sutton
Journal:  J Parallel Distrib Comput       Date:  2013-05-01       Impact factor: 3.734

10.  Implementation of GPU-accelerated back projection for EPR imaging.

Authors:  Zhiwei Qiao; Gage Redler; Boris Epel; Yuhua Qian; Howard Halpern
Journal:  J Xray Sci Technol       Date:  2015       Impact factor: 1.535

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