Quantitative single point imaging with compressed sensing

被引:38
作者
Parasoglou, P. [1 ]
Malioutov, D. [2 ]
Sederman, A. J. [1 ]
Rasburn, J. [3 ]
Powell, H. [3 ]
Gladden, L. F. [1 ]
Blake, A. [2 ]
Johns, M. L. [1 ]
机构
[1] Univ Cambridge, Dept Chem Engn & Biotechnol, Cambridge CB2 3RA, England
[2] Microsoft Res Ltd, Cambridge CB3 0FB, England
[3] Nestec York Ltd, Nestle Prod Technol Ctr, York YO91 1XY, N Yorkshire, England
基金
英国工程与自然科学研究理事会; 英国生物技术与生命科学研究理事会;
关键词
Compressed sensing; SPI; Under-sampling; k-space; CENTRIC-SCAN SPRITE; PREPARED MAGNETIZATION; WATER-CONTENT; MRI; RESOLUTION; MOBILITY; SOLIDS; RECONSTRUCTION; GLASSES;
D O I
10.1016/j.jmr.2009.08.003
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
A novel approach with respect to single point imaging (SPI), compressed sensing, is presented here that is shown to significantly reduce the loss of accuracy of reconstructed images from under-sampled acquisition data. SPI complements compressed sensing extremely well as it allows unconstrained selection of sampling trajectories. Dynamic processes featuring short T-2 NMR signal can thus be more rapidly imaged, in our case the absorption of moisture by a cereal-based wafer material, with minimal loss of image quantification. The absolute moisture content distribution is recovered via a series of images acquired with variable phase encoding times allowing extrapolation to time zero for each image pixel and the effective removal of T contrast. (C) 2009 Elsevier Inc. All rights reserved.
引用
收藏
页码:72 / 80
页数:9
相关论文
共 31 条
[1]
AHARON M, 2005, K SVD DESIGN DICT SP
[2]
Single-point ramped imaging with T-1 enhancement (SPRITE) [J].
Balcom, BJ ;
MacGregor, RP ;
Beyea, SD ;
Green, DP ;
Armstrong, RL ;
Bremner, TW .
JOURNAL OF MAGNETIC RESONANCE SERIES A, 1996, 123 (01) :131-134
[3]
Imaging of heterogeneous materials with a turbo spin echo single-point imaging technique [J].
Beyea, SD ;
Balcom, BJ ;
Mastikhin, IV ;
Bremner, TW ;
Armstrong, RL ;
Grattan-Bellew, PE .
JOURNAL OF MAGNETIC RESONANCE, 2000, 144 (02) :255-265
[4]
Robust uncertainty principles:: Exact signal reconstruction from highly incomplete frequency information [J].
Candès, EJ ;
Romberg, J ;
Tao, T .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (02) :489-509
[5]
Centric scan SPRITE for spin density imaging of short relaxation time porous materials [J].
Chen, Q ;
Halse, M ;
Balcom, BJ .
MAGNETIC RESONANCE IMAGING, 2005, 23 (02) :263-266
[6]
Spatial mapping of solid and liquid lipid in confectionery products using a ID centric SPRITE MRI technique [J].
Deka, K ;
MacMillan, B ;
Ziegler, GR ;
Marangoni, AG ;
Newling, B ;
Balcom, BJ .
FOOD RESEARCH INTERNATIONAL, 2006, 39 (03) :365-371
[7]
Fitting of the beat pattern observed in NMR free-induction decay signals of concentrated carbohydrate-water solutions [J].
Derbyshire, W ;
van den Bosch, M ;
van Dusschoten, D ;
MacNaughtan, W ;
Farhat, IA ;
Hemminga, MA ;
Mitchell, JR .
JOURNAL OF MAGNETIC RESONANCE, 2004, 168 (02) :278-283
[8]
Compressed sensing [J].
Donoho, DL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (04) :1289-1306
[9]
HIGH-RESOLUTION NMR IMAGING IN SOLIDS [J].
EMID, S ;
CREYGHTON, JHN .
PHYSICA B & C, 1985, 128 (01) :81-83
[10]
ULTRA HIGH-RESOLUTION MULTIPLE QUANTUM SPECTROSCOPY IN SOLIDS [J].
EMID, S .
PHYSICA B & C, 1985, 128 (01) :79-80