Sparse BLIP: BLind Iterative Parallel imaging reconstruction using compressed sensing

Magnetic Resonance in Medicine

Volumn 71, Issue 2, 2014, Pages 645-660

  She, Huajun ^a   Chen, Rong Rong ^a   Liang, Dong ^b   Dibella, Edward V R ^c   Ying, Leslie ^d,e  

^a University of Utah   (United States)

^b INSTITUTE OF GEOLOGY AND GEOPHYSICS   (China)

^c UNIVERSITY OF UTAH SCHOOL OF MEDICINE   (United States)

^d The State University of New York   (United States)

^e NONE   (United States)

Author keywords

coil sensitivity; compressed sensing; parallel imaging; phased array coils; regularization

Indexed keywords

COMPRESSED SENSING; ITERATIVE METHODS; MAGNETIC RESONANCE IMAGING;

COIL SENSITIVITY; MULTI-CHANNEL SAMPLINGS; PARALLEL IMAGING; PARALLEL IMAGING METHOD; PARALLEL RECONSTRUCTION; PHASED ARRAY COILS; RECONSTRUCTION ALGORITHMS; REGULARIZATION;

IMAGE RECONSTRUCTION;

ALGORITHM; ARTICLE; IMAGE QUALITY; IN VIVO STUDY; MEASUREMENT; NUCLEAR MAGNETIC RESONANCE IMAGING; PROCESS OPTIMIZATION; RADIOLOGICAL PARAMETERS; ANATOMY AND HISTOLOGY; BRAIN; COMPARATIVE STUDY; COMPUTER ASSISTED DIAGNOSIS; DEVICES; EVALUATION STUDY; HUMAN; IMAGE ENHANCEMENT; INFORMATION PROCESSING; PROCEDURES; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; THREE DIMENSIONAL IMAGING;

ALGORITHMS; BRAIN; DATA COMPRESSION; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; IMAGING, THREE-DIMENSIONAL; MAGNETIC RESONANCE IMAGING; PHANTOMS, IMAGING; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 84892423430     PISSN: 07403194     EISSN: 15222594     Source Type: Journal    
DOI: 10.1002/mrm.24716     Document Type: Article

References (33)

1. Liang ZP, Ying L, Xu D, Yuan L,. Parallel imaging: some signal processing issues and solutions. Proc IEEE Int Symp Biomed Imaging 2004;2: 1204-1207.
2. Ying L, Liang ZP,. Parallel MRI using phased array coils: multichannel sampling theory meets spin physics. Signal Process Mag IEEE 2010; 27: 90-98.
3. Papoulis A,. Generalized sampling expansion. IEEE Trans Circuits Syst 1977; 24: 652-654.
4. Pruessmann KP, Weiger M, Scheidegger MB, Boesiger P,. SENSE: sensitivity encoding for fast MRI. Magn Reson Med 1999; 42: 952-962.
5. Sodickson DK, Manning WJ,. Simultaneous acquisition of spatial harmonics (SMASH): fast imaging with radiofrequency coil arrays. Magn Reson Med 1997; 38: 591-603.
6. Jakob PM, Griswold MA, Edelman RR, Sodickson DK,. AUTO-SMASH: a self-calibrating technique for SMASH imaging. MAGMA 1998; 7: 42-54.
7. Griswold MA, Jakob PM, Nittka M, Goldfarb JW, Haase A,. Partially parallel imaging with localized sensitivities (PILS). Magn Reson Med 2000; 44: 602-609.
8. Kyriakos WE, Panych LP, Kacher DF, Westin CF, Bao SM, Mulkern RV, Jolesz FA,. Sensitivity profiles from an array of coils for encoding and reconstruction in parallel (SPACE RIP). Magn Reson Med 2000; 44: 301-308.
9. Griswold MA, Jakob PM, Heidemann RM, Nittka M, Jellus V, Wang J, Kiefer B, Haase A,. Generalized autocalibrating partially parallel acquisitions (GRAPPA). Magn Reson Med 2002; 47: 1202-1210.
10. Ying L, Sheng J,. Joint image reconstruction and sensitivity estimation in SENSE (JSENSE). Magn Reson Med 2007; 57: 1196-1202.
11. Uecker M, Hohage H, Block KT, Frahm J,. Image reconstruction by regularized nonlinear inversion-joint estimation of coil sensitivities and image content. Magn Reson Med 2008; 60: 674-682.
12. Candès EJ, Romberg J, Tao T,. Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information. IEEE Trans Inf Theory 2006; 52: 489-509.
13. Donoho DL,. Compressed sensing. IEEE Trans Inf Theory 2006; 52: 1289-1306.
14. Lustig M, Donoho DL, Pauly JM,. Sparse MRI: the application of compressed sensing for rapid MR imaging. Magn Reson Med 2007; 58: 1182-1195.
15. Liu B, Zou YM, Ying L,. SparseSENSE: application of compressed sensing in parallel MRI. Proc IEEE Int Conf Inf Technol Appl Biomed 2008; 127-130.
16. Ji JX, Zhao C, Lang T,. Compressed sensing parallel magnetic resonance imaging. Proc IEEE Eng Med Biol Soc 2008; 1: 1671-1674.
17. Wu B, Millane RP, Watts R, Bones P,. Applying compressed sensing in parallel MRI. In Proceedings of the 16th Annual Meeting of ISMRM, Toronto, Canada, 2008. p. 1480.
18. King KF,. Combining compressed sensing and parallel imaging. In Proceedings of the 16th Annual Meeting of ISMRM, Toronto, Canada, 2008. p. 1488.
19. Wu B, Millane RP, Watts R, Bones PJ,. Prior estimate-based compressed sensing in parallel MRI. Magn Reson Med 2011; 65: 83-95.
20. Otazo R, Kim D, Axel L, Sodickson DK,. Combination of compressed sensing and parallel imaging for highly-accelerated first-pass cardiac perfusion MRI. Magn Reson Med 2010; 64: 767-776.
21. Liang D, Liu B, Wang J, Ying L,. Accelerating SENSE using compressed sensing. Magn Reson Med 2009; 62: 1574-1584.
22. Huang F, Chen Y, Yin W, Lin W, Ye X, Guo W, Reykowski A,. A rapid and robust numerical algorithm for sensitivity encoding with sparsity constraints: Self-feeding sparse SENSE. Magn Reson Med 2010; 64: 1078-1088.
23. Granda CF, Sénégas J,. L1-norm regularization of coil sensitivities in non-linear parallel imaging reconstruction. In Proceedings of the Annual Meeting of ISMRM, Honolulu, Hawaii, USA, 2009. p. 379.
24. Knoll F, Clason C, Bredies K, Uecker M, Stollberger R,. Parallel imaging with nonlinear reconstruction using variational penalties. Magn Reson Med 2012; 67: 34-41.
25. Keeling S, Clason C, Hintermüller M, Knoll F, Laurain A, Winckel G,. An image space approach to Cartesian based parallel MR imaging with total variation regularization. Med Image Anal 2012; 16: 189-200.
26. Lustig M, Pauly JM,. SPIRiT: iterative Self-consistent parallel imaging reconstruction from arbitrary k-space. Magn Reson Med 2010; 64: 457-471.
27. Chan TF, Wong CK,. Convergence of the alternating minimization algorithm for blind deconvolution. Linear Algebra Appl 2000; 316: 259-285.
28. Šroubek F, Cristõbal G,. A unified approach to superresolution and multichannel blind deconvolution. IEEE Trans Image Process 2007; 16: 2322-2332.
29. Brooks DH, Ahmad GF, MacLeod RS, Maratos GM,. Inverse electrocardiography by simultaneous imposition of multiple constraints. IEEE Trans Biomed Eng 1999; 46: 3-18.
30. Hansen PC,. Rank-deficient and discrete ill-posed problems: numerical aspects of linear inversion. Philadelphia; SIAM; 1998.
31. Samsonov AA,. On optimality of parallel MRI reconstruction in k-space. Magn Reson Med 2008; 59: 156-164.
32. Velikina JV, Alexander AL, Samsonov AA,. Accelerating MR parameter mapping using sparsity-promoting regularization in parametric dimension. Magn Reson Med, in press.
33. Liang D, Wang H, Chang Y, Ying L,. SENSE reconstruction with non-local TV regularization. Magn Reson Med 2011; 65: 1384-1392.