Incorporating reference in parallel imaging and compressed sensing

Magnetic Resonance in Medicine

Volumn 73, Issue 4, 2015, Pages 1490-1504

  Peng, Xi ^a,b,c   Ying, Leslie ^d   Liu, Qiegen ^e   Zhu, Yanjie ^a,c   Liu, Yuanyuan ^a,c   Qu, Xiaobo ^f   Liu, Xin ^a,b,c   Zheng, Hairong ^a,b   Liang, Dong ^a,b,c  

^a SHENZHEN INSTITUTES OF ADVANCED TECHNOLOGY   (China)

^b Beijing Center for Mathematics and Information Interdisciplinary Sciences   (China)

^c INSTITUTE OF GEOLOGY AND GEOPHYSICS   (China)

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

^e NANCHANG UNIVERSITY   (China)

^f XIAMEN UNIVERSITY   (China)

Author keywords

compressed sensing; generalized series; parallel imaging; reference adaptive regularization

Indexed keywords

COMPRESSED SENSING; IMAGE RECONSTRUCTION; IMAGING SYSTEMS; MAGNETIC RESONANCE IMAGING;

ADAPTIVE REGULARIZATION; GENERALIZED SERIES; HIGH SPATIAL RESOLUTION; IMAGING APPLICATIONS; MULTICHANNEL MEASUREMENT; PARALLEL IMAGING; PARALLEL IMAGING TECHNIQUES; STATE-OF-THE-ART TECHNIQUES;

ITERATIVE METHODS;

ALGORITHM; ARTICLE; FOURIER TRANSFORMATION; HUMAN; HUMAN EXPERIMENT; IMAGE QUALITY; IMAGE RECONSTRUCTION; IMAGING SYSTEM; IN VIVO STUDY; NOISE REDUCTION; NOISE STANDARD; NORMAL HUMAN; NUCLEAR MAGNETIC RESONANCE IMAGING; NUCLEAR MAGNETIC RESONANCE SCANNER; SIGNAL NOISE RATIO; SIMULATION; ANATOMY AND HISTOLOGY; BRAIN; COMPUTER ASSISTED DIAGNOSIS; IMAGE ENHANCEMENT; IMAGE SUBTRACTION; PROCEDURES; REFERENCE VALUE; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; STANDARDS;

ALGORITHMS; BRAIN; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; REFERENCE VALUES; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SUBTRACTION TECHNIQUE;

EID: 84925606079     PISSN: 07403194     EISSN: 15222594     Source Type: Journal    
DOI: 10.1002/mrm.25272     Document Type: Article

References (58)

1. Petzschner FH, Ponce IP, Blaimer M, Jakob PM, Breuer FA,. Fast MR parameter mapping using k-t principal component analysis. Magn Reson Med 2011; 66: 706-716.
2. Haldar JP, Wedeen VJ, Nezamzadeh M, Dai G, Weiner MW, Schuff N, Liang ZP,. Improved diffusion imaging through SNR-enhancing joint reconstruction. Magn Reson Med 2013; 69: 277-289.
3. Feng L, Srichai MB, Lim RP, Harrison A, King W, Adluru G, Dibella EV, Sodickson DK, Otazo R, Kim D,. Highly accelerated real-time cardiac cine MRI using k-t SPARSE-SENSE. Magn Reson Med 2013; 70: 64-74.
4. Schmiedeskamp H, Newbould RD, Pisani LJ, Skare S, Glover GH, Pruessmann KP, Bammer R,. Improvements in parallel imaging accelerated functional MRI using multiecho echo-planar imaging. Magn Reson Med 2010; 63: 959-969.
5. Mansfield P,. Multiplanar image formation using NMR spin echoes. J Phys C Solid State Phys 1977; 10: L55-L58.
6. Patel MR, Klufas RA, Alberico RA, and, Edelman RR,. Half-Fourier acquisition single-shot turbo spin-echo (HASTE) MR: comparison with fast spin-echo MR in diseases of the brain. AJNR Am J Neuroradiol 1997; 18: 1635-1640.
7. Ahn AB, Kim H, Cho ZH,. High-speed spiral-scan echo planar NMR imaging-I. IEEE Trans Med Imag 1986; MI-5: 1-6.
8. Bangerter NK, Hargreaves BA, Vasanawala SS, Pauly JM, Gold GE, Nishimura DG,. Analysis of multiple-acquisition SSFP. Magn Reson Med 2004; 51: 1038-1047.
9. Ying L, Liang ZP,. Parallel MRI using phased array coils. IEEE Signal Process Mag 2010; 27: 90-98.
10. Donoho D,. Compressed sensing. IEEE Trans Inf Theory 2006; 52: 1289-1306.
11. Pruessmann KP, Weiger M, Scheidegger MB, Boesiger P,. SENSE: Sensitivity encoding for fast MRI. Magn Reson Med 1999; 42: 952-962.
12. Sodickson DK, Manning WJ,. Simultaneous acquisition of spatial harmonics (SMASH): fast imaging with radiofrequency coil arrays. Magn Reson Med 1997; 38: 591-603.
13. 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.
14. Lustig M, Pauly JM,. SPIRiT: iterative self-consistent parallel imaging reconstruction from arbitrary k-space. Magn Reson Med 2010; 64: 457-471.
15. Lustig M, Donoho D, Pauly JM,. Sparse MRI: the application of compressed sensing for rapid MR imaging. Magn Reson Med 2007; 58: 1182-1195.
16. Huang C, Graff CG, Clarkson EW, Bilgin A, Altbach MI,. T2 mapping From highly undersampled data by reconstruction of principal component coefficient maps using compressed sensing. Magn Reson Med 2012; 67: 1355-1366.
17. Vasanawala SS, Alley MT, Hargreaves BA, Barth RA, Pauly JM, Lustig M,. Improved pediatric MR imaging with compressed sensing. Radiology 2010; 256: 607-616.
18. Liang D, Dibella EV, Chen RR, Ying L,. K-t ISD: dynamic cardiac MR imaging using compressed sensing with iterative support detection. Magn Reson Med 2012; 68: 41-53.
19. Lebel RM, Jones J, Ferre JC, Law M, Nayak KS,. Highly Accelerated Dynamic Contrast Enhanced Imaging. Magn Reson Med 2014; 71: 635-644.
20. Trzasko JD, Haider CR, Borisch EA, Campeau NG, Glockner JF, Riederer SJ, Manduca A,. Sparse-CAPR: highly accelerated 4D CE-MRA with parallel imaging and nonconvex compressive sensing. Magn Reson Med 2011; 66; 1019-1032.
21. Zhao B, Haldar JP, Christodoulou AG, Liang ZP,. Image reconstruction from highly undersampled (k,t)-space data with joint partial separability and sparsity constraints. IEEE Trans Med Imag 2012; 31: 1809-1819.
22. Ravishankar S, Bresler Y,. MR image reconstruction from highly undersampled k-space data by dictionary learning. IEEE Trans Med Imag 2011; 30: 1028-1041.
23. Babacan SD, Peng X, Wang XP, Do M, Liang ZP,. Reference-guided sparsifying transform design for compressive sensing MRI. In Proceedings of the 32th Annual International Meeting of the IEEE Engineering in Medicine and Biology Society, Boston, MA, 2011. pp 5718-5721.
24. Usman M, Prieto C, Schaeffter T, Batchelor PG,. k-t group sparse: a method for accelerating dynamic MRI. Magn Reson Med 2011; 66: 1163-1176.
25. Chartrand R., Fast algorithms for nonconvex compressive sensing: MRI reconstruction from very few data. In Proceedings of IEEE International Symposium Biomedical Imaging, Boston, Massachusetts, USA, 2009. pp. 262-265.
26. Liang D, Liu B, Wang JJ, Ying L,. Accelerating SENSE using compressed sensing. Magn Reson Med 2009; 62: 1574-1584.
27. Fischer A, Seiberlich N, Blaimer M, Jakob P, Breuer F, Griswold M., A combination of nonconvex compressed sensing and GRAPPA (CS-GRAPPA). In Proceedings of the 17th Annual Meeting of ISMRM, Hawaii, 2009. p 2813.
28. Beatty PJ, King KF, Marinelli L, Hardy CJ, Lustig M,. sequential application of parallel imaging and compressed sensing. In Proceedings of the 17th Annual Meeting of ISMRM, Toronto, Canada, 2009. p 2824.
29. Liu B, Sebert FM, Zou Y, Ying L,. SparseSENSE: randomly-sampled parallel imaging using compressed sensing. In Proceedings of the 16th Annual Meeting of ISMRM, Toronto, Canada, 2008. p 3154.
30. Zhao C, Lang T, Ji J,. Compressed sensing parallel imaging. In Proceedings of the 16th Annual Meeting of ISMRM, Toronto, Canada, 2008. p 1478.
31. 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.
32. King KF., Combining compressed sensing and parallel imaging. In Proceedings of the 16th Annual Meeting of ISMRM, Toronto, Canada, 2008. p 1488.
33. Liang ZP, Lauterbur PC,. A generalized series approach to MR spectroscopic imaging. IEEE Trans Med Imaging 1991; 10: 132-137.
34. van Vaals JJ, Brummer ME, Dixon WT, Tuithof HH, Engels H, Nelson RC, Gerety BM, Chezmar JL, den Boer JA,. "Keyhole" method for accelerating imaging of contrast agent uptake. J Magn Reson Imaging 1993; 3: 671-675.
35. Liang ZP, Lauterbur PC,. An efficient method for dynamic magnetic resonance imaging. IEEE Trans Med Imaging 1994; 13: 677-686.
36. Tsao J, Behnia B, Webb AG,. Unifying linear prior-informationdriven methods for accelerated image acquisition. Magn Reson Med 2001; 46: 652-660.
37. Chen L, Samsonov BS, DiBella EVR,. A framework for generalized reference image reconstruction methods including HYPR-LR, PR-FOCUSS, and k-t FOCUSS. J Magn Reson Imaging 2011; 34: 403-412.
38. Haldar JP, Hernando D, Song SK, Liang ZP,. Anatomically constrained reconstruction from noisy data. Magn Reson Med 2008; 59: 810-818.
39. Lam F, Haldar JP, Liang ZP,. Motion compensation for reference-driven constrained reconstruction from limited data. In Proceedings of the IEEE International Symposium Biomedical Imaging, 2011. pp. 73-76,.
40. Jung H, Sung K, Nayak KS, Kim EY, Ye JC,. k-t FOCUSS: a general compressed sensing framework for high resolution dynamic MRI. Magn Reson Med 2009; 61: 103-116.
41. Peng X, Du HQ, Lam F, Babacan SD, Liang ZP,. Reference-driven MR image reconstruction with sparsity and support constraints. In Proceedings of IEEE International Symposium Biomedical Imaging, Chicago, Illinois, USA, 2011. pp. 89-92.
42. Ye JC, Tak S, Han Y, Park HW,. Projection reconstruction MR imaging using FOCUSS. Magn Reson Med 2007; 57: 764-775.
43. Guo W, Yin W., Edge guided reconstruction for compressive imaging. SIAM J Imaging Sci 2012; 5: 809-834.
44. Liang ZP, Stenger, Ji JX, Ma J, Boada F,. Parallel generalized series imaging. In Proceedings of the 11th Annual Meeting of ISMRM, Toronto, Canada, 2003. p. 2341.
45. Li Y, Dumoulin C,. Correlation imaging for multiscan MRI with parallel data acquisition. Magn Reson Med 2012; 68: 2005-2017.
46. Koktzoglou I, Sheehan JJ, Dunkle EE, Breuer FA, Edelman RR., Highly accelerated contrast-enhanced MR angiography: improved reconstruction accuracy and reduced noise amplification with complex subtraction. Magn Reson Med 2010; 64: 1843-1848.
47. Storey P, Otazo R, Lim RP, Kim S, Fleysher L, Oesingmann N, Lee VS, Sodickson DK,. Exploiting sparsity to accelerate noncontrast MR angiography in the context of parallel imaging. Magn Reson Med 2012; 67: 1391-1400.
48. Xu D, King KF, Liang ZP,. Improving k-t SENSE by adaptive regularization. Magn Reson Med 2007; 57: 918-930.
49. Lin FH, Kwong KK, Belliveau JW, Wald LL,. Parallel imaging reconstruction using automatic regularization. Magn Reson Med 2004; 51: 559-567.
50. Griffiths DJ,. Introduction to electrodynamics, 3rd ed. Upper Saddle River, NJ: Addison Wesley, 1999.
51. Hansen PC,. Rank-deficient and discrete ill-posed problems: numerical aspects of linear inversion. Philadelphia: SIAM; 1998.
52. Brooks DH, Ahmad GF, MacLeod RS, Maratos GM,. Inverse electrocardiography by simultaneous imposition of multiple constraints. IEEE Trans Biomed Eng 1999; 46: 3-18.
53. She H, Chen RR, Liang D, DiBella EVR, Ying L,. Sparse BLIP: BLind iterative parallel imaging reconstruction using compressed sensing. Magn Reson Med 2014; 71: 645-660.
54. Lustig M, Elad M, Pauly JM,. Calibrationless parallel imaging reconstruction by structured low-rank matrix completion. In Proceedings of the 18th Annual Meeting of ISMRM, Honolulu, Hawaii, USA, 2010. p 2870.
55. Blaimer M, Breuer FA, Jakob PM, Kellman P, Griswold MA,. A sparse TSENSE approach for improved dynamic parallel MRI. In Proceedings of the 16th Annual Meeting of ISMRM, Toronto, Canada, 2008. p 1270.
56. Huang F, Akao J, Vijayakumar S, Duensing GR, Limkeman M,. k-t GRAPPA: a k-space implementation for dynamic MRI with high reduction factor. Magn Reson Med 2005; 54: 1172-1184.
57. Huang F, Li Y, Vijayakumar S, Hertel S, Duensing GR,. High-pass GRAPPA: An image support reduction technique for improved partially parallel imaging. Magn Reson Med 2008; 59: 642-649.
58. Uecker M, Lai P, Murphy MJ, Virtue P, Elad M, Pauly JM, Vasanawala SS, Lustig M,. ESPIRiT-an eigenvalue approach to autocalibrating parallel MRI: Where SENSE meets GRAPPA. Magn Reson Med 2014; 71: 990-1001.