Variable-density parallel imaging with partially localized coil sensitivities

IEEE Transactions on Medical Imaging

Volumn 29, Issue 5, 2010, Pages 1173-1181

  Çukur, Tolga ^a   Santos, Juan M ^a   Pauly, John M ^a   Nishimura, Dwight G ^a  

^a Stanford University   (United States)

Author keywords

Aliasing artifact; Image reconstruction; Parallel imaging; Self calibration; Variable density

Indexed keywords

ACCURATE ESTIMATION; ALIASING; ALIASING ARTIFACTS; CARTESIANS; COIL SENSITIVITY; FIELD OF VIEWS; HIGH SNR; IMAGE SIGNAL; ITERATIVE COMPUTATION; K-SPACE; LOCAL SAMPLING; LOW FREQUENCY; NON-CARTESIAN; PARALLEL IMAGES; PARALLEL IMAGING; PARALLEL IMAGING METHOD; SAMPLING DENSITIES; SELF CALIBRATION; VARIABLE DENSITY;

CALIBRATION; IMAGE RECONSTRUCTION; REPAIR; SPACE FLIGHT;

SIGNAL TO NOISE RATIO;

ALGORITHM; ARTICLE; ARTIFACT; COMPUTER ASSISTED DIAGNOSIS; IMAGE ENHANCEMENT; METHODOLOGY; NUCLEAR MAGNETIC RESONANCE IMAGING;

ALGORITHMS; ARTIFACTS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING;

EID: 77951817290     PISSN: 02780062     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMI.2010.2042805     Document Type: Article

References (41)

1. R. M. Heidemann, O. Ozsarlak, P. M. Parizel, J. Michiels, B. Kiefer, V. Jellus, M. Muller, F. Breuer, M. Blaimer, M. A. Griswold, and P. M. Jakob, "A brief review of parallel magnetic resonance imaging," Eur. Radiol., vol.13, no.6, pp. 2323-2337, 2003.
2. M. Blaimer, F. Breuer, M. Mueller, R. M. Heidemann, M. A. Griswold, and P. M. Jakob, "SMASH, SENSE, PILS, GRAPPA: How to choose the optimal method," Top Magn. Reson. Imag., vol.15, no.4, pp. 223-236, 2004.
3. K. P. Pruessmann, "Encoding and reconstruction in parallel MRI," NMR Biomed., vol.19, no.3, pp. 288-299, 2006.
4. D. K. Sodickson and W.J. Manning, "Simultaneous acquisition of spatial harmonics (SMASH): Fast imaging with radiofrequency coil arrays," Magn. Reson. Med., vol.38, no.4, pp. 591-603, 1997.
5. M. A. Griswold, P. M. Jakob, R. M. Heidemann, M. Nittka, V. Jellus, W. Jianmin, B. Kiefer, and A. Haase, "Generalized autocalibrating partially parallel acquisition," Magn. Reson. Med., vol.47, no.6, pp. 1202-1210, 2002.
6. K. P. Pruessmann, M. Weiger, M. B. Scheidegger, and P. Boesiger, "SENSE: Sensitivity encoding for fast MRI," Magn. Reson. Med., vol.42, no. 5, pp. 952-962, 1999.
7. M. A. Griswold, P. M. Jakob, M. Nittka, J. W. Goldfarb, and A. Haase, "Partially parallel imaging with localized sensitivities (PILS)," Magn. Reson. Med., vol.44, no.6, pp. 602-609, 2000.
8. W. E. Kyriakos, L. P. Panych, D. F. Kacher, C. F. Westin, S. M. Bao, R. V. Mulkern, and F. A. Jolesz, "Sensitivity profiles from an array of coils for encoding and reconstruction in parallel (SpaceRIP)," Magn. Reson. Med., vol.44, pp. 301-308, 2000.
9. E. N. Yeh, C. A. McKenzie, M. A. Ohliger, and D. K. Sodickson, "Parallel magnetic resonance imaging with adaptive radius in k-space (PARS): Constrained image reconstruction using k-space locality in radiofrequency coil encoded data," Magn. Reson. Med., vol.53, no.6, pp. 1383-1392, 2005.
10. P. M. Jakob, M. A. Griswold, R. R. Edelman, and D. K. Sodickson, "AUTO-SMASH: A self-calibrating technique for SMASH imaging," Magma, vol.7, no.1, pp. 42-54, 1998.
11. R. M. Heidemann, M. A. Griswold, A. Haase, and P. M. Jakob, "VD-AUTO-SMASH imaging," Magn. Reson. Med., vol.45, no.6, pp. 1066-1074, 2001.
12. J. Wang, T. Kluge, M. Nittka, V. Jellus, B. Kuehn, and B. Kiefer, "Parallel acquisition techniques with modified SENSE reconstruction (mSENSE)," in Proc. 1st Würzburg Workshop Parallel Imag., Würzburg, Germany, 2001, p. 92.
13. C. A. McKenzie, E. N. Yeh, M. A. Ohliger, M. D. Price, and D. K. Sodickson, "Self-calibrating parallel imaging with automatic coil sensitivity extraction," Magn. Reson. Med., vol.47, no.3, pp. 529-538,2002.
14. K. Heberlein and X. Hu, "Auto-calibrated parallel spiral imaging," Magn. Reson. Med., vol.55, no.3, pp. 619-625, 2006.
15. C. M. Tsai and D. G. Nishimura, "Reduced aliasing artifacts using variable-density A'-space sampling trajectories," Magn. Reson. Med., vol.43, no. 3, pp. 452-458, 2000.
16. K. P. Pruessmann, M. Weiger, P. Bornert, and P. Boesiger, "Advances in sensitivity encoding with arbitrary k-space trajectories," Magn. Reson. Med., vol.46, pp. 638-651, 2001.
17. P. Hu, C. M. Kramer, and C. H. Meyer, "Parallel imaging based on successive convolution operations (BOSCO)," in Proc. 15th Annu. Meeting ISMRM, Berlin, Germany, 2007, p. 751.
18. A. Arunachalam, A. Samsonov, and W. F. Block, "Self-calibrated GRAPPA method for 2D and 3D radial data," Magn. Reson. Med., vol.57, no.5, pp. 931-938, 2007.
19. N. Sinha, S. Jana, and M. Saranathan, "A neural network approach for non-Cartesian k-space parallel imaging reconstruction," in Proc. 15th Annu. Meeting ISMRM, Berlin, Germany, 2007, p. 336.
20. Y. Qian, Z. Zhang, Y. Wang, and F. E. Boada, "Decomposed direct matrix inversion for fast non-Cartesian SENSE reconstructions," Magn. Reson. Med., vol.56, no.2, pp. 356-363, 2006.
21. K. A. Heberlein, Y. Kadah, and X. Hu, "Segmented spiral parallel imaging using GRAPPA," in Proc. 12th Annu. Meeting ISMRM, Kyoto, Japan, 2004, p. 328.
22. R. M. Heidemann, M. A. Griswold, N. Seiberlich, G. Kruger, S. A. Kannengiesser, B. Kiefer, G. Wiggins, L. L. Wald, and P. M. Jakob, "Direct parallel image reconstructions for spiral trajectories using GRAPPA," Magn. Reson. Med, vol.56, no.2, pp. 317-326, 2006.
23. A. A. Samsonov, W. F. Block, A. Arunachalam, and A. S. Field, "Advances in locally constrained k-space-based parallel MRI," Magn. Reson. Med, vol.55, no.2, pp. 431-438, 2006.
24. R. M. Heidemann, M. A. Griswold, N. Seiberlich, M. Nittka, S. A. R. Kannengiesser, B. Kiefer, and P. M. Jakob, "Fast method for 1D non-Cartesian parallel imaging using GRAPPA," Magn. Reson. Med., vol.57, no.6, pp. 1037-1046, 2007.
25. N. Seiberlich, F. Breuer, R. Heidemann, M. Blaimer, M. Griswold, and P. Jakob, "Reconstruction of undersampled non-Cartesian data sets using pseudo-Cartesian GRAPPA in conjunction with GROG," Magn. Reson. Med, vol.59, no.5, pp. 1127-1137, 2008.
26. J. H. Lee, G. C. Scott, J. M. Pauly, and D. G. Nishimura, "Broadband multicoil imaging using multiple demodulation hardware: A feasibility study," Magn. Reson. Med., vol.54, no.3, pp. 669-676, 2005.
27. J. M. Santos, B. S. Hu, J. H. Lee, and J. M. Pauly, "Single breath-hold whole-heart MRA using variable density spirals and localized coil demodulation," in Proc. 14th Annu. Meeting ISMRM, Seattle, WA, 2006, p. 2449.
28. B. Kressler, P. Spincemaille, T. D. Nguyen, L. Cheng, Z. X. Hai, M. R. Prince, and Y. Wang, "Three-dimensional cine imaging using variable-density spiral trajectories and SSFP with application to coronary artery angiography," Magn. Reson. Med., vol.58, no.3, pp. 535-543, 2007.
29. T. Çukur, J. M. Santos, D. G. Nishimura, and J. M. Pauly, "Varying kernel-extent gridding reconstruction for undersampled variable-density spirals," Magn. Reson. Med., vol.59, no.1, pp. 196-201, 2008.
30. M. A. Ohliger, P. Ledden, C. A. McKenzie, and D. K. Sodickson, "Effects of inductive coupling on parallel MR image reconstructions," Magn. Reson. Med, vol.52, no.3, pp. 628-639, 2004.
31. O. Dietrich, J. G. Raya, S. B. Reeder, M. Ingrisch, M. F. Reiser, and S. O. Schoenberg, "Influence of multichannel combination, parallel imaging and other reconstruction techniques on MRI noise characteristics," Magn. Reson. Imag., vol.26, no.6, pp. 754-762, 2008.
32. M. Bydder, D. J. Larkman, and J. V. Hajnal, "Combination of signals from array coils using image-based estimation of coil sensitivity profiles," Magn. Reson. Med., vol.47, no.3, pp. 539-548, 2002.
33. J. M. Santos, C. H. Cunningham, M. Lustig, B. A. Hargreaves, B. S. Hu, D. G. Nishimura, and J. M. Pauly, "Single breath-hold whole-heart MRA using variable-density spirals at 3T," Magn. Reson. Med., vol.55, no.2, pp. 371-379, 2006.
34. J. M. Santos, G. A. Wright, and J. M. Pauly, "Flexible real-time magnetic resonance imaging framework," in Conf. Proc. IEEE Eng. Med. Biol. Soc, 2004, vol.2, pp. 1048-1051.
35. C. Meyer, J. Pauly, A. Macovski, and D. Nishimura, "Simultaneous spatial and spectral selective excitation," Magn. Reson. Med., vol.15, no.2, pp. 287-304, 1990.
36. A. M. Takahashi, "Consideration for using the Voronoi areas as a k-space weighting function," in Proc. 7th Annu. Meeting ISMRM, Philadelphia, PA, 1999, p. 92.
37. V. Rasche, R. Proksa, R. Sinkus, P. Bornert, and H. Eggers, "Resampling of data between arbitrary grids using convolution interpolation," IEEE Trans. Med. Imag., vol.18, no.5, pp. 385-392, 1999.
38. J. I. Jackson, C. H. Meyer, D. G. Nishimura, and A. Macovski, "Selection of a convolution function for Fourier inversion using gridding," IEEE Trans. Med. Imag., vol.10, no.3, pp. 473-478, 1991.
39. F.-H. Lin, K. K. Kwong, J. W. Belliveau, and L. L. Wald, "Parallel imaging reconstruction using automatic regularization," Magn. Reson. Med., vol.51, no.3, pp. 559-567, 2004.
40. T. Çukur, M. Lustig, and D. G. Nishimura, "Multiple-profile homogenous image combination: Application to phase-cycled SSFP and multi-coil imaging,"Magn. Reson. Med., vol.60, pp. 732-738, 2008.
41. R. N. Bracewell, The Fourier Transform and its Applications, 3rd ed. New York: MGraw-Hill, 2000.