SENSE reconstruction with nonlocal TV regularization

Proceedings of the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Engineering the Future of Biomedicine, EMBC 2009

Volumn , Issue , 2009, Pages 1032-1035

  Liang, Dong ^a   Wang, Haifeng ^a   Ying, Leslie ^a  

^a University of Wisconsin Milwaukee   (United States)

Author keywords

Bregman iteration; Nonlocal total variation regularization; SENSE

Indexed keywords

IMAGE DENOISING;

ACCELERATION FACTORS; BREGMAN ITERATION; ILL-CONDITIONING; REGULARIZATION TECHNIQUE; SENSE; TIKHONOV REGULARIZATION; TOTAL VARIATION; TOTAL VARIATION REGULARIZATION;

ITERATIVE METHODS;

EID: 77950967449     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2009.5335343     Document Type: Conference Paper

References (20)

1. K. P. Pruessmann, M. Weiger, M. B. Scheidegger, and P. Boseiger, "SENSE: Sensitivity encoding for fast MRI," Magn. Reson. Med., vol.42, pp. 952-962, Oct. 1999.
2. D. K. Sodickson, W. J. Manning, "Simultaneous acquisition of spatial harmonics (SMASH): Fast imaging with radiofrequency coil arrays," Magn. Reson. Med., vol.38, pp. 591-603, March. 1997.
3. M. A. Griswold, P. M. Jakob, R.M. Heidemann, M. Nittka, V. Jellus, J. Wang, B. Kiefer, and A. Haase, "Generalized autocalibrating partially parallel acquisitions (GRAPPA)," Magn. Reson. Med., vol 47, pp. 1202-1210, 2002.
4. M. Weiger, K.P. Pruessmann, C. Lessler, P. Roschmann, and P. Boesiger, "Specific coil design for sense: a six-element cardiac array," Magn. Reson. Med., vol.45, pp. 495-504, 2001.
5. J. A.de Zwart, P. Ledden, P.van Gelderen, P.Kellman, and J.H.Duyn, "Design of a SENSE-Optimized High Sensitivity MRI Receive Coil for Human Brain Imaging," Magn. Reson. Med., 47, pp.1218-1227 2002.
6. F.-H. Lin, K. K. Kwong, J.W. Belliveau, and L.L. Wald, "Parallel imaging reconstruction using automatic regularization," Magn. Reson. Med., vol.51, pp. 559-567, 2004.
7. L. Ying, D. Xu and Z.-P. Liang, "On Tikhonov Regularization for image reconstruction in parallel MRI," in Proc. IEEE EMBS, pp. 1056-1059, 2004.
8. K. F. King and L. Angelos, "SENSE image quality improvement using matrix regularization," in Proc. ISMRM, pp.1771. 2001.
9. K. T. Block, M. Uecker, J. Frahm, "Undersampled radial MRI using multiple coils: iterative image reconstruction using a total variation constraint," Magn. Reson. Med., vol.57, pp. 1086-1098, 2007.
10. J. V. Velikinia, VAMPIRE, "Variation minimizing parallel imaging reconstruction: in Proc. ISMRM, pp.2424. 2005.
11. G. Gilboa, S. Osher, "Nonlocal operators with applications to image processing." CAM Report 07-23, UCLA, July 2007.
12. D. Zhou and B. Scholkopf. Regularization on discrete spaces. Pattern Recognition, 361: 361-368, 2005.
13. A. Elmoataz, O. Lezoray, S. Bougleux, "Nonlocal discrete regularization on weighted graphs: a framework for image and manifold processing," IEEE Trans. Image Processing, 17:1047-1060, 2008.
14. G. Peyré, S. Bougleux, L. Cohen, "Non-local regularization of inverse problems," 10th European Conference on Computer Vision (ECCV 2008), Part III, LNCS 5304, p. 57-68, 2008.
15. X. Zhang, M. Burger. X. Bresson, S. Osher, "Bregmanized nonlocal regularization for deconvolution and sparse reconstruction", in preprint, 2009.
16. L. He, T-C. Chang, S. Osher, T. Fang, and P. Speier, "MR Image Reconstruction by using the iterative refinement method and nonlinear inverse scale space methods," Camreport; cam06-35, UCLA, 2006.
17. L. I. Rudin, S. Osher, E. Fatemi, "Nonlinear total variation based noise removal algorithms," Physica D 60: 259-268, 1992.
18. D. Donoho, I. Johnstone, "Ideal spatial adaption via wavelet shrinkage," Biometrika, 81: 425-455, 1994.
19. S. Osher, M. Burger, D. Goldfarb, J. Xu, W. Yin, "An iterative regularization Method for Total variation based Image Restoration," Multiscale Modeling and Simulations, 4: 460-489, 2005.
20. K. P. Pruessmann, M. Weiger, and P. Boernert, "Advances in sensitivity encoding with arbitrary k-space trajectories," Magn. Reson. Med., vol.46, pp. 638-651, Oct. 2001.