2023 ISMRM and ISMRT Annual Meeting and Exhibition
3 June 2023 – 8 June 2023 · Toronto, Canada
4631 ISMRM Abstract

Concatenated multi-contrast wavelet-based compressed sensing reconstruction.

Accepted
Gabriel Varela-Mattatall 1,2, Jaejin Cho3,4, Omer Oran5, Corey A Baron1,2, Berkin Bilgic3,4, Ravi Menon1,2
1Centre for Functional and Metabolic Mapping (CFMM), Robarts Research Institute, Western University, London, Canada
2Department of Medical Biophysics, Schulich School of Medicine and Dentistry, Western University, London, Canada
3Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, United States of America
4Harvard-MIT Division of Health Sciences and Technology, Massachusetts Institute of Technology, Cambridge, United States of America
5Siemens Healthcare Limited, Montreal, Canada
Presenting Author: Gabriel Varela-Mattatall
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References

1. Candes EJ, Wakin MB. An Introduction To Compressive Sampling. Ieee Signal Proc Mag. 2008;25(2):21-30. doi:10.1109/msp.2007.914731 2. Lustig M, Donoho D, Pauly JM. Sparse MRI: The application of compressed sensing for rapid MR imaging. Magnet Reson Med. 2007;58(6):1182-1195. doi:10.1002/mrm.21391 3. Cai JF, Candes EJ, Shen Z. A Singular Value Thresholding Algorithm for Matrix Completion. Arxiv. [doi]
2. Otazo R, Candès E, Sodickson DK. Low‐rank plus sparse matrix decomposition for accelerated dynamic MRI with separation of background and dynamic components. Magnet Reson Med. 2015;73(3):1125-1136. doi:10.1002/mrm.25240 5. Cao Z, Gore JC, Grissom WA. Low‐rank plus sparse compressed sensing for accelerated proton resonance frequency shift MR temperature imaging. Magnet Reson Med. 2019;81(6):3555-3566. doi:10.1002/mrm.27666 6. Marques JP, Kober T, Krueger G, Zwaag W van der, Moortele PFV de, Gruetter R. MP2RAGE, a self bias-field corrected sequence for improved segmentation and T1-mapping at high field. Neuroimage. 2010;49(2):1271-1281. doi:10.1016/j.neuroimage.2009.10.002 7. Kvernby S, Warntjes MJB, Haraldsson H, Carlhäll CJ, Engvall J, Ebbers T. Simultaneous three-dimensional myocardial T1 and T2 mapping in one breath hold with 3D-QALAS. J Cardiov Magn Reson. 2014;16(1):102. doi:10.1186/s12968-014-0102-0 8. Bilgic B, Goyal VK, Adalsteinsson E. Multi‐contrast reconstruction with Bayesian compressed sensing. Magnet Reson Med. 2011;66(6):1601-1615. doi:10.1002/mrm.22956 9. Gong E, Huang F, Ying K, Wu W, Wang S, Yuan C. PROMISE: Parallel‐imaging and compressed‐sensing reconstruction of multicontrast imaging using SharablE information. Magnet Reson Med. 2015;73(2):523-535. doi:10.1002/mrm.25142 10. Lai Z, Zhang X, Guo D, et al. Joint sparse reconstruction of multi-contrast MRI images with graph based redundant wavelet transform. Bmc Med Imaging. 2018;18(1):7. doi:10.1186/s12880-018-0251-y 11. Bilgic B, Kim TH, Liao C, et al. Improving parallel imaging by jointly reconstructing multi‐contrast data. Magnet Reson Med. 2018;80(2):619-632. doi:10.1002/mrm.27076 12. Bustin A, Cruz GL da, Jaubert O, Lopez K, Botnar RM, Prieto C. High‐dimensionality undersampled patch‐based reconstruction (HD‐PROST) for accelerated multi‐contrast MRI. Magnet Reson Med. 2019;81(6):3705-3719. doi:10.1002/mrm.27694 13. Varela‐Mattatall G, Baron CA, Menon RS. Automatic determination of the regularization weighting for wavelet‐based compressed sensing MRI reconstructions. Magnet Reson Med. 2021;86(3):1403-1419. doi:10.1002/mrm.28812 14. Uecker M, Lai P, Murphy MJ, et al. ESPIRiT—an eigenvalue approach to autocalibrating parallel MRI: Where SENSE meets GRAPPA. Magnet Reson Med. 2014;71(3):990-1001. doi:10.1002/mrm.24751 15. Buehrer M, Pruessmann KP, Boesiger P, Kozerke S. Array compression for MRI with large coil arrays. Magnet Reson Med. 2007;57(6):1131-1139. doi:10.1002/mrm.21237 16. Beck A, Teboulle M. A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems. Siam J Imaging Sci. 2009;2(1):183-202. doi:10.1137/080716542 17. Zibetti MVW, Helou ES, Regatte RR, Herman GT. Monotone FISTA With Variable Acceleration for Compressed Sensing Magnetic Resonance Imaging. Ieee Transactions Comput Imaging. 2018;5(1):109-119. doi:10.1109/tci.2018.2882681 18. Murphy M, Alley M, Demmel J, Keutzer K, Vasanawala S, Lustig M. Fast $\ell_1$-SPIRiT Compressed Sensing Parallel Imaging MRI: Scalable Parallel Implementation and Clinically Feasible Runtime. Ieee T Med Imaging. 2012;31(6):1250-1262. doi:10.1109/tmi.2012.2188039 [doi]

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