Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition
9 May 2026 – 14 May 2026 · Cape Town, South Africa
530-02-004 ISMRM Abstract

Learning Non-Rigid Motion From MIMO RF Navigators

Accepted
Rinni Bhansali 1, Thomas E Olausson2, Gustavo Perez1, Philippa Krahn1, Alessandro A Sbrizzi2, Michael Lustig1
1Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, United States of America
2Computational Imaging Group for MR Therapy and Diagnostics, Center for Image Sciences, UMC Utrecht, Utrecht, Netherlands
Presenting Author: Rinni Bhansali

Synopsis

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References

1. Zaitsev M, Maclaren J, Herbst M. Motion artifacts in MRI: A complex problem with many partial solutions. J Magn Reson Imaging. 2015 Oct;42(4):887-901. doi: 10.1002/jmri.24850. Epub 2015 Jan 28. PMID: 25630632; PMCID: PMC4517972. [doi] [pmid]
2. Huttinga NRF, van den Berg CAT, Luijten PR, Sbrizzi A. MR-MOTUS: model-based non-rigid motion estimation for MR-guided radiotherapy using a reference image and minimal k-space data. Phys Med Biol. 2020 Jan 10;65(1):015004. doi: 10.1088/1361-6560/ab554a. PMID: 31698354. [doi] [pmid]
3. Huttinga NRF, Bruijnen T, van den Berg CAT, Sbrizzi A. Nonrigid 3D motion estimation at high temporal resolution from prospectively undersampled k-space data using low-rank MR-MOTUS. Magn Reson Med. 2021 Apr;85(4):2309-2326. doi: 10.1002/mrm.28562. Epub 2020 Nov 10. PMID: 33169888; PMCID: PMC7839760. [doi] [pmid]
4. Pruessmann KP, Weiger M, Börnert P, Boesiger P. Advances in sensitivity encoding with arbitrary k-space trajectories. Magn Reson Med. 2001 Oct;46(4):638-51. doi: 10.1002/mrm.1241. PMID: 11590639. [doi] [pmid]
5. Blumenthal M, Holme HCM, Uecker M. Scaling nuFFT Memory-Overhead Down to Zero: Computational Trade-Offs and Memory-Efficient PICS-Reconstructions with BART. ISMRM & ISMRT Annual Meeting & Exhibition; 2023. p. 4947.

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