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Abstract #3825

Making MR more accessible through precision quantitative MRI at 0.55T with optimized 3D MRF

Xiaozhi Cao1, Congyu Liao1, Zheren Zhu2, Zhitao Li1, Rupsa Bhattacharjee2, Mark Nishmura3, Zhixing Wang4,5, Nan Wang1, Sharmila Majumdar2, Javier Villanueva-Meyer2, Yang Yang2, and Kawin Setsompop1,3
1Department of Radiology, Stanford University, Stanford, CA, United States, 2Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, United States, 3Department of Electrical Engineering, Stanford University, Stanford, CA, United States, 4Department of Biomedical Engineering, University of Virginia, Charlottesville, VA, United States, 5Department of Radiation Oncology, City of Hope National Cancer Center, Los Angeles, CA, United States

Synopsis

Keywords: Quantitative Imaging, MR Fingerprinting

Motivation: To enable high-resolution quantitaive imaging in economy-friendly 0.55T scanners.

Goal(s): MRF with 1.2-mm isotropic resolution implemented on a FreeMax 0.55T scanner.

Approach: MRF, subspace reconstructio, locally-low rank constraints, CRLB-optimized FA pattern, attention-based deep learning network for denoisig, trajectory correction, motion correction.

Results: The proposed method was validated on phantom, in-vivo human brain and knee.

Impact: Our research highlights the potential of affordable MRI scanners to deliver high-quality imaging.

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Keywords