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Abstract #1974

CECNN-B1: Confidence-Enhanced CNN in B1 inhomogeneity Correction for Quantitative CEST MRI at 5 T

Ruifen ZHANG1, Qiting WU1, Jiahui XIE1, and Yin WU1
1Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, China

Synopsis

Keywords: Analysis/Processing, CEST & MT

Motivation: B1-correction is important in CEST MRI. Conventional correction methods require multiple B1 acquisitions, making them less practical in clinical adoptions.

Goal(s): This study proposed a CNN-based model that can correct B1 inhomogeneity from a single B1 acquisition.

Approach: A CECNN-B1 model incorporating B1 distribution was designed to enhance the confidence of CEST quantification, and its performance was evaluated on a creatine phantom at 5 T.

Results: Substantial variation of B1 distribution was observed, resulting in inhomogeneous CEST map. After correction, the B1-induced artifact was effectively alleviated. The image quality of the corrected CEST map was superior to that calculated with conventional interpolation method.

Impact: The proposed CECNN-B1 model enabled B1 inhomogeneity correction from single B1 acquisition. A creatine phantom study showed its superiority over the conventional interpolation methods requiring multiple B1 acquisitions, providing an efficient way for improved CEST MRI on high-field scanners.

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