| CPC G01R 33/4818 (2013.01) [G01R 33/5608 (2013.01); G01R 33/561 (2013.01); G01R 33/5611 (2013.01); G06T 5/70 (2024.01); G06T 2207/10088 (2013.01)] | 16 Claims |

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1. A system, comprising:
at least one non-transitory computer-readable storage medium including a set of instructions; and
at least one processor in communication with the at least one non-transitory computer-readable storage medium, wherein when executing the instructions, the system is directed to:
obtain imaging data of a subject, or a portion thereof, captured by an MRI system according to an undersampling pattern, the undersampling pattern comprises a region of a regular undersampling pattern and a region of an irregular undersampling pattern;
execute a first iterative procedure comprising:
performing a soft-thresholding de-noising operation on a sparsifying transform domain of the imaging data; and
determining a first iteration number of the soft-thresholding de-noising operation;
determine that the first iteration number meets a first threshold;
execute, in response to the determination that the first iteration number meets the first threshold, a second iterative procedure comprising:
performing a total variation algorithm on the de-noised imaging data to provide processed imaging data; and
determining a second iteration number of the total variation operation;
determine that a sum of the first iteration number and the second iteration number meets a second threshold; and
generate a reconstruction image of the subject, or a portion thereof, according to a parallel imaging procedure coupled with a half-Fourier imaging procedure based on the processed imaging data,
wherein the first threshold is lower than the second threshold.
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