This research shows improved image quality in line-scanning fMRI using sparse and subspace constraints, suggesting a faster scanning time.
Motivation: Currently, Sparse and Subspace Constraints have not been used for ultra-short TR Line-scanning fMRI accelerated reconstruction. Goal(s): Shorten Line-scanning fMRI scanning time and improve image quality. Approach: Reconstruct simulated undersampled Line-scanning fMRI data using reconstruction algorithms and perform fMRI analysis. Results: Accelerated reconstruction can improve the quality of ultra-short TR Line-scanning fMRI images, but there is a possibility of losing BOLD signals. Impact: Laying the groundwork for future research on Line-scanning fMRI acceleration methods.
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Zhou et al. (2025) studied this question.
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