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Artificial intelligence for neuro MRI acquisition: a review

  • Hongjia Yang,
  • Guanhua Wang,
  • Ziyu Li,
  • Haoxiang Li,
  • Jialan Zheng,
  • Yuxin Hu,
  • Xiaozhi Cao,
  • Congyu Liao,
  • Huihui Ye,
  • Qiyuan Tian

摘要

Object

To review recent advances of artificial intelligence (AI) in enhancing the efficiency and throughput of the MRI acquisition workflow in neuroimaging, including planning, sequence design, and correction of acquisition artifacts.

Materials and Methods

A comprehensive analysis was conducted on recent AI-based methods in neuro MRI acquisition. The study focused on key technological advances, their impact on clinical practice, and potential risks associated with these methods.

Results

The findings indicate that AI-based algorithms have a substantial positive impact on the MRI acquisition process, improving both efficiency and throughput. Specific algorithms were identified as particularly effective in optimizing acquisition steps, with reported improvements in workflow efficiency.

Discussion

The review highlights the transformative potential of AI in neuro MRI acquisition, emphasizing the technological advances and clinical benefits. However, it also discusses potential risks and challenges, suggesting areas for future research to mitigate these concerns and further enhance AI integration in MRI acquisition.