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MRI

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  • Artificial Intelligence
  • Technology

Using Reinforcement Learning To Personalize AI-accelerated MRI Scans

What the research is: A method leveraging reinforcement learning to improve AI-accelerated magnetic resonance imaging (MRI) scans. Experiments using the fastMRI data set created by NYU Langone show that our models significantly reduce reconstruction errors by dynamically adjusting the sequence of k-space measurements, a process known as active MRI acquisition. These k-space measurements are the building blocks of an MRI scan, the raw data from which images are reconstructed. The fastMRI project recently demonstrated that AI can reconstruct diagnostically useful scans from undersampled k-space data, and that these scans are interchangeable with fully sampled scans. That work used a predetermined sequence of these…
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  • Artificial Intelligence

FastMRI Breakthrough Shows AI-accelerated MRIs Interchangeable With Traditional MRIs

Magnetic resonance imaging (MRI) scanners, the machines that doctors use to image the body’s soft tissue and organs, have been crucial tools for medical diagnoses for almost half a century. But one of their major shortcomings is the time it takes to carry out a scan. Clinicians can spend up to an hour gathering sufficient data for a diagnostic MRI examination, which eats into a hospital’s demanding schedule and can feel like an eternity for patients who are anxious or in pain. Facebook AI and NYU Langone Health are announcing a major research milestone that could significantly improve the patient experience, expand access…
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