Improving brain MRI imaging using advanced learning techniques

Robust and Efficient Learning of High-Resolution Brain MRI Reconstruction from Small Referenceless Data

NIH-funded research University of Minnesota · NIH-11043349

This study is working on using advanced technology to make brain scans faster and clearer, which could help doctors diagnose and treat brain-related conditions more accurately and quickly for patients like you.

Quick facts

Grant typeR01 grant
Study typeNIH-funded research
Funding institutionUniversity of Minnesota NIH-funded
Lab location1 site (Minneapolis, United States)
Project IDNIH-11043349 on NIH RePORTER

What this research studies

This research focuses on enhancing the quality and speed of brain MRI imaging by developing advanced deep learning methods. It aims to create high-resolution brain scans without the need for extensive reference data, which is a common limitation in current MRI techniques. By utilizing artificial intelligence, the project seeks to improve the understanding of neuropsychiatric disorders through better brain imaging. Patients may benefit from faster and more accurate diagnoses and treatment plans based on improved imaging technology.

Who could benefit from this research

Good fit: Ideal candidates for this research include individuals experiencing neuropsychiatric disorders who require advanced brain imaging for diagnosis or treatment.

Not a fit: Patients with conditions that do not require MRI imaging or those who are not affected by neuropsychiatric disorders may not benefit from this research.

Why it matters

Potential benefit: If successful, this research could lead to more precise brain imaging, enabling better diagnosis and treatment of neuropsychiatric disorders.

How similar studies have performed: Previous research has shown promise in using deep learning for MRI reconstruction, indicating that this approach could lead to significant advancements in brain imaging.

Where this research is happening

Minneapolis, United States

Researchers

About this research

  1. This is an active NIH-funded research project — typically early-stage science, not a clinical trial accepting patient enrollment.
  2. Some NIH-funded labs run parallel clinical studies or seek volunteers for related work. To check, contact the principal investigator or institution listed above.
  3. For full project details, budget, and progress reports, visit the official NIH RePORTER page below.
Conditions Behavior Disorders
Last reviewed 2026-06-09 by the Find a Trial editorial team. Information on this page is for educational purposes and is not medical advice. Always consult qualified healthcare professionals about clinical trial participation.