Our laboratory is focusing on cardiopulmonary magnetic resonance imaging (MRI) through innovative deep learning-based MRI development. Our current developments include new technologies such as self-supervised learning and generative models. This exciting work will take place at the NextGen center, featuring state-of-the-art imaging facilities, including 3T Vida and 7T Terra MRI scanners, located at the University of Missouri-Columbia campus. We are in search of a highly motivated candidate with expertise in MRI development, particularly in image reconstruction and analysis, as well as sequence development. The ideal candidate will be driven by a passion for contributing novel ideas and directions, both to our ongoing projects and the broader field of MRI research.
Position Responsibilities:
Research and Development:
· Conduct innovative research in cardiopulmonary MRI, focusing on rapid MRI using deep learning reconstruction and enhancement methods for coronary microvascular dysfunction and related disorders.
· Develop and optimize MRI pulse sequences for cardiac and pulmonary imaging using Siemens IDEA.
· Implement image reconstruction algorithms using MATLAB and Python.
· Apply machine learning and deep learning methods using Python and PyTorch to MRI data for improved diagnosis and understanding of cardiac diseases.
· Investigate new techniques in physics-guided MRI reconstruction, self-supervised learning approaches and deep learning-based image processing.
Data Analysis:
· Perform image post-processing and analysis for human and swine studies using conventional methods, machine learning and deep learning approaches of 2D/3D images and time-series data.
· Interpret cardiac MRI data, such as assessment of cardiac function, perfusion, etc.
Collaboration and Communication:
· Work collaboratively with our multidisciplinary team including MRI physicists, Siemens onsite scientists, 7T high-field MRI researchers, cardiologists, and Swine model researchers.
· Present findings at scientific conferences and contribute to manuscript preparation for publication in peer-reviewed journals.
· Engage in regular meetings and discussions with the research team to ensure alignment with project goals.
Mentoring and Supervision:
Assist in the supervision and mentoring of junior researchers, graduate students, or interns.