Grist Group: Exploring the impact of deep learning-based reconstruction on functional magnetic resonance imaging

About the Research 

This project focuses on exploring the potential impact of deep learning reconstruction on functional magnetic resonance imaging (MRI). With the introduction of deep learning into clinical practise, there are many avenues to leverage the increased signal to noise ratio achieved through this approach.

Exploring the uses of deep learning, you’ll look at producing high-resolution structural imaging in a fraction of the time normally taken, explore how DL reconstruction affects diffusion MRI and the subsequent data fitting methods used in the field, and how DL reconstruction can assist in the parametric mapping of physical MRI properties such as T1 and T2.

Whilst working with us you’ll have opportunity to explore some of the many clinical trails we are running, join projects focused on the development of new reconstruction pipelines and MRI coils to further enhance imaging, and enjoy a year here in Oxford exploring scientific research.

We are a friendly group and we hope that you will love your time with us!

This MSc by Research project is suitable for part-time research.

Training Opportunities 

The group offers extensive training opportunities in scientific computing (Matlab/Python, C, C++), machine learning, and clinical trial design and implementation.

You will also be given opportunity to engage in scientific leadership opportunities, to develop your presentation and communication skills, and to work with a multi-disciplinary team across the Oxford Centre for Clinical Magnetic Resonance Research.

Students are encouraged to attend the MRC Weatherall Institute of Molecular Medicine DPhil Course, which takes place in the autumn of their first year. Running over several days, this course helps students to develop basic research and presentation skills, as well as introducing them to a wide range of scientific techniques and principles, ensuring that students have the opportunity to build a broad-based understanding of differing research methodologies.

Generic skills training is offered through the Medical Sciences Division's Skills Training Programme. This programme offers a comprehensive range of courses covering many important areas of researcher development: knowledge and intellectual abilities, personal effectiveness, research governance and organisation, and engagement, influence, and impact. Students are actively encouraged to take advantage of the training opportunities available to them.

As well as the specific training detailed above, students will have access to a wide range of seminars and training opportunities through the many research institutes and centres based in Oxford.

The Department has a successful mentoring scheme, open to graduate students, which provides an additional possible channel for personal and professional development outside the regular supervisory framework. We hold an Athena SWAN Silver Award in recognition of our efforts to build a happy and rewarding environment where all staff and students are supported to achieve their full potential.

Additional Supervisors 

1. Damian Tyler 

2. Florian Wiesinger, GE Healthcare