About me

About me

2024, Jan 01    

Contents

Research

I’m a PhD research student at the Institute for Imaging, Data and Communications at the University of Edinburgh, supervised by Prof Mike Davies.

I design deep learning algorithms for solving real-world inverse imaging problems where we rarely have ground truth, such as accelerating medical imaging or higher resolution Earth observation. These problems are super important but very challenging - how do we know what a black hole is supposed to look like before ever imaging one?

Get in touch if you are interested in computer vision, inverse problems, unsupervised deep learning, geometric deep learning, compressed sensing, medical imaging or Earth observation.

Check out my CV and Google Scholar.

Publications

Workshops & Conferences

Also see conference oral presentations above.

  • 18-04-2025 | Seminar (recording) | “Learning to solve imaging inverse problems without ground truth”, Institute for Foundations of Machine Learning, University of Texas at Austin.

  • 16-04-2025 | Tutorial | DeepInverse: a PyTorch library for imaging with deep learning”, ISBI, Houston, Apr 2025.

  • 25-02-2025 | Seminar (recording) | “Equivariant imaging with groups of real-world transforms”, Maxwell Institute for Mathematical Sciences, Edinburgh.

  • 19-12-2024 | Lightning talk and poster | “Learning to reconstruct accelerated dynamic MRI without ground truth”, International Workshop on Mathematical Imaging and AI Algorithms, IPTA 2024, University of Strathclyde, Glasgow.

  • 04-12-2024 | Seminar | “Learning to solve imaging inverse problems without ground truth”, Edinburgh Vision, University of Edinburgh.

  • 10-06-2024 | Lightning talk & poster | “Perspective-Equivariant Imaging: an Unsupervised Framework for Pansharpening”, Maths4DL Geometric Deep Learning workshop, University of Cambridge.

Software

I also am a lead contributor to DeepInverse, a PyTorch-based library for solving imaging inverse problems with deep learning, with 7000 monthly total downloads. Some recent contributions include:

Data Scientist

Check out my project portfolio. I’m open to freelance work!

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Activism

I’m an activist and campaigner for better access to nature and the outdoors for everyone. See below for previous writing and speaking.

I founded ESEA Outdoors UK, a grassroots community to advocate for better representation, diversity and inclusion in the outdoors.

I’m on the board of National Trails UK, a national charity championing and campaigning for National Trails across the UK.

To learn more about these topics, check out my list of Resources and Substack.

Writing

Speaker

Get in touch

Get in touch via email or LinkedIn.