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Assistant Research Professor at Cambridge Image Analysis (CIA) group, and lead of Computational Applied Tomography (CAT) group.

I am a translational researcher focusing on mathematics and applications of imaging, particularly in tomography. I have worked mostly on medical and scientific Cone Beam Computed Tomography (CBCT), general CT, and Positron Emission Tomography. I have also done some research on Electrical Impedance Tomography (EIT) and Fermi Tomography, among others. My research efforts are equally divided on:

  • Developing mathematical optimization algorithms (both machine learning based and traditional optimization) for inverse problems in tomography (applied maths). 

  • Developing computational methods, high performance computing solutions, machine learning models and software packages for the algorithms above (computer science). 

  • Applying these methods into real datasets and applications of tomography, and proposing novel uses of tomography enabled by the previous two points (applied science & medicine).

I am the main author and maintainer of TIGRE toolbox  (easy to use and fast optimization algorithms for real CT) and currently I am developing the LION toolbox (reproducible and reliable data-driven tomographic reconstruction methods).

I do supervise and co-supervise MPhil and PhD students across the University, don't hesitate to reach out if you think my research experience can be useful. 

 

 

Publications

Learned denoising with simulated and experimental low-dose CT data
MB Kiss, A Biguri, C-B Schönlieb, KJ Batenburg, F Lucka
(2024)
Data driven surrogate signal extraction for dynamic PET using selective PCA: time windows versus the combination of components
AC Whitehead, K-H Su, EC Emond, A Biguri, L Brusaferri, M Machado, JC Porter, H Garthwaite, SD Wollenweber, JR McClelland, K Thielemans
– Physics in medicine and biology
(2024)
69,
175008
Continuous Learned Primal Dual
C Runkel, A Biguri, C-B Schönlieb
(2024)
On Krylov methods for large-scale CBCT reconstruction.
M Sabaté Landman, A Biguri, S Hatamikia, R Boardman, J Aston, C-B Schönlieb
– Physics in Medicine & Biology
(2023)
68,
155008
The realisation of fast X-ray computed tomography using a limited number of projection images for dimensional metrology
W Sun, S Chretien, A Biguri, M Soleimani, T Blumensath, J Talbott
– NDT and E International
(2023)
137,
102852
The realisation of fast X-ray computed tomography using a limited number of projection images for dimensional metrology
W Sun, S Chretien, A Biguri, M Soleimani, T Blumensath, J Talbott
(2023)
Navigating the development challenges in creating complex data systems
S Dittmer, M Roberts, J Gilbey, A Biguri, J Preller, JHF Rudd, JAD Aston, C-B Schönlieb
– Nature Machine Intelligence
(2023)
5,
681
On Krylov Methods for Large Scale CBCT Reconstruction
MS Landman, A Biguri, S Hatamikia, R Boardman, J Aston, C-B Schonlieb
(2022)
Navigating the challenges in creating complex data systems: a development philosophy
S Dittmer, M Roberts, J Gilbey, A Biguri, A-C Collaboration, J Preller, JHF Rudd, JAD Aston, C-B Schönlieb
(2022)
Source-detector trajectory optimization in cone-beam computed tomography: a comprehensive review on today’s state-of-the-art
S Hatamikia, A Biguri, G Herl, G Kronreif, T Reynolds, J Kettenbach, T Russ, A Tersol, A Maier, M Figl, JH Siewerdsen, W Birkfellner
– Physics in medicine and biology
(2022)
67,
16TR03
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Research Group

Cambridge Image Analysis

Room

F0.08