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Department of Applied Mathematics and Theoretical Physics

Publications

Machine Learning for COVID-19 Diagnosis and Prognostication: Lessons for Amplifying the Signal While Reducing the Noise
D Driggs, I Selby, M Roberts, E Gkrania-Klotsas, JHF Rudd, G Yang, J Babar, E Sala, C-B Schönlieb
– Radiology Artificial Intelligence
(2021)
e210011
Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans
M Roberts, D Driggs, M Thorpe, J Gilbey, M Yeung, S Ursprung, AI Aviles-Rivero, C Etmann, C McCague, L Beer, JR Weir-McCall, Z Teng, E Gkrania-Klotsas, A Ruggiero, A Korhonen, E Jefferson, E Ako, G Langs, G Gozaliasl, G Yang, H Prosch, J Preller, J Stanczuk, J Tang, J Hofmanninger, J Babar, LE Sánchez, M Thillai, PM Gonzalez, P Teare, X Zhu, M Patel, C Cafolla, H Azadbakht, J Jacob, J Lowe, K Zhang, K Bradley, M Wassin, M Holzer, K Ji, MD Ortet, T Ai, N Walton, P Lio, S Stranks, T Shadbahr, W Lin, Y Zha, Z Niu, JHF Rudd, E Sala, CB Schönlieb
– Nature Machine Intelligence
(2021)
3,
199
Assessing robustness of carotid artery CT angiography radiomics in the identification of culprit lesions in cerebrovascular events
EPV Le, L Rundo, JM Tarkin, NR Evans, MM Chowdhury, PA Coughlin, H Pavey, C Wall, F Zaccagna, FA Gallagher, Y Huang, R Sriranjan, A Le, JR Weir-McCall, M Roberts, FJ Gilbert, EA Warburton, C-B Schönlieb, E Sala, JHF Rudd
– Sci Rep
(2021)
11,
3499
On an effective multigrid solver for solving a class of variational problems with application to image segmentation
M Roberts, K Chen, J Li, KL Irion
– International Journal of Computer Mathematics
(2019)
97,
2015
Chan-Vese Reformulation for Selective Image Segmentation.
M Roberts, J Spencer
– Journal of Mathematical Imaging and Vision
(2019)
61,
1173
A Convex Geodesic Selective Model for Image Segmentation
M Roberts, K Chen, KL Irion
– Journal of Mathematical Imaging and Vision
(2018)
61,
482
Multigrid algorithm based on hybrid smoothers for variational and selective segmentation models
M Roberts, K Chen, KL Irion
– International Journal of Computer Mathematics
(2018)
96,
1623
A Classification of Non-Compact Coxeter Polytopes with $n+3$ Facets and One Non-Simple Vertex
M Roberts

Research Group

Cambridge Image Analysis