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Department of Applied Mathematics and Theoretical Physics

Professor Schönlieb is Professor of Applied Mathematics at DAMTP and head of the Cambridge Image Analysis group (CIA). Moreover, she is the Director of the Cantab Capital Institute for the Mathematics of Information (CCIMI) and Director of the EPSRC Centre for Mathematical and Statistical Analysis of Multimodal Clinical Imaging (CMIH), a Fellow of Jesus College, Cambridge and co-Chair of the Cambridge Centre for Data Driven Discovery (C2D3). Currently I am also chairing the SIAM activity group on Imaging Sciences and the Applied Mathematics Committee of the European Mathematical Society (EMS).

Career

Positions:

  • since October 2018: Professor at DAMTP, University of Cambridge, UK.
  • October 2015 to September 2018: Reader at DAMTP, University of Cambridge, UK.
  • since October 2011: Fellow of Jesus College, Cambridge, UK.
  • September 2010 to September 2015: Lecturer at DAMTP, University of Cambridge, UK.
  • September 2009 to September 2010: Postdoc at NAM (Institute of Numerical and Applied Mathematics), Georg-August University Goettingen, Germany.
  • October 2008 to September 2009: Research Assistant at DAMTP, University of Cambridge.
  • October 2005 to October 2008: Research Assistant at the Faculty of Mathematics, University of Vienna, Austria.
  • September 2002 to June 2004: Research Assistant at the Department of Mathematics, University of Salzburg, Austria.

 

Education:

  • July 18, 2009: Admission to the degree Doctor of Philosophy, University of Cambridge (UK)
  • January 30, 2004: Master’s degree in Mathematics with Honors, University of Salzburg (Austria)

 

Honors and Awards:

  • 2020: Wolfson Fellowship, Royal Society UK.
  • 2019: Calderón Prize, Inverse Problems International Association.
  • 2017: Philip Leverhulme Prize.
  • 2016: Whitehead Prize, London Mathematical Society.
  • 2013: EPSRC Science Photo Award, 1st Prize in the Category People.
  • 2008: Mary Bradburn Award from the BFWG.
  • 2004: Scholarship from the University of Salzburg (Austria) for exceptional achievements as a student
  • 2002: Hans-Stegbuchner-Award from the Department of Mathematics, University of Salzburg (Austria).

Research

Professor Schönlieb's research interests focus on variational methods, partial differential equations and machine learning for image analysis, image processing and inverse imaging problems. She has active interdisciplinary collaborations with clinicians, biologists and physicists on biomedical imaging topics, chemical engineers and plant scientists on image sensing, as well as collaborations with artists and art conservators on digital art restoration.. More details the website of her research group, Cambridge Image Analysis (CIA).

Publications

Deep learning-based diffusion tensor cardiac magnetic resonance reconstruction: a comparison study.
J Huang, PF Ferreira, L Wang, Y Wu, AI Aviles-Rivero, C-B Schönlieb, AD Scott, Z Khalique, M Dwornik, R Rajakulasingam, R De Silva, DJ Pennell, S Nielles-Vallespin, G Yang
– Scientific Reports
(2024)
14,
5658
A linear transportation Lp distance for pattern recognition
OM Crook, M Cucuringu, T Hurst, C-B Schönlieb, M Thorpe, KC Zygalakis
– Pattern Recognition
(2024)
147,
110080
Ground truth free denoising by optimal transport
S Dittmer, C-B Schönlieb, P Maass
– Numerical Algebra Control and Optimization
(2024)
14,
34
The curious case of the test set AUROC
M Roberts, A Hazan, S Dittmer, JHF Rudd, C-B Schönlieb
– Nature Machine Intelligence
(2024)
6,
373
Implicit neural representations for unsupervised super-resolution and denoising of 4D flow MRI.
S Saitta, M Carioni, S Mukherjee, C-B Schönlieb, A Redaelli
– Computer methods and programs in biomedicine
(2024)
246,
108057
Continuous Learned Primal Dual
C Runkel, A Biguri, C-B Schönlieb
– 2024 IEEE 34th International Workshop on Machine Learning for Signal Processing (MLSP)
(2024)
00,
1
Rapid artefact removal and H&E-stained tissue segmentation
BA Schreiber, J Denholm, F Jaeckle, MJ Arends, KM Branson, C-B Schönlieb, EJ Soilleux
– Scientific Reports
(2024)
14,
309
Weakly Convex Regularisers for Inverse Problems: Convergence of Critical Points and Primal-Dual Optimisation
Z Shumaylov, J Budd, S Mukherjee, CB Schönlieb
– Proceedings of Machine Learning Research
(2024)
235,
45286
Continuous U-Net: Faster, Greater and Noiseless
CW Cheng, C Runkel, L Liu, RH Chan, CB Schönlieb, AI Aviles-Rivero
– Transactions on Machine Learning Research
(2024)
2024,
DIGRAF: Diffeomorphic Graph-Adaptive Activation Function
KSI Mantri, XA Wang, C-B Schonlieb, B Ribeiro, B Bevilacqua, M Eliasof
– ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 37 (NEURIPS 2024)
(2024)
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Research Groups

Cambridge Image Analysis
Cantab Capital Institute for the Mathematics of Information
Centre for Mathematical Imaging in Healthcare

Room

F0.06

Telephone

01223 764251