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Department of Applied Mathematics and Theoretical Physics

Professor Carola Bibiane Schönlieb

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

Integrating Artificial Intelligence Tools in the Clinical Research Setting: the Ovarian Cancer Use Case
L Escudero Sanchez, T Buddenkotte, M Al Sa'd, C McCague, J Darcy, L Rundo, A Samoshkin, MJ Graves, V Hollamby, P Browne, M Crispin-Ortuzar, R Woitek, E Sala, C-B Schönlieb, SJ Doran, O Öktem
– Diagnostics (Basel, Switzerland)
(2023)
13,
2813
(doi: 10.3390/diagnostics13172813)
Rapid Artefact Removal and H&E-Stained Tissue Segmentation
BA Schreiber, J Denholm, F Jaeckle, MJ Arends, KM Branson, C-B Schönlieb, EJ Soilleux
(2023)
(link to publication)
Extracting chain lines and laid lines from digital images of medieval paper using spectral total variation decomposition.
T Großmann, C-B Schönlieb, O Da Rold
– Herit Sci
(2023)
11,
180
(doi: 10.1186/s40494-023-01013-3)
Regularizing Orientation Estimation in Cryogenic Electron Microscopy Three-Dimensional Map Refinement through Measure-Based Lifting over Riemannian Manifolds
W Diepeveen, J Lellmann, O Öktem, C-B Schönlieb
– SIAM Journal on Imaging Sciences
(2023)
16,
1440
(doi: 10.1137/22m1520773)
Common methodological pitfalls in ICI pneumonitis risk prediction studies
YK Chen, S Welsh, AM Pillay, B Tannenwald, K Bliznashki, E Hutchison, JAD Aston, C-B Schönlieb, JHF Rudd, J Jones, M Roberts
– Frontiers in immunology
(2023)
14,
1228812
(doi: 10.3389/fimmu.2023.1228812)
Mathematics of biomedical imaging today—a perspective
MM Betcke, C-B Schönlieb
– Progress in Biomedical Engineering
(2023)
5,
043002
(doi: 10.1088/2516-1091/acd973)
Why Deep Surgical Models Fail?: Revisiting Surgical Action Triplet Recognition Through the Lens of Robustness
Y Cheng, L Liu, S Wang, Y Jin, C-B Schönlieb, AI Aviles-Rivero
– Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics
(2023)
13932 LNCS,
177
(doi: 10.1007/978-3-031-39539-0_15)
Stain normalization gives greater generalizability than stain jittering in neural network training for the classification of coeliac disease in duodenal biopsy whole slide images
BA Schreiber, J Denholm, JD Gilbey, C-B Schönlieb, EJ Soilleux
– Journal of Pathology Informatics
(2023)
14,
100324
(doi: 10.1016/j.jpi.2023.100324)
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
(doi: 10.1088/1361-6560/acd616)
Data-Driven Mirror Descent with Input-Convex Neural Networks
HY Tan, S Mukherjee, J Tang, C-B Schönlieb
– SIAM Journal on Mathematics of Data Science
(2023)
5,
558
(doi: 10.1137/22M1508613)
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Research Groups

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

Email

C.B.Schoenlieb@damtp.cam.ac.uk

Room

F0.06

Telephone

01223 764251

Study at Cambridge

About the University

Research at Cambridge