Personal information

Activities

Employment (7)

University of Cambridge: Cambridge, GB

2018-10-01 to present | Professor of Applied Mathematics (Department of Applied Mathematics and Theoretical Physics)
Employment
Source: Self-asserted source
Carola-Bibiane Schönlieb

University of Cambridge: Cambridge, Cambridgeshire, GB

2015-10-01 to 2018-09-30 | Reader in Applied and Computational Mathematics (Department of Applied Mathematics and Theoretical Physics)
Employment
Source: Self-asserted source
Carola-Bibiane Schönlieb

University of Cambridge: Cambridge, GB

2010-09-01 to 2015-09-30 | Lecturer in Applied and Computational Mathematics (Department of Applied Mathematics and Theoretical Physics)
Employment
Source: Self-asserted source
Carola-Bibiane Schönlieb

University of Göttingen: Göttingen, DE

2009-10-01 to 2010-08-31 | Postdoctoral research fellow (Institute of Numerical and Applied Mathematics)
Employment
Source: Self-asserted source
Carola-Bibiane Schönlieb

University of Cambridge: Cambridge, GB

2008-10-01 to 2009-09-30 | Research associate (Department of Applied Mathematics and Theoretical Physics)
Employment
Source: Self-asserted source
Carola-Bibiane Schönlieb

University of Vienna: Vienna, AT

2005-10-01 to 2008-09-30 | Research associate (Faculty of Mathematics)
Employment
Source: Self-asserted source
Carola-Bibiane Schönlieb

University of Salzburg: Salzburg, AT

2002-09-01 to 2004-06-30 | Research associate (Department of Mathematics)
Employment
Source: Self-asserted source
Carola-Bibiane Schönlieb

Education and qualifications (2)

University of Cambridge: Cambridge, GB

2005-10-01 to 2009-07-18 | Doctor of Philosophy (Department of Applied Mathematics and Theoretical Physics)
Education
Source: Self-asserted source
Carola-Bibiane Schönlieb

University of Salzburg: Salzburg, AT

1998-10-01 to 2004-01-30 | Diploma (Department of Mathematics)
Education
Source: Self-asserted source
Carola-Bibiane Schönlieb

Professional activities (6)

Alan Turing Institute: London, GB

2016-09-01 to present | Alan Turing Institute Fellow
Invited position
Source: Self-asserted source
Carola-Bibiane Schönlieb

University of Cambridge: Cambridge, Cambridgeshire, GB

2015-11-01 to present | Director of the Cantab Capital Institute for Mathematics of Information (Faculty of Mathematics)
Invited position
Source: Self-asserted source
Carola-Bibiane Schönlieb

University of Cambridge Jesus College: Cambridge, Cambridgeshire, GB

2011-10-01 to present | Fellow in Mathematics
Invited position
Source: Self-asserted source
Carola-Bibiane Schönlieb

Inverse Problems International Association: NA, GB

2019-07-01 | Calderon Prize
Distinction
Source: Self-asserted source
Carola-Bibiane Schönlieb

Leverhulme Trust: London, London, GB

2017-10-01 | Philip Leverhulme Prize
Distinction
Source: Self-asserted source
Carola-Bibiane Schönlieb

London Mathematical Society: London, London, GB

2016-09-01 | Whitehead Prize
Distinction
Source: Self-asserted source
Carola-Bibiane Schönlieb

Funding (23)

All in one cancer imaging optimisation using an integrated mathematical and deep learning approach

2020-01 to 2021-12 | Grant
Wellcome Trust (London, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

PET++: Improving Localisation, Diagnosis and Quanti

2019-09 to 2021-08 | Grant
Engineering and Physical Sciences Research Council (Swindon, GB)
GRANT_NUMBER: EP/S026045/1
Source: Self-asserted source
Carola-Bibiane Schönlieb

Robust and Efficient Analysis Approaches of Remote Imagery for Assessing Population and Forest Health in India

2019-09 to 2021-08 | Grant
Engineering and Physical Sciences Research Council (Swindon, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

Mathematics of Information PostDoctoral fellowship

2019-05 to 2020-04 | Grant
Cognizant (NJ, NJ, US)
Source: Self-asserted source
Carola-Bibiane Schönlieb

Unveiling the invisible

2019-01 to 2021-12 | Grant
Leverhulme Trust (London, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

Mathematics and Statistics

2018-04 to 2020-03 | Award
Leverhulme Trust (London, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

The mathematics of measurement

2018-04 to 2020-03 | Grant
NPL (Teddington, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

Personalised breast cancer screening

2017-10 to 2018-04 | Grant
Alan Turing Institute (London, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

Mathematical and statistical theory of imaging

2017-01 to 2018-12 | Grant
Global Alliance (Cambridge, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

Bilevel optimisation for learning the sampling pattern in Magnetic Resonance Tomography

2016-07 to 2016-08 | Grant
London Mathematical Society (London, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

Mathematical and Statistical Analysis of Multimodal Clinical Imaging

2016-03 to 2020-02 | Grant
Engineering and Physical Sciences Research Council (Swindon, GB)
GRANT_NUMBER:

EP/N014588/1

Source: Self-asserted source
Carola-Bibiane Schönlieb

Challenges in Preservation of Structure (CHiPS)

2016-01 to 2019-12 | Grant
Horizon 2020 Framework Programme (Brussels, BE)
Part of GRANT_NUMBER:

691070

Source: Self-asserted source
Carola-Bibiane Schönlieb

Whitehead Prize

2016-01 to 2016-01 | Award
London Mathematical Society (London, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

Breaking the non-convexity barrier

2015-11 to 2018-10 | Grant
Leverhulme Trust (London, GB)
GRANT_NUMBER:

RPG-2015-250

Source: Self-asserted source
Carola-Bibiane Schönlieb

Automated Contouring for Radiotherapy Treatment Planning

2015-04 to 2015-12 | Grant
Isaac Newton Trust (Cambridge, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

Efficient computational tools for inverse imaging problems

2014-12 to 2018-03 | Grant
Engineering and Physical Sciences Research Council (Swindon, GB)
GRANT_NUMBER:

EP/M00483X/1

Source: Self-asserted source
Carola-Bibiane Schönlieb

Assessing the conservation quality of tropical forest unmanned aerial vehicles

2014-09 to 2016-08 | Grant
Cambridge Conservation Initiative (Cambridge, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

Development of Image Analysis Algorithms for Monitoring Forest Health from Aircraft

2014-05 to 2015-04 | Grant
Wellcome Trust (Cambridge, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

Current frontiers in inverse problems from theory to applications

2013-11 to 2016-10 | Grant
London Mathematical Society (London, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

Non-smooth geometric reconstruction for high resolution MRI imaging of uid transport in bed reactors

2012-07 to 2013-07 | Grant
Isaac Newton Trust (Cambridge, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

Development of MATLAB Tools for the Numerical Analysis Tripos

2012-07 to 2012-09 | Grant
Mathworks (Cambridge, GB)
Source: Self-asserted source
Carola-Bibiane Schönlieb

Sparse & Higher-order Image Restoration

2012-05 to 2014-05 | Grant
Engineering and Physical Sciences Research Council (Swindon, GB)
GRANT_NUMBER:

EP/J009539/1

Source: Self-asserted source
Carola-Bibiane Schönlieb

High-order Compressed Sensing for Medical Imaging

2012-01 to 2013-12 | Grant
Royal Society (London, GB)
GRANT_NUMBER:

IE110314

Source: Self-asserted source
Carola-Bibiane Schönlieb

Works (50 of 104)

Items per page:
Page 1 of 3

Enhancing Brain Age Prediction and Neurodegeneration Detection with Contrastive Learning on Regional Biomechanical Properties

2025-03-26 | Preprint
Contributors: J. Träuble; L.V. Hiscox; C. Johnson; A. Aviles-Rivero; C.B. Schönlieb; G.S. Kaminski Schierle
Source: check_circle
Crossref

TrafficCAM: A Versatile Dataset for Traffic Flow Segmentation

IEEE Transactions on Intelligent Transportation Systems
2025-02 | Journal article
Contributors: Zhongying Deng; Yanqi Cheng; Lihao Liu; Shujun Wang; Rihuan Ke; Carola-Bibiane Schönlieb; Angelica I. Aviles-Rivero
Source: check_circle
Crossref

Contrastive Registration for Unsupervised Medical Image Segmentation

IEEE Transactions on Neural Networks and Learning Systems
2025-01 | Journal article
Contributors: Lihao Liu; Angelica I. Aviles-Rivero; Carola-Bibiane Schönlieb
Source: check_circle
Crossref

LaplaceNet: A Hybrid Graph-Energy Neural Network for Deep Semisupervised Classification

IEEE Transactions on Neural Networks and Learning Systems
2024 | Journal article
Contributors: Philip Sellars; Angelica I. Aviles-Rivero; Carola-Bibiane Schönlieb
Source: check_circle
Crossref

TrafficMOT: A Challenging Dataset for Multi-Object Tracking in Complex Traffic Scenarios

2024-10-28 | Conference paper
Contributors: Lihao Liu; Yanqi Cheng; Zhongying Deng; Shujun Wang; Dongdong Chen; Xiaowei Hu; Pietro Liò; Carola-Bibiane Schönlieb; Angelica Aviles-Rivero
Source: check_circle
Crossref

Can physics-informed neural networks beat the finite element method?

IMA Journal of Applied Mathematics
2024-06-21 | Journal article
Contributors: Tamara G Grossmann; Urszula Julia Komorowska; Jonas Latz; Carola-Bibiane Schönlieb
Source: check_circle
Crossref

Learning Posterior Distributions in Underdetermined Inverse Problems

2023 | Book chapter
Contributors: Christina Runkel; Michael Moeller; Carola-Bibiane Schönlieb; Christian Etmann
Source: check_circle
Crossref

S $^3$ Net: Self-Supervised Self-Ensembling Network for Semi-Supervised RGB-D Salient Object Detection

IEEE Transactions on Multimedia
2023 | Journal article
Contributors: Lei Zhu; Xiaoqiang Wang; Ping Li; Xin Yang; Qing Zhang; Weiming Wang; Carola-Bibiane Schönlieb; C. L. Philip Chen
Source: check_circle
Crossref

Multi-Modal Learning for Predicting the Genotype of Glioma

IEEE Transactions on Medical Imaging
2023-11 | Journal article
Contributors: Yiran Wei; Xi Chen; Lei Zhu; Lipei Zhang; Carola-Bibiane Schönlieb; Stephen Price; Chao Li
Source: check_circle
Crossref

Mathematics of biomedical imaging today—a perspective

Progress in Biomedical Engineering
2023-10-01 | Journal article
Contributors: Marta M Betcke; Carola-Bibiane Schönlieb
Source: check_circle
Crossref

On Krylov methods for large-scale CBCT reconstruction

Physics in Medicine & Biology
2023-08-07 | Journal article
Contributors: Malena Sabaté Landman; Ander Biguri; Sepideh Hatamikia; Richard Boardman; John Aston; Carola-Bibiane Schönlieb
Source: check_circle
Crossref

Spectral decomposition of atomic structures in heterogeneous cryo-EM

Inverse Problems
2023-03-01 | Journal article
Contributors: Carlos Esteve-Yagüe; Willem Diepeveen; Ozan Öktem; Carola-Bibiane Schönlieb
Source: check_circle
Crossref

Imaging With Equivariant Deep Learning: From unrolled network design to fully unsupervised learning

IEEE Signal Processing Magazine
2023-01 | Journal article
Contributors: Dongdong Chen; Mike Davies; Matthias J. Ehrhardt; Carola-Bibiane Schonlieb; Ferdia Sherry; Julian Tachella
Source: check_circle
Crossref

Learned Reconstruction Methods With Convergence Guarantees: A survey of concepts and applications

IEEE Signal Processing Magazine
2023-01 | Journal article
Contributors: Subhadip Mukherjee; Andreas Hauptmann; Ozan Oktem; Marcelo Pereyra; Carola-Bibiane Schonlieb
Source: check_circle
Crossref

Task adapted reconstruction for inverse problems

Inverse Problems
2022-07-01 | Journal article
Contributors: Jonas Adler; Sebastian Lunz; Olivier Verdier; Carola-Bibiane Schönlieb; Ozan Öktem
Source: check_circle
Crossref

Label-Free Prediction of Cell Painting from Brightfield Images

2021-11-05 | Other
Contributors: Jan Cross-Zamirski; Elizabeth Mouchet; Guy Williams; Carola-Bibiane Schönlieb; Riku Turkki; Yinhai Wang
Source: check_circle
Crossref

Structure-preserving deep learning

European Journal of Applied Mathematics
2021-10-27 | Journal article
Contributors: E. CELLEDONI; M. J. EHRHARDT; C. ETMANN; R. I. MCLACHLAN; B. OWREN; C.-B. SCHONLIEB; F. SHERRY
Source: check_circle
Crossref

Learning optical flow for fast MRI reconstruction

Inverse Problems
2021-09-01 | Journal article
Contributors: Timothée Schmoderer; Angelica I Aviles-Rivero; Veronica Corona; Noémie Debroux; Carola-Bibiane Schönlieb
Source: check_circle
Crossref

Equivariant neural networks for inverse problems

Inverse Problems
2021-08-01 | Journal article
Contributors: Elena Celledoni; Matthias J Ehrhardt; Christian Etmann; Brynjulf Owren; Carola-Bibiane Schönlieb; Ferdia Sherry
Source: check_circle
Crossref

Compressed sensing plus motion (CS + M): A new perspective for improving undersampled MR image reconstruction

Medical Image Analysis
2021-02 | Journal article
Contributors: Angelica I. Aviles-Rivero; Noémie Debroux; Guy Williams; Martin J. Graves; Carola-Bibiane Schönlieb
Source: check_circle
Crossref

Learning to Segment Microscopy Images with Lazy Labels

2020 | Book chapter
Contributors: Rihuan Ke; Aurélie Bugeau; Nicolas Papadakis; Peter Schuetz; Carola-Bibiane Schönlieb
Source: check_circle
Crossref

Exploiting prior knowledge about biological macromolecules in cryo-EM structure determination

2020-03-26 | Preprint
Contributors: Dari Kimanius; Gustav Zickert; Takanori Nakane; Jonas Adler; Sebastian Lunz; Carola-Bibiane Schönlieb; Ozan Öktem; Sjors H.W. Scheres
Source: check_circle
Crossref

A Total Variation Based Regularizer Promoting Piecewise-Lipschitz Reconstructions

Lecture Notes in Computer Science
2019 | Book chapter
Part of ISBN: 9783030223670
Part of ISBN: 9783030223687
Part of ISSN: 0302-9743
Part of ISSN: 1611-3349
Source: Self-asserted source
Carola-Bibiane Schönlieb

GANReDL: Medical Image Enhancement Using a Generative Adversarial Network with Real-Order Derivative Induced Loss Functions

2019 | Book chapter
Contributors: Pan Liu; Chao Li; Carola-Bibiane Schönlieb
Source: check_circle
Crossref

Multi-tasking to Correct: Motion-Compensated MRI via Joint Reconstruction and Registration

Lecture Notes in Computer Science
2019 | Book chapter
Part of ISBN: 9783030223670
Part of ISBN: 9783030223687
Part of ISSN: 0302-9743
Part of ISSN: 1611-3349
Source: Self-asserted source
Carola-Bibiane Schönlieb

Total Directional Variation for Video Denoising

Lecture Notes in Computer Science
2019 | Book chapter
Part of ISBN: 9783030223670
Part of ISBN: 9783030223687
Part of ISSN: 0302-9743
Part of ISSN: 1611-3349
Source: Self-asserted source
Carola-Bibiane Schönlieb

Mirror, Mirror, on the Wall, Who’s Got the Clearest Image of Them All?—A Tailored Approach to Single Image Reflection Removal

IEEE Transactions on Image Processing
2019-12 | Journal article
Part of ISSN: 1057-7149
Part of ISSN: 1941-0042
Source: Self-asserted source
Carola-Bibiane Schönlieb

Phase diagrams of liquid-phase mixing in multi-component metal-organic framework glasses constructed by quantitative elemental nano-tomography

APL Materials
2019-09-01 | Journal article
Contributors: Sean M. Collins; Katherine E. MacArthur; Louis Longley; Robert Tovey; Martin Benning; Carola-Bibiane Schönlieb; Thomas D. Bennett; Paul A. Midgley
Source: check_circle
Crossref

Faster PET reconstruction with non-smooth priors by randomization and preconditioning

Physics in Medicine and Biology
2019-08-20 | Journal article
Part of ISSN: 0031-9155
Part of ISSN: 1361-6560
Source: Self-asserted source
Carola-Bibiane Schönlieb
grade
Preferred source (of 2)‎

GraphX$^{NET}-$ Chest X-Ray Classification Under Extreme Minimal Supervision

2019-07-23 | Preprint
Source: Self-asserted source
Carola-Bibiane Schönlieb

Joint Motion Estimation and Source Identification using Convective Regularisation with an Application to the Analysis of Laser Nanoablations

2019-07-02 | Other
Contributors: Lukas F. Lang; Nilankur Dutta; Elena Scarpa; Bénédicte Sanson; Carola-Bibiane Schönlieb; Jocelyn Étienne
Source: check_circle
Crossref

Decoding the Interdependence of Multiparametric Magnetic Resonance Imaging to Reveal Patient Subgroups Correlated with Survivals

Neoplasia
2019-05 | Journal article
Part of ISSN: 1476-5586
Source: Self-asserted source
Carola-Bibiane Schönlieb

Solving inverse problems using data-driven models

Acta Numerica
2019-05 | Journal article
Part of ISSN: 0962-4929
Part of ISSN: 1474-0508
Source: Self-asserted source
Carola-Bibiane Schönlieb

Template-Based Image Reconstruction from Sparse Tomographic Data

Applied Mathematics & Optimization
2019-05-14 | Journal article
Part of ISSN: 0095-4616
Part of ISSN: 1432-0606
Source: Self-asserted source
Carola-Bibiane Schönlieb

On the Connection Between Adversarial Robustness and Saliency Map Interpretability

2019-05-10 | Preprint
Source: Self-asserted source
Carola-Bibiane Schönlieb

Accurate Measurement of Tropical Forest Canopy Heights and Aboveground Carbon Using Structure From Motion

Remote Sensing
2019-04-17 | Journal article
Part of ISSN: 2072-4292
Source: Self-asserted source
Carola-Bibiane Schönlieb

Three-dimensional Segmentation of Trees Through a Flexible Multi-Class Graph Cut Algorithm (MCGC)

Source: Self-asserted source
Carola-Bibiane Schönlieb

An anisotropic interaction model for simulating fingerprints

Journal of Mathematical Biology
2019-03-04 | Journal article
Part of ISSN: 0303-6812
Contributors: Bertram Düring; Carsten Gottschlich; Stephan Huckemann; Lisa Maria Kreusser; Carola-Bibiane Schönlieb
Source: Self-asserted source
Carola-Bibiane Schönlieb via Crossref Metadata Search

Anisotropic osmosis filtering for shadow removal in images

Inverse Problems
2019-02 | Journal article
Part of ISSN: 0266-5611
Contributors: Simone Parisotto; Luca Calatroni; Marco Caliari; Carola-Bibiane Schönlieb; Joachim Weickert
Source: Self-asserted source
Carola-Bibiane Schönlieb via Crossref Metadata Search
grade
Preferred source (of 2)‎

Enhancing joint reconstruction and segmentation with non-convex Bregman iteration

Inverse Problems
2019-02 | Journal article
Part of ISSN: 0266-5611
Contributors: Veronica Corona; Martin Benning; Matthias Joachim Ehrhardt; Lynn Faith Gladden; Richard Mair; Andi Reci; Andrew J Sederman; Stefanie Reichelt; Carola-Bibiane Schönlieb
Source: Self-asserted source
Carola-Bibiane Schönlieb via Crossref Metadata Search

Optical flow analysis reveals that Kinesin-mediated advection impacts on the orientation of microtubules in the Drosophila oocyte

2019-02-22 | Other
Contributors: Maik Drechsler; Lukas F. Lang; Layla Al-Khatib; Hendrik Dirks; Martin Burger; Carola-Bibiane Schönlieb; Isabel M. Palacios
Source: check_circle
Crossref

Directional sinogram inpainting for limited angle tomography

Inverse Problems
2019-02-01 | Journal article
Contributors: Robert Tovey; Martin Benning; Christoph Brune; Marinus J Lagerwerf; Sean M Collins; Rowan K Leary; Paul A Midgley; Carola-Bibiane Schönlieb
Source: check_circle
Crossref

Stability Analysis of Line Patterns of an Anisotropic Interaction Model

SIAM Journal on Applied Dynamical Systems
2019-01 | Journal article
Part of ISSN: 1536-0040
Source: Self-asserted source
Carola-Bibiane Schönlieb

Semi-supervised Learning with Graphs: Covariance Based Superpixels For Hyperspectral Image Classification

2019-01-14 | Preprint
Source: Self-asserted source
Carola-Bibiane Schönlieb

Mini-Workshop: Deep Learning and Inverse Problems

Oberwolfach Reports
2019-01-04 | Journal article
Part of ISSN: 1660-8933
Contributors: Simon Arridge; Maarten de Hoop; Peter Maaß; Carola-Bibiane Schönlieb
Source: Self-asserted source
Carola-Bibiane Schönlieb via Crossref Metadata Search

A Variational Model for Joint Motion Estimation and Image Reconstruction Read More: https://epubs.siam.org/doi/abs/10.1137/16M1084183

Source: Self-asserted source
Carola-Bibiane Schönlieb
grade
Preferred source (of 2)‎

Mechanisms of Vascular Endothelial Growth Factor inhibition induced hypertension

Artery Research
2018 | Journal article
Part of ISSN: 1872-9312
Contributors: Kaisa Maki-Petaja; Adam McGeoch; Lucy Yang; Annette Hubsch; Carmel McEniery; Fraz Mir; Parag Gajendragadkar; Nicola Ramenatte; Gayathri Anandappa; Christoph Brune et al.
Source: Self-asserted source
Carola-Bibiane Schönlieb via Crossref Metadata Search

Pattern formation of a nonlocal, anisotropic interaction model

Mathematical Models and Methods in Applied Sciences
2018 | Journal article
ARXIV:

https://www.worldscientific.com/doi/pdf/10.1142/S0218202518500112

Source: Self-asserted source
Carola-Bibiane Schönlieb
grade
Preferred source (of 2)‎

Turbulent flow in coherent speckle

Imaging and Applied Optics 2018 (3D, AO, AIO, COSI, DH, IS, LACSEA, LS&C, MATH, pcAOP)
2018 | Other
Contributors: Aamod Shanker; Girish Nivarti; Laura Waller; Carola Bibiane-Schönlieb
Source: Self-asserted source
Carola-Bibiane Schönlieb via Crossref Metadata Search

Variational Image Regularization with Euler's Elastica Using a Discrete Gradient Scheme

SIAM Journal on Imaging Sciences
2018-11 | Journal article
Part of ISSN: 1936-4954
Contributors: Torbjørn Ringholm; Jasmina Lazić; Carola-Bibiane Schönlieb
Source: Self-asserted source
Carola-Bibiane Schönlieb via Crossref Metadata Search
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