Profile
Prof Carola-Bibiane SCHONLIEB
Principal Investigator
Professor Schönlieb is a Professor of Applied Mathematics at the Department of Applied Mathematics and Theoretical Physics (DAMTP) and head of the Cambridge Image Analysis group (CIA), specialising in the mathematics of digital image and video processing using partial differential equations and variational methods.
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). She is also chairing the SIAM activity group on Imaging Sciences and the Applied Mathematics Committee of the European Mathematical Society (EMS).
C.B.Schoenlieb@damtp.cam.ac.uk
Cambridge
Principal Investigators
BloodCounts!
Research Interest
Key Publications
Google Scholar Link
Roberts, M., ..., Schönlieb, C-B. Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans. Nat Mach Intell 3, 199–217 (2021). https://doi.org/10.1038/s42256-021-00307-0
Arridge S, Maass P, Öktem O, Schönlieb C-B. Solving inverse problems using data-driven models. Acta Numerica. 2019;28:1-174. doi:10.1017/S0962492919000059
Yeung, M., Sala, E., Schönlieb C-B., Rundo, L. Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation. Computerized Medical Imaging and Graphics, 2022, https://doi.org/10.1016/j.compmedimag.2021.102026.
Zhong, P., Gong, Z., Schönlieb C-B. Learning to Diversify Deep Belief Networks for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing, 2017, doi: 10.1109/TGRS.2017.2675902.
Papafitsoros, K., Schönlieb, C.B. A Combined First and Second Order Variational Approach for Image Reconstruction. J Math Imaging Vis 48, 308–338 (2014). https://doi.org/10.1007/s10851-013-0445-4
Internal Comments Only
Achievements
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).