متابعة
Carola-Bibiane Schönlieb
Carola-Bibiane Schönlieb
بريد إلكتروني تم التحقق منه على cam.ac.uk
عنوان
عدد مرات الاقتباسات
عدد مرات الاقتباسات
السنة
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, ...
Nature Machine Intelligence 3 (3), 199-217, 2021
8402021
Solving inverse problems using data-driven models
S Arridge, P Maass, O Öktem, CB Schönlieb
Acta Numerica 28, 1-174, 2019
5932019
Learning to diversify deep belief networks for hyperspectral image classification
P Zhong, Z Gong, S Li, CB Schönlieb
IEEE Transactions on Geoscience and Remote Sensing 55 (6), 3516-3530, 2017
3452017
Unified focal loss: Generalising dice and cross entropy-based losses to handle class imbalanced medical image segmentation
M Yeung, E Sala, CB Schönlieb, L Rundo
Computerized Medical Imaging and Graphics 95, 102026, 2022
3062022
A combined first and second order variational approach for image reconstruction
K Papafitsoros, CB Schönlieb
Journal of mathematical imaging and vision 48, 308-338, 2014
3042014
Adversarial regularizers in inverse problems
S Lunz, O Öktem, CB Schönlieb
Advances in neural information processing systems 31, 2018
2482018
Cahn–Hilliard inpainting and a generalization for grayvalue images
M Burger, L He, CB Schönlieb
SIAM Journal on Imaging Sciences 2 (4), 1129-1167, 2009
2082009
Stochastic primal-dual hybrid gradient algorithm with arbitrary sampling and imaging applications
A Chambolle, MJ Ehrhardt, P Richtárik, CB Schonlieb
SIAM Journal on Optimization 28 (4), 2783-2808, 2018
1792018
On the connection between adversarial robustness and saliency map interpretability
C Etmann, S Lunz, P Maass, CB Schönlieb
arXiv preprint arXiv:1905.04172, 2019
1612019
Unconditionally stable schemes for higher order inpainting
A Bertozzi, CB Schönlieb
Communications in Mathematical Sciences 9 (2), 413-457, 2011
1492011
A deep-learning pipeline for the diagnosis and discrimination of viral, non-viral and COVID-19 pneumonia from chest X-ray images
G Wang, X Liu, J Shen, C Wang, Z Li, L Ye, X Wu, T Chen, K Wang, ...
Nature biomedical engineering 5 (6), 509-521, 2021
1422021
Partial differential equation methods for image inpainting
CB Schönlieb
Cambridge University Press, 2015
1342015
Variational depth from focus reconstruction
M Moeller, M Benning, C Schönlieb, D Cremers
IEEE Transactions on Image Processing 24 (12), 5369-5378, 2015
1272015
Imaging with Kantorovich--Rubinstein Discrepancy
J Lellmann, DA Lorenz, C Schonlieb, T Valkonen
SIAM Journal on Imaging Sciences 7 (4), 2833-2859, 2014
1232014
Bilevel parameter learning for higher-order total variation regularisation models
JC De los Reyes, CB Schönlieb, T Valkonen
Journal of Mathematical Imaging and Vision 57 (1), 1-25, 2017
1222017
Image denoising: learning the noise model via nonsmooth PDE-constrained optimization.
JC De los Reyes, CB Schönlieb
Inverse Problems & Imaging 7 (4), 2013
1092013
Bilevel approaches for learning of variational imaging models
L Calatroni, C Chung, JC De Los Reyes, CB Schönlieb, T Valkonen
Variational Methods: In Imaging and Geometric Control 18 (252), 2, 2017
1042017
Conditional image generation with score-based diffusion models
G Batzolis, J Stanczuk, CB Schönlieb, C Etmann
arXiv preprint arXiv:2111.13606, 2021
1022021
Tuning-free plug-and-play proximal algorithm for inverse imaging problems
K Wei, A Aviles-Rivero, J Liang, Y Fu, CB Schönlieb, H Huang
International Conference on Machine Learning, 10158-10169, 2020
992020
Focus U-Net: A novel dual attention-gated CNN for polyp segmentation during colonoscopy
M Yeung, E Sala, CB Schönlieb, L Rundo
Computers in biology and medicine 137, 104815, 2021
972021
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مقالات 1–20