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An Educated Warm Start For Deep Image Prior-Based Micro CT Reconstruction

R Barbano, J Leuschner, M Schmidt, A Denker, A Hauptmann, P Maaß, ...

IEEE Transactions on Computational Imaging 8, 1210-1222, 2022

委任: National Natural Science Foundation of China, German Research Foundation …

[PDF] mlr.press

Adapting the Linearised Laplace Model Evidence for Modern Deep Learning

J Antorán, D Janz, JU Allingham, E Daxberger, RR Barbano, E Nalisnick, ...

International Conference on Machine Learning, 796-821, 2022

委任: UK Engineering and Physical Sciences Research Council

[PDF] mdpi.com

Conditional Variational Autoencoder for Learned Image Reconstruction

C Zhang, R Barbano, B Jin

Computation 9 (11), 114, 2021

委任: UK Engineering and Physical Sciences Research Council

Quantifying Model Uncertainty in Inverse Problems via Bayesian Deep Gradient Descent

R Barbano, C Zhang, S Arridge, B Jin

2020 25th International Conference on Pattern Recognition (ICPR), 1392-1399, 2020

委任: UK Engineering and Physical Sciences Research Council

Uncertainty Estimation for Computed Tomography with a Linearised Deep Image Prior

J Antorán, R Barbano, J Leuschner, JM Hernández-Lobato, B Jin

Transactions on Machine Learning Research (12/2023), 2022

委任: German Research Foundation, UK Engineering and Physical Sciences Research …

Steerable Conditional Diffusion for Out-of-Distribution Adaptation in Medical Image Reconstruction

R Barbano, A Denker, H Chung, TH Roh, S Arridge, P Maass, B Jin, ...

IEEE Transactions on Medical Imaging, 2025

委任: UK Engineering and Physical Sciences Research Council

[HTML] iop.org

Unsupervised Knowledge-Transfer for Learned Image Reconstruction

R Barbano, Z Kereta, A Hauptmann, SR Arridge, B Jin

Inverse Problems 38 (10), 104004, 2022

委任: Academy of Finland, UK Engineering and Physical Sciences Research Council

DEFT: Efficient Fine-tuning of Diffusion Models by Learning the Generalised h-transform

A Denker, F Vargas, S Padhy, K Didi, SV Mathis, R Barbano, V Dutordoir, ...

NeurIPS, 2024

委任: UK Engineering and Physical Sciences Research Council

[PDF] mlr.press

SVD-DIP: Overcoming the Overfitting Problem in DIP-based CT Reconstruction

M Nittscher, M Lameter, R Barbano, J Leuschner, B Jin, P Maass

Medical Imaging with Deep Learning, 2023, 2023

委任: German Research Foundation, UK Engineering and Physical Sciences Research …

Image Reconstruction via Deep Image Prior Subspaces

R Barbano, J Antorán, J Leuschner, JM Hernández-Lobato, Ž Kereta, ...

Transactions on Machine Learning Research (1/2024), 2023

委任: German Research Foundation, UK Engineering and Physical Sciences Research …

[PDF] google.com

A Probabilistic Deep Image Prior over Image Space

R Barbano, J Antorán, JM Hernández-Lobato, B Jin

Fourth Symposium on Advances in Approximate Bayesian Inference, 2022

委任: UK Engineering and Physical Sciences Research Council

3D PET-DIP reconstruction with relative difference prior using a SIRF-based objective

I Singh, R Barbano, Z Kereta, B Jin, K Thielemans, S Arridge

Stony Brook Medicine, 2023

委任: UK Engineering and Physical Sciences Research Council