Matthias Ehrhardt

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University of Bath

United Kingdom

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Recent Grants

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PET++: Improving Localisation, Diagnosis and Quantification in Clinical and Medical PET Imaging with Randomised Optimisation

Open Date: 2019-08-31

Close Date: 2022-08-30

Articles (16)

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Collaborators (12)

Dan Brett

University College London

UNITED KINGDOM

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Carola-Bibiane Schönlieb

Professor of Applied Mathematics

University of Cambridge

UNITED KINGDOM

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Neill Campbell

Professor of Visual Computing and Machine Learning

University of Bath

UNITED KINGDOM

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Ian Robinson

University College London

UNITED KINGDOM

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Lindon Roberts

Lecturer

University of Sydney

AUSTRALIA

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Junqi Tang

Assistant Professor

University of Birmingham

UNITED KINGDOM

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Samuli Siltanen

University of Helsinki

FINLAND

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Adwaye Rambojun

University of Bath

UNITED KINGDOM

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Alexander Meaney

University of Helsinki

FINLAND

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Martin Benning

University College London

UNITED KINGDOM

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Melanie Britton

Reader in Chemical Imaging

University of Birmingham

UNITED KINGDOM

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Ivor Simpson

Lecturer in Artificial Intelligence

University of Sussex

UNITED KINGDOM

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Matthias Ehrhardt

Research Interests

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Recent Grants

Articles (16)

An Adaptively Inexact First-Order Method for Bilevel Optimization with Application to Hyperparameter Learning

A guide to stochastic optimisation for large-scale inverse problems

Analyzing inexact hypergradients for bilevel learning

Practical Acceleration of the Condat–Vũ Algorithm

Proximal Langevin Sampling with Inexact Proximal Mapping

Multi‐Dimensional Characterization of Battery Materials

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

VAEs with structured image covariance applied to compressed sensing MRI

Uncertainty quantification in computed tomography pulmonary angiography

Enhancing the spatial resolution of hyperpolarized carbon‐13 MRI of human brain metabolism using structure guidance

Synergistic multi-spectral CT reconstruction with directional total variation

(An overview of) Synergistic reconstruction for multimodality/multichannel imaging methods

Inexact Derivative-Free Optimization for Bilevel Learning

Choose Your Path Wisely: Gradient Descent in a Bregman Distance Framework

Learning the Sampling Pattern for MRI

Preface to special issue on joint reconstruction and multi-modality/multi-spectral imaging

Collaborators (12)

Dan Brett

Carola-Bibiane Schönlieb

Neill Campbell

Ian Robinson

Lindon Roberts

Junqi Tang

Samuli Siltanen

Adwaye Rambojun

Alexander Meaney

Martin Benning

Melanie Britton

Ivor Simpson

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