Martin Benning

Martin Benning

Queen Mary University of London

H-index: 20

Europe-United Kingdom

About Martin Benning

Martin Benning, With an exceptional h-index of 20 and a recent h-index of 17 (since 2020), a distinguished researcher at Queen Mary University of London, specializes in the field of Inverse Problems, Optimisation, Machine Learning, Imaging.

His recent articles reflect a diverse array of research interests and contributions to the field:

Trust your source: quantifying source condition elements for variational regularisation methods

Convergent data-driven regularizations for ct reconstruction

Crop and Couple: cardiac image segmentation using interlinked specialist networks

Regularization of inverse problems: deep equilibrium models versus bilevel learning

Multi-view Cardiac Image Segmentation via Trans-Dimensional Priors

A lifted Bregman formulation for the inversion of deep neural networks

Lifted bregman training of neural networks

Misclassification Loss for Segmentation of the Aortic Vessel Tree

Martin Benning Information

University

Position

___

Citations(all)

1540

Citations(since 2020)

1044

Cited By

899

hIndex(all)

20

hIndex(since 2020)

17

i10Index(all)

27

i10Index(since 2020)

20

Email

University Profile Page

Queen Mary University of London

Google Scholar

View Google Scholar Profile

Martin Benning Skills & Research Interests

Inverse Problems

Optimisation

Machine Learning

Imaging

Top articles of Martin Benning

Title

Journal

Author(s)

Publication Date

Trust your source: quantifying source condition elements for variational regularisation methods

IMA Journal of Applied Mathematics

Martin Benning

Tatiana A Bubba

Luca Ratti

Danilo Riccio

2024/3/12

Convergent data-driven regularizations for ct reconstruction

Communications on Applied Mathematics and Computation

Samira Kabri

Alexander Auras

Danilo Riccio

Hartmut Bauermeister

Martin Benning

...

2024/2/23

Crop and Couple: cardiac image segmentation using interlinked specialist networks

arXiv preprint arXiv:2402.09156

Abbas Khan

Muhammad Asad

Martin Benning

Caroline Roney

Gregory Slabaugh

2024/2/14

Regularization of inverse problems: deep equilibrium models versus bilevel learning

arXiv preprint arXiv:2206.13193

Danilo Riccio

Matthias J Ehrhardt

Martin Benning

2022/6/27

Multi-view Cardiac Image Segmentation via Trans-Dimensional Priors

arXiv preprint arXiv:2404.16708

Abbas Khan

Muhammad Asad

Martin Benning

Caroline Roney

Gregory Slabaugh

2024/4/25

A lifted Bregman formulation for the inversion of deep neural networks

Frontiers in Applied Mathematics and Statistics

Xiaoyu Wang

Martin Benning

2023/6/13

Lifted bregman training of neural networks

Journal of Machine Learning Research

Xiaoyu Wang

Martin Benning

2023

Misclassification Loss for Segmentation of the Aortic Vessel Tree

Abbas Khan

Muhammad Asad

Alexander Zolotarev

Caroline Roney

Anthony Mathur

...

2023/10/8

Sequential segmentation of the left atrium and atrial scars using a multi-scale weight sharing network and boundary-based processing

Abbas Khan

Omnia Alwazzan

Martin Benning

Greg Slabaugh

2022/9/18

Timbre transfer with variational auto encoding and cycle-consistent adversarial networks

Russell Sammut Bonnici

Martin Benning

Charalampos Saitis

2022/7/18

Choose your path wisely: gradient descent in a Bregman distance framework

SIAM Journal on Imaging Sciences

Martin Benning

Marta M Betcke

Matthias J Ehrhardt

Carola-Bibiane Schönlieb

2021

Bregman methods for large-scale optimisation with applications in imaging

Martin Benning

Erlend Skaldehaug Riis

2021

Joint phase reconstruction and magnitude segmentation from velocity-encoded MRI data

Time-dependent Problems in Imaging and Parameter Identification

Veronica Corona

Martin Benning

Lynn F Gladden

Andi Reci

Andrew J Sederman

...

2021

Deep learning as optimal control problems

IFAC-PapersOnLine

Martin Benning

Elena Celledoni

Matthias J Ehrhardt

Brynjulf Owren

Carola-Bibiane Schönlieb

2021/1/1

Learning the sampling pattern for MRI

IEEE Transactions on Medical Imaging

Ferdia Sherry

Martin Benning

Juan Carlos De los Reyes

Martin J Graves

Georg Maierhofer

...

2020/8/17

Research data supporting the publication" Choose your path wisely: gradient descent in a Bregman distance framework"

M Benning

Marta Betcke

Matthias Ehrhardt

Carola Schoenlieb

2020/7/28

Bregman Itoh–Abe methods for sparse optimisation

Journal of Mathematical Imaging and Vision

Martin Benning

Erlend Skaldehaug Riis

Carola-Bibiane Schönlieb

2020/7

Appreciation to Journal of Mathematics Imaging and Vision Reviewers

Journal of Mathematical Imaging and Vision

Sadiq Abdulhussain

Hanno Ackermann

Jonas Adler

Vaneet Aggarwal

Gianluca Agresti

...

2020

Generalised perceptron learning

arXiv preprint arXiv:2012.03642

Xiaoyu Wang

Martin Benning

2020/12/7

Scanning electron diffraction tomography of strain

Inverse Problems

Robert Tovey

Duncan N Johnstone

Sean M Collins

William RB Lionheart

Paul A Midgley

...

2020/12/3

See List of Professors in Martin Benning University(Queen Mary University of London)

Co-Authors

H-index: 117
Daniel Cremers

Daniel Cremers

Technische Universität München

H-index: 76
Paul Midgley

Paul Midgley

University of Cambridge

H-index: 62
Martin Burger

Martin Burger

Friedrich-Alexander-Universität Erlangen-Nürnberg

H-index: 45
Carola-Bibiane Schönlieb

Carola-Bibiane Schönlieb

University of Cambridge

H-index: 34
D J Holland

D J Holland

University of Canterbury

H-index: 34
Florian Knoll

Florian Knoll

New York University

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