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Martin Benning

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:

Multi-view Cardiac Image Segmentation via Trans-Dimensional Priors

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

Misclassification Loss for Segmentation of the Aortic Vessel Tree

A lifted Bregman formulation for the inversion of deep neural networks

Lifted bregman training of neural networks

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

Google Scholar

Martin Benning Skills & Research Interests

Inverse Problems

Optimisation

Machine Learning

Imaging

Top articles of Martin Benning

Multi-view Cardiac Image Segmentation via Trans-Dimensional Priors

arXiv preprint arXiv:2404.16708

2024/4/25

Abbas Khan
Abbas Khan

H-Index: 14

Muhammad Asad
Muhammad Asad

H-Index: 1

Martin Benning
Martin Benning

H-Index: 15

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

IMA Journal of Applied Mathematics

2024/3/12

Martin Benning
Martin Benning

H-Index: 15

Luca Ratti
Luca Ratti

H-Index: 5

Convergent data-driven regularizations for ct reconstruction

Communications on Applied Mathematics and Computation

2024/2/23

Martin Benning
Martin Benning

H-Index: 15

Michael Moeller
Michael Moeller

H-Index: 18

Martin Burger
Martin Burger

H-Index: 6

Crop and Couple: cardiac image segmentation using interlinked specialist networks

arXiv preprint arXiv:2402.09156

2024/2/14

Abbas Khan
Abbas Khan

H-Index: 14

Muhammad Asad
Muhammad Asad

H-Index: 1

Martin Benning
Martin Benning

H-Index: 15

Regularization of inverse problems: deep equilibrium models versus bilevel learning

arXiv preprint arXiv:2206.13193

2022/6/27

Martin Benning
Martin Benning

H-Index: 15

Misclassification Loss for Segmentation of the Aortic Vessel Tree

2023/10/8

Abbas Khan
Abbas Khan

H-Index: 14

Muhammad Asad
Muhammad Asad

H-Index: 1

Anthony Mathur
Anthony Mathur

H-Index: 34

Martin Benning
Martin Benning

H-Index: 15

A lifted Bregman formulation for the inversion of deep neural networks

Frontiers in Applied Mathematics and Statistics

2023/6/13

Xiaoyu Wang
Xiaoyu Wang

H-Index: 14

Martin Benning
Martin Benning

H-Index: 15

Lifted bregman training of neural networks

Journal of Machine Learning Research

2023

Xiaoyu Wang
Xiaoyu Wang

H-Index: 14

Martin Benning
Martin Benning

H-Index: 15

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

2022/9/18

Abbas Khan
Abbas Khan

H-Index: 14

Martin Benning
Martin Benning

H-Index: 15

Greg Slabaugh
Greg Slabaugh

H-Index: 22

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

2022/7/18

Martin Benning
Martin Benning

H-Index: 15

Charalampos Saitis
Charalampos Saitis

H-Index: 11

Deep learning as optimal control problems

IFAC-PapersOnLine

2021/1/1

Martin Benning
Martin Benning

H-Index: 15

Elena Celledoni
Elena Celledoni

H-Index: 17

Brynjulf Owren
Brynjulf Owren

H-Index: 19

Carola-Bibiane Schönlieb
Carola-Bibiane Schönlieb

H-Index: 27

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

SIAM Journal on Imaging Sciences

2021

Martin Benning
Martin Benning

H-Index: 15

Bregman methods for large-scale optimisation with applications in imaging

2021

Martin Benning
Martin Benning

H-Index: 15

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

Time-dependent Problems in Imaging and Parameter Identification

2021

Martin Benning
Martin Benning

H-Index: 15

Carola-Bibiane Schönlieb
Carola-Bibiane Schönlieb

H-Index: 27

Appreciation to Journal of Mathematics Imaging and Vision Reviewers

Journal of Mathematical Imaging and Vision

2020

Hanno Ackermann
Hanno Ackermann

H-Index: 9

Vaneet Aggarwal
Vaneet Aggarwal

H-Index: 26

Tobias Alt
Tobias Alt

H-Index: 1

Luis Alvarez
Luis Alvarez

H-Index: 4

Eric Andres
Eric Andres

H-Index: 10

Vegard Antun
Vegard Antun

H-Index: 5

Alexis Arnaudon
Alexis Arnaudon

H-Index: 8

Martin Bauer
Martin Bauer

H-Index: 3

Martin Benning
Martin Benning

H-Index: 15

Partha Bhowmick
Partha Bhowmick

H-Index: 11

Christophe Biernacki
Christophe Biernacki

H-Index: 17

Ranita Biswas
Ranita Biswas

H-Index: 5

Kristian Bredies
Kristian Bredies

H-Index: 28

Alfred Bruckstein
Alfred Bruckstein

H-Index: 30

Leon Bungert
Leon Bungert

H-Index: 6

Lilian Buzer
Lilian Buzer

H-Index: 6

Xiaohao Cai
Xiaohao Cai

H-Index: 11

Marcello Carioni
Marcello Carioni

H-Index: 4

Bo Chang
Bo Chang

H-Index: 9

Benjamin Charlier
Benjamin Charlier

H-Index: 11

Caroline Chaux
Caroline Chaux

H-Index: 12

Ke Chen
Ke Chen

H-Index: 6

Gong Cheng
Gong Cheng

H-Index: 16

Gene Cheung
Gene Cheung

H-Index: 27

Christian Clason
Christian Clason

H-Index: 17

Tom Dela Haije
Tom Dela Haije

H-Index: 7

Liang-Jian Deng
Liang-Jian Deng

H-Index: 17

Ferdinando Di Martino
Ferdinando Di Martino

H-Index: 15

Marco Donatelli
Marco Donatelli

H-Index: 18

Yiqiu Dong
Yiqiu Dong

H-Index: 13

Bin Dong
Bin Dong

H-Index: 42

Generalised perceptron learning

arXiv preprint arXiv:2012.03642

2020/12/7

Xiaoyu Wang
Xiaoyu Wang

H-Index: 14

Martin Benning
Martin Benning

H-Index: 15

Scanning electron diffraction tomography of strain

Inverse Problems

2020/12/3

Martin Benning
Martin Benning

H-Index: 15

Carola-Bibiane Schönlieb
Carola-Bibiane Schönlieb

H-Index: 27

Learning the sampling pattern for MRI

IEEE Transactions on Medical Imaging

2020/8/17

Martin Benning
Martin Benning

H-Index: 15

Juan Carlos De Los Reyes
Juan Carlos De Los Reyes

H-Index: 17

Georg Maierhofer
Georg Maierhofer

H-Index: 3

Guy Williams
Guy Williams

H-Index: 26

Carola-Bibiane Schönlieb
Carola-Bibiane Schönlieb

H-Index: 27

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

2020/7/28

Bregman Itoh–Abe methods for sparse optimisation

Journal of Mathematical Imaging and Vision

2020/7

Martin Benning
Martin Benning

H-Index: 15

Carola-Bibiane Schönlieb
Carola-Bibiane Schönlieb

H-Index: 27

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

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