Jean-Francois Aujol

Jean-Francois Aujol

Université de Bordeaux

H-index: 38

Europe-France

About Jean-Francois Aujol

Jean-Francois Aujol, With an exceptional h-index of 38 and a recent h-index of 22 (since 2020), a distinguished researcher at Université de Bordeaux, specializes in the field of Applied mathematics, Optimization, Imaging sciences, Variational methods, Machine learning.

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

Projected Block Coordinate Descent for sparse spike estimation

On strong basins of attractions for non-convex sparse spike estimation: upper and lower bounds

Estimation of off-the grid sparse spikes with over-parametrized projected gradient descent: theory and application

Batch-less stochastic gradient descent for compressive learning of deep regularization for image denoising

Heavy Ball Momentum for Non-Strongly Convex Optimization

FISTA is an automatic geometrically optimized algorithm for strongly convex functions

Real-time multi-sport action tracking with convolutional neural networks

Parameter-free FISTA by adaptive restart and backtracking

Jean-Francois Aujol Information

University

Position

IMB France

Citations(all)

6392

Citations(since 2020)

2170

Cited By

5255

hIndex(all)

38

hIndex(since 2020)

22

i10Index(all)

79

i10Index(since 2020)

52

Email

University Profile Page

Université de Bordeaux

Google Scholar

View Google Scholar Profile

Jean-Francois Aujol Skills & Research Interests

Applied mathematics

Optimization

Imaging sciences

Variational methods

Machine learning

Top articles of Jean-Francois Aujol

Title

Journal

Author(s)

Publication Date

Projected Block Coordinate Descent for sparse spike estimation

arXiv preprint arXiv:2402.12021

Pierre-Jean Bénard

Yann Traonmilin

Jean François Aujol

2024/2/19

On strong basins of attractions for non-convex sparse spike estimation: upper and lower bounds

Journal of Mathematical Imaging and Vision

Yann Traonmilin

Jean-François Aujol

Pierre-Jean Bénard

Arthur Leclaire

2024/1

Estimation of off-the grid sparse spikes with over-parametrized projected gradient descent: theory and application

Inverse Problems

Pierre-Jean Bénard

Yann Traonmilin

Jean-François Aujol

Emmanuel Soubies

2024/3/28

Batch-less stochastic gradient descent for compressive learning of deep regularization for image denoising

Journal of Mathematical Imaging and Vision

Hui Shi

Yann Traonmilin

Jean-François Aujol

2024/3/13

Heavy Ball Momentum for Non-Strongly Convex Optimization

arXiv preprint arXiv:2403.06930

Jean-François Aujol

Charles Dossal

Hippolyte Labarrière

Aude Rondepierre

2024/3/11

FISTA is an automatic geometrically optimized algorithm for strongly convex functions

Mathematical Programming

J-F Aujol

Ch Dossal

Aude Rondepierre

2024/3

Real-time multi-sport action tracking with convolutional neural networks

Axel Baldanza

Jean François Aujol

Yann Traonmilin

François Alary

2023/2/23

Parameter-free FISTA by adaptive restart and backtracking

arXiv preprint arXiv:2307.14323

Jean-François Aujol

Luca Calatroni

Charles Dossal

Hippolyte Labarrière

Aude Rondepierre

2023/7/26

Compressive learning of deep regularization for denoising

Hui Shi

Yann Traonmilin

Jean-François Aujol

2023/5/10

Convergence rates of the Heavy-Ball method under the Łojasiewicz property

Mathematical Programming

J-F Aujol

Ch Dossal

Aude Rondepierre

2023/3

Image super-resolution with PCA reduced generalized Gaussian mixture models in materials science

Inverse Problems and Imaging

Johannes Hertrich

Jean-Francois Aujol

Yannick Berthoumieu

2023/12/1

The basins of attraction of the global minimizers of non-convex inverse problems with low-dimensional models in infinite dimension

Information and Inference: A Journal of the IMA

Yann Traonmilin

Jean-François Aujol

Arthur Leclaire

2023/3

Fast convergence of inertial dynamics with Hessian-driven damping under geometry assumptions

Applied Mathematics & Optimization

Jean-François Aujol

Charles Dossal

Van Hao Hoàng

Hippolyte Labarrière

Aude Rondepierre

2023/12

Recent approaches for image colorization

Fabien Pierre

Jean-François Aujol

2023/2/25

Minimizing Quotient Regularization Model

arXiv preprint arXiv:2308.04095

Chao Wang

Jean-Francois Aujol

Guy Gilboa

Yifei Lou

2023/8/8

Compressive learning for patch-based image denoising

SIAM Journal on Imaging Sciences

Hui Shi

Yann Traonmilin

Jean-Francois Aujol

2022

Convergence rates of the heavy ball method for quasi-strongly convex optimization

SIAM Journal on Optimization

J-F Aujol

Ch Dossal

Aude Rondepierre

2022

Fast off-the-grid sparse recovery with over-parametrized projected gradient descent

Pierre-Jean Bénard

Yann Traonmilin

Jean-François Aujol

2022/8/29

Piecewise linear prediction model for action tracking in sports

Axel Baldanza

Jean-François Aujol

Yann Traonmilin

François Alary

2022/8/29

Patch-based image super resolution using generalized gaussian mixture model

arXiv preprint arXiv:2206.03069

Dang-Phuong-Lan Nguyen

Jean-François Aujol

Yannick Berthoumieu

2022/6/7

See List of Professors in Jean-Francois Aujol University(Université de Bordeaux)

Co-Authors

H-index: 106
T F Chan

T F Chan

King Abdullah University of Science and Technology

H-index: 64
Gabriel Peyré

Gabriel Peyré

École Normale Supérieure

H-index: 55
Antonin Chambolle

Antonin Chambolle

Université Paris-Dauphine

H-index: 34
Nicolas Papadakis

Nicolas Papadakis

Université de Bordeaux

H-index: 29
Guy Gilboa

Guy Gilboa

Technion - Israel Institute of Technology

H-index: 20
Aurelie Bugeau

Aurelie Bugeau

Université de Bordeaux

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