Publications

Convergent Plug-and-Play Image Restoration with Annealed Noise Levels

Samuel Hurault

arXiv preprint arXiv:2609.32393, 2026

Tessellations of Semi-Discrete Flow Matching

E Pierret, J Hertrich, Samuel Hurault, J Delon

arXiv preprint arXiv:2605.07513, 2026

Geometry-aware discretization error of diffusion models

Samuel Hurault, Thomas Moreau, Gabriel Peyré

arXiv preprint arXiv:2605.08392v2, 2026

From Denoising Score Matching to Langevin Sampling: A Fine-Grained Error Analysis in the Gaussian Setting

Samuel Hurault, Matthieu Terris, Thomas Moreau, Gabriel Peyré

Reconstruct Anything Model: a lightweight foundation model for computational imaging

Matthieu Terris, Samuel Hurault, Maxime Song, Julian Tachella

A relaxed proximal gradient descent algorithm for convergent plug-and-play with proximal denoiser

Samuel Hurault, Antonin Chambolle, Arthur Leclaire, Nicolas Papadakis

In JMIV

Convergent Bregman Plug-and-Play Image Restoration for Poisson Inverse Problems

Samuel Hurault, Ulugbek Kamilov, Arthur Leclaire, Nicolas Papadakis

In Neurips 2023

Self-Consistent Velocity Matching of Probability Flows

Lingxiao Li, Samuel Hurault, Justin Solomon

In Neurips 2023

A relaxed proximal gradient descent algorithm for convergent plug-and-play with proximal denoiser

Samuel Hurault, Antonin Chambolle, Arthur Leclaire, Nicolas Papadakis

In SSVM 2023

An Analysis of Generative Methods for Multiple Image Inpainting

Coloma Ballester, Aurelie Bugeau, Samuel Hurault, Simone Parisotto, Patricia Vitoria

Handbook of Mathematical Models and Algorithms in Computer Vision and Imaging

Proximal denoiser for convergent plug-and-play optimization with nonconvex regularization

Samuel Hurault, Arthur Leclaire, Nicolas Papadakis

In ICML 2022

Gradient Step Denoiser for convergent Plug-and-Play

Samuel Hurault, Arthur Leclaire, Nicolas Papadakis

In ICLR 2021

Self-Supervised Small Soccer Player Detection and Tracking

Samuel Hurault, Coloma Ballester, Gloria Haro

ACM MMSports 2020

EPLL: An Image Denoising Method using a Gaussian Mixture Model Learned on a Large Set of Patches

Samuel Hurault, Thibaud Ehret, Pablo Arias

In IPOL (2018)