Hurault, Samuel

1. Gradient Step Denoiser for convergent Plug-and-Play
   2021/10/07 by Samuel Hurault, Arthur Leclaire, Hurault, Samuel +3 · 31 citations
   Engineering · Computer Science · #Sparse and Compressive Sensing Techniques #Photoacoustic and Ultrasonic Imaging #Advanced Image Processing Techniques
2. Proximal Denoiser for Convergent Plug-and-Play Optimization with Nonconvex Regularization
   2022/01/31 by Samuel Hurault, Arthur Leclaire, Hurault, Samuel +3 · 18 citations
   Engineering · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Optical Imaging and Spectroscopy Techniques #Optimization and Control (math.OC) #Photoacoustic and Ultrasonic Imaging #Sparse and Compressive Sensing Techniques
3. Self-Consistent Velocity Matching of Probability Flows
   2023/01/31 by Lingxiao Li, Li, Lingxiao, Samuel Hurault +3 · 5 citations
   Computer Science · Physics and Astronomy · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Model Reduction and Neural Networks
4. Convergent Bregman Plug-and-Play Image Restoration for Poisson Inverse Problems
   2023/06/06 by Samuel Hurault, Hurault, Samuel, Ulugbek S. Kamilov +5 · 5 citations
   Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Image and Signal Denoising Methods #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Photoacoustic and Ultrasonic Imaging #Sparse and Compressive Sensing Techniques #electronic engineering #information engineering
5. Reconstruct Anything Model: a lightweight general model for computational imaging
   2025/03/11 by Matthieu Terris, Samuel Hurault, Terris, Matthieu +5 · 3 voices · 4 citations
   #eess.IV #cs.CV
6. DeepInverse: A Python package for solving imaging inverse problems with deep learning
   2025/05/26 by Julián Tachella, Tachella, Julián, Matthieu Terris +50 · 16 citations
   Mathematics · Computer Science · Engineering · #Statistical and numerical algorithms #Computational Physics and Python Applications #Sparse and Compressive Sensing Techniques
7. Convergent plug-and-play with proximal denoiser and unconstrained regularization parameter
   2023/11/02 by Samuel Hurault, Antonin Chambolle, Hurault, Samuel +5 · 3 citations
   Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Microwave Imaging and Scattering Analysis #Optimization and Control (math.OC) #Photoacoustic and Ultrasonic Imaging #Sparse and Compressive Sensing Techniques
8. From Score Matching to Diffusion: A Fine-Grained Error Analysis in the Gaussian Setting
   2025/03/14 by Hurault, Samuel, Terris, Matthieu, Moreau, Thomas +1 · 5 citations
   #68Q32 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)