Marcelo Pereyra
Heriot-Watt University
H-index: 26
Europe-United Kingdom
Top articles of Marcelo Pereyra
Equivariant bootstrapping for uncertainty quantification in imaging inverse problems
arXiv preprint arXiv:2310.11838
2023/10/18
Marcelo Pereyra
H-Index: 19
Unsupervised Training of Convex Regularizers using Maximum Likelihood Estimation
arXiv preprint arXiv:2404.05445
2024/4/8
A stochastic optimisation unadjusted Langevin method for empirical Bayesian estimation in semi-blind image deblurring problems
arXiv preprint arXiv:2403.04536
2024/3/7
Marcelo Pereyra
H-Index: 19
Statistical modelling and Bayesian inversion for a Compton imaging system: application to radioactive source localisation
arXiv preprint arXiv:2402.07676
2024/2/12
Empirical Bayesian Imaging with Large-Scale Push-Forward Generative Priors
IEEE Signal Processing Letters
2024/2/2
QuantifAI: Radio interferometric imaging reconstruction with scalable Bayesian uncertainty quantification
Astrophysics Source Code Library
2024/1
Marcelo Pereyra
H-Index: 19
The split Gibbs sampler revisited: improvements to its algorithmic structure and augmented target distribution
SIAM Journal on Imaging Sciences
2023/12/31
Marcelo Pereyra
H-Index: 19
A Bayesian approach for CT reconstruction with defect detection for subsea pipelines
Inverse Problems
2023/12/22
Marcelo Pereyra
H-Index: 19
BUQO: Bayesian Uncertainty Quantification by Optimization
Astrophysics Source Code Library
2023/12
Proximal nested sampling with data-driven priors for physical scientists
Physical Sciences Forum
2023/12/1
Xiaohao Cai
H-Index: 11
Marcelo Pereyra
H-Index: 19
Scalable Bayesian uncertainty quantification with data-driven priors for radio interferometric imaging
arXiv preprint arXiv:2312.00125
2023/11/30
Marcelo Pereyra
H-Index: 19
Efficient Bayesian computation for low-photon imaging problems
SIAM Journal on Imaging Sciences
2023/9/30
Accelerated Bayesian imaging by relaxed proximal-point Langevin sampling
arXiv preprint arXiv:2308.09460
2023/8/18
Learned reconstruction methods with convergence guarantees: A survey of concepts and applications
2023/1/2
Subhadip Mukherjee
H-Index: 6
Andreas Hauptmann
H-Index: 12
Marcelo Pereyra
H-Index: 19
Carola-Bibiane Schönlieb
H-Index: 27
On maximum a posteriori estimation with plug & play priors and stochastic gradient descent
Journal of Mathematical Imaging and Vision
2023/1
Valentin De Bortoli
H-Index: 4
Marcelo Pereyra
H-Index: 19
Proximal nested sampling for high-dimensional Bayesian model selection
Statistics and Computing
2022/10
Xiaohao Cai
H-Index: 11
Marcelo Pereyra
H-Index: 19
A proximal markov chain monte carlo method for bayesian inference in imaging inverse problems: When langevin meets moreau
SIAM Review
2022
Marcelo Pereyra
H-Index: 19
(remi. laumont@ parisdescartes. fr, andres. almansa@ parisdescartes. fr).*(valentin. debortoli@ gmail. com).?(julie. delon@ parisedescartes. fr).?(alain. durmus@ cmla. ens …
SIAM JOURNAL ON IMAGING SCIENCES
2022/1/1
Valentin De Bortoli
H-Index: 4
Marcelo Pereyra
H-Index: 19
Bayesian imaging with data-driven priors encoded by neural networks
arXiv preprint arXiv:2103.10182
2021/3/18
Matthew Holden
H-Index: 62
Marcelo Pereyra
H-Index: 19
Bayesian imaging using plug & play priors: when langevin meets tweedie
SIAM Journal on Imaging Sciences
2022
Valentin De Bortoli
H-Index: 4
Marcelo Pereyra
H-Index: 19
Co-Authors
