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Category: Machine Learning Publications

Publications related to machine learning

Machine Learning Publications PSF Publications Publications publications_jls Statistical Methods Publications

Rethinking data-driven point spread function modeling with a differentiable optical model

February 25, 2023March 30, 2024 Jean-Luc Starck

  Authors: Tobias Liaudat, Jean-Luc Starck, Martin Kilbinger, Pierre-Antoine Frugier Journal: Inverse Problems Year:…

PSFPost read time 1 min read
Machine Learning Publications News Publications publications_jls Statistical Methods Publications

Deep Learning-based galaxy image deconvolution

February 25, 2023 Jean-Luc Starck

  Authors: Utsav Akhaury, Jean-Luc Starck, Pascale Jablonka, Frédéric Courbin, Kevin Michalewicz Journal: A&A Year: 2022 DOI:  …

PSFPost read time 49 sec read
Machine Learning Publications News Publications publications_COSMIC publications_jls publications_zr software_zr

NC-PDNet: a Density-Compensated Unrolled Network for 2D and 3D non-Cartesian MRI Reconstruction

April 2, 2021April 2, 2021 Jean-Luc Starck

Deep Learning has become a very promising avenue for magnetic resonance image (MRI) reconstruction.…

Post read time 1 min read
Machine Learning Publications News Publications publications_COSMIC publications_jls publications_zr software_zr Statistical Methods Publications

Density Compensated Unrolled Networks for Non-Cartesian MRI Reconstruction

March 2, 2021March 2, 2021 Jean-Luc Starck

Deep neural networks have recently been thoroughly investigated as a powerful tool for MRI…

Post read time 47 sec read
State-of-the-art Machine Learning MRI Reconstruction in 2020: Results of the Second fastMRI Challenge
Machine Learning Publications News Publications publications_COSMIC publications_jls publications_zr Statistical Methods Publications

State-of-the-art Machine Learning MRI Reconstruction in 2020: Results of the Second fastMRI Challenge

December 16, 2020 Jean-Luc Starck

Accelerating MRI scans is one of the principal outstanding problems in the MRI research…

Post read time 1 min read
Probabilistic Mapping of Dark Matter by Neural Score Matching
Machine Learning Publications News Publications publications_br publications_jls publications_zr Weak gravitational lensing Weak Lensing Publications

Probabilistic Mapping of Dark Matter by Neural Score Matching

November 19, 2020 Jean-Luc Starck

The Dark Matter present in the Large-Scale Structure of the Universe is invisible, but…

Post read time 58 sec read
XPDNet for MRI Reconstruction: an Application to the fastMRI 2020 Brain Challenge
Machine Learning Publications News Publications publications_COSMIC publications_jls publications_zr Statistical Methods Publications

XPDNet for MRI Reconstruction: an Application to the fastMRI 2020 Brain Challenge

November 19, 2020 Jean-Luc Starck

We present a modular cross-domain neural network the XPDNet and its application to the…

Post read time 31 sec read
Denoising Score-Matching for Uncertainty Quantification in Inverse Problems
Machine Learning Publications News Publications publications_br publications_COSMIC publications_jls publications_zr Statistical Methods Publications

Denoising Score-Matching for Uncertainty Quantification in Inverse Problems

November 19, 2020November 20, 2020 Jean-Luc Starck

Deep neural networks have proven extremely efficient at solving a wide range of inverse…

Post read time 42 sec read
Wavelets in the Deep Learning Era
Machine Learning Publications Publications publications_COSMIC publications_jls publications_zr Statistical Methods Publications

Wavelets in the Deep Learning Era

November 19, 2020November 19, 2020 Jean-Luc Starck

Sparsity based methods, such as wavelets, have been state-of-the-art for more than 20 years…

Post read time 48 sec read
Benchmarking Deep Nets MRI Reconstruction Models on the FastMRI Publicly Available Dataset
Machine Learning Publications Publications publications_COSMIC publications_jls publications_zr Statistical Methods Publications

Benchmarking Deep Nets MRI Reconstruction Models on the FastMRI Publicly Available Dataset

November 19, 2020 Jean-Luc Starck

  The MRI reconstruction field lacked a proper data set that allowed for reproducible…

Post read time 38 sec read

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