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Category: News

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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
Facebook challenge in AI: CEA researchers ranked 2nd
Media Coverage

Facebook challenge in AI: CEA researchers ranked 2nd

December 17, 2020 Samuel Farrens

In the field of artificial intelligence, international competition is tough. So when researchers from…

Post read time 10 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
Faster and better sparse blind source separation through mini-batch optimization
Blind Source Separation BSS Publications News Publications publications_ck publications_jb publications_tl Signal Processing Statistical Methods Publications

Faster and better sparse blind source separation through mini-batch optimization

November 20, 2020 Jean-Luc Starck

Sparse Blind Source Separation (sBSS) plays a key role in scientific domains as different…

Post read time 43 sec read
Multi-CCD Point Spread Function Modelling
News PSF Publications Publications publications_ag publications_jls publications_mk publications_ms publications_tl publications_unions Statistical Methods Publications Weak gravitational lensing Weak Lensing Publications

Multi-CCD Point Spread Function Modelling

November 20, 2020July 6, 2022 Jean-Luc Starck

Context. Galaxy imaging surveys observe a vast number of objects that are affected by…

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
PySAP: Python Sparse Data Analysis Package for Multidisciplinary Image Processing
News Publications publications_COSMIC publications_jls publications_sf publications_zr

PySAP: Python Sparse Data Analysis Package for Multidisciplinary Image Processing

June 30, 2020July 3, 2020 Samuel Farrens

  Authors: S. Farrens, A. Grigis, L. El Gueddari, Z. Ramzi, Chaithya G. R.,…

PSFPost read time 33 sec read
Euclid : un subtil amalgame pour un résultat cosmologique plus précis
Media Coverage

Euclid : un subtil amalgame pour un résultat cosmologique plus précis

April 9, 2020April 9, 2020 Samuel Farrens

Au terme de trois années de travail, une équipe de la collaboration Euclid, coordonnée…

Post read time 12 sec read

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