Analysis vs Synthesis-based Regularization for Combined Compressed Sensing and Parallel MRI Reconstruction at 7 Tesla. - Hamza Cherkaoui; Loubna El Gueddari; Carole Lazarus; Antoine Grigis; Fabrice Poupon; Alexandre Vignaud; Samuel Farrens; Jean-Luc Starck; Philippe Ciuciu (EUSIPCO, 2018)

Self-Calibrating Nonlinear Reconstruction Algorithms for Variable Density Sampling and Parallel Reception MRI. - Loubna El Gueddari; Carole Lazarus; H. Carrie; Alexandre Vignaud; Philippe Ciuciu (SAM, 2018)

Calibrationless Oscar-Based Image Reconstruction in Compressed Sensing Parallel MRI. - Loubna El Gueddari; Philippe Ciuciu; Emilie Chouzenoux; Alexandre Vignaud; Jean-Christophe Pesquet (ISBI, 2019)

Proximal structured sparsity regularization for online reconstruction in high-resolution accelerated Magnetic Resonance imaging. (Algorithmes de structures paricmonieuses pour la reconstruction en-ligne d'image haute résolution en IRM). - Loubna El Gueddari (2019)

PySAP: Python Sparse Data Analysis Package for multidisciplinary image processing. - Samuel Farrens; Antoine Grigis; Loubna El Gueddari; Zaccharie Ramzi; Chaithya G. R.; Sophie Starck; Benoît Sarthou; Hamza Cherkaoui; Philippe Ciuciu; Jean-Luc Starck (Astron. Comput., 2020)

Calibration-Less Multi-Coil Compressed Sensing Magnetic Resonance Image Reconstruction Based on OSCAR Regularization. - Loubna El Gueddari; Chaithya Giliyar Radhakrishna; Emilie Chouzenoux; Philippe Ciuciu (J. Imaging, 2021)