Publications

2023

1. Abstract

   Q’kay: a manager for the quality assessment of large neuroimaging studies

   Elodie Savary, Céline Provins, Thomas Sanchez, and 1 more author

   2023
2. Preprint

   FetMRQC: Automated Quality Control for fetal brain MRI

   Thomas Sanchez, Oscar Esteban, Yvan Gomez, and 2 more authors

   arXiv preprint arXiv:2304.05879, 2023

   PDF
3. Conference

   Simulation-based parameter optimization for fetal brain MRI super-resolution reconstruction

   Priscille Dumast*, Thomas Sanchez*, Hélène Lajous, and 1 more author

   In Medical Image Computing and Computer Assisted Intervention–MICCAI 2023: 26th International Conference, 2023

   PDF

2022

1. Thesis

   Learning to sample in Cartesian MRI

   Thomas Sanchez

   2022

   Bib PDF Code

   @article{sanchez2022learning,
     title = {Learning to sample in Cartesian MRI},
     author = {Sanchez, Thomas},
     institution = {IEM},
     publisher = {EPFL},
     address = {Lausanne},
     pages = {192},
     year = {2022},
     url = {http://infoscience.epfl.ch/record/294077},
     doi = {10.5075/epfl-thesis-9981},
   }

2021

1. Preprint

   On the benefits of deep RL in accelerated MRI sampling

   Thomas Sanchez*, Igor Krawczuk*, and Volkan Cevher

   2021

   Bib PDF

   @misc{sanchez2021on,
     author = {Sanchez*, Thomas and Krawczuk*, Igor and Cevher, Volkan},
     title = {On the benefits of deep RL in accelerated MRI sampling},
     year = {2021},
   }

2. Conference

   A Plug-and-Play Deep Image Prior

   Zhaodong Sun, Fabian Latorre, Thomas Sanchez, and 1 more author

   In ICASSP, 2021

   Bib PDF

   @inproceedings{sun2021a,
     author = {Sun, Zhaodong and Latorre, Fabian and Sanchez, Thomas and Cevher, Volkan},
     booktitle = {ICASSP},
     title = {A Plug-and-Play Deep Image Prior},
     year = {2021},
     volume = {},
     number = {},
     pages = {8103-8107},
     doi = {10.1109/ICASSP39728.2021.9414879},
   }

2020

1. Workshop

   Uncertainty-Driven Adaptive Sampling via GANs

   Thomas Sanchez, Igor Krawczuk, Zhaodong Sun, and 1 more author

   In NeurIPS 2020 Workshop on Deep Learning and Inverse Problems, 2020

   Bib PDF

   @inproceedings{sanchez2020uncertaintydriven,
     title = {Uncertainty-Driven Adaptive Sampling via {GAN}s},
     author = {Sanchez, Thomas and Krawczuk, Igor and Sun, Zhaodong and Cevher, Volkan},
     booktitle = {NeurIPS 2020 Workshop on Deep Learning and Inverse Problems},
     year = {2020},
   }

2. Preprint

   Closed loop deep Bayesian inversion: Uncertainty driven acquisition for fast MRI

   Thomas Sanchez, Igor Krawczuk, Zhaodong Sun, and 1 more author

   2020

   Bib PDF

   @misc{sanchez2020closed,
     title = {Closed loop deep Bayesian inversion:  Uncertainty driven acquisition for fast {MRI}},
     author = {Sanchez, Thomas and Krawczuk, Igor and Sun, Zhaodong and Cevher, Volkan},
     year = {2020},
   }

3. Conference

   Scalable Learning-Based Sampling Optimization for Compressive Dynamic MRI

   Thomas Sanchez, Baran Gözcü, Ruud B. Heeswijk, and 4 more authors

   In ICASSP, 2020

   Bib PDF

   @inproceedings{sanchez2020scalable,
     author = {Sanchez, Thomas and Gözcü, Baran and van Heeswijk, Ruud B. and Eftekhari, Armin and Ilıcak, Efe and Çukur, Tolga and Cevher, Volkan},
     booktitle = {ICASSP},
     title = {Scalable Learning-Based Sampling Optimization for Compressive Dynamic MRI},
     year = {2020},
     volume = {},
     number = {},
     pages = {8584-8588},
     doi = {10.1109/ICASSP40776.2020.9053345},
   }

2019

1. Conference

   Rethinking Sampling in Parallel MRI: A Data-Driven Approach

   Baran Gözcü, Thomas Sanchez, and Volkan Cevher

   In 27th European Signal Processing Conference (EUSIPCO), 2019

   Bib PDF

   @inproceedings{gozcu2019rethinking,
     title = {Rethinking Sampling in Parallel {MRI}: A Data-Driven Approach},
     author = {G{\"o}zc{\"u}, Baran and Sanchez, Thomas and Cevher, Volkan},
     booktitle = {27th European Signal Processing Conference (EUSIPCO)},
     year = {2019},
   }