Your address will show here +12 34 56 78
Eliott Brion

Researcher

PhD student at Université catholique de Louvain under supervision of Pr Benoit Macq and Pr John Lee. My research focuses on using deep learning to accelerate the transition towards adaptive radiotherapy. To this end, I currently develop algorithms to automatically contour tumors and organs in volumetric CT scans. This will allow adaptive treatments that better target the tumor while sparing healthy organs.

Projects

CHARP

MED

Publications

2021

link

El Khoury, Karim ; Fockedey, Martin ; Brion, Eliott ; Macq, Benoît. Amélioration de la robustesse de l’U-Net 3D contre la compression JPEG2000 pour la segmentation des organes pelviens masculins. in CORESA 2021, Sophia Antipolis, France

link

Brion, Eliott. Deep learning for organ segmentation in radiotherapy : federated learning, contour propagation, and domain adaptation - Thèse (Dissertation)

link

Brion, Eliott ; Léger, Jean ; Barragan Montero, Ana Maria ; Meert, Nicolas ; Lee, John Aldo ; Macq, Benoît. Domain adversarial networks and intensity-based data augmentation for male pelvic organ segmentation in cone beam CT in Computers in Biology and Medicine

link

El Khoury, Karim ; Fockedey, Martin ; Brion, Eliott ; Macq, Benoît. Improved 3D U-Net robustness against JPEG 2000 compression for male pelvic organ segmentation in radiotherapy in Journal of Medical Imaging

2020

link

Léger, Jean ; Brion, Eliott ; Desbordes, Paul ; De Vleeschouwer, Christophe ; Lee, John Aldo ; Macq, Benoît. Cross-domain data augmentation for deep-learning-based male pelvic organ segmentation in cone beam CT in Applied Sciences

2019

link

Brion, Eliott ; Léger, Jean ; Javaid, Umair ; Lee, John Aldo ; De Vleeschouwer, Christophe ; Macq, Benoît. Using planning CTs to enhance CNN-based bladder segmentation on Cone Beam CT in Proceedings of SPIE Medical Imaging 2019SPIE Medical Imaging 2019, San Diego, California, United States, du 16/02/2019 au 21/02/2019

2018

link

Léger, Jean ; Brion, Eliott ; Javaid, Umair ; Lee, John Aldo ; De Vleeschouwer, Christophe ; Macq, Benoît. Contour Propagation in CT Scans with Convolutional Neural Networks in Advanced Concepts for Intelligent Vision Systems, France, du 24/09/2018 au 27/09/2018

2017

link

Brion, Eliott ; Richter, Christian ; Macq, Benoît ; Stützer, Kristin ; Exner, Florian ; Troost, Esther ; Hölscher, Tobias ; Bondar, Maria Luiza. Modeling patterns of anatomical deformations in prostate patients undergoing radiation therapy with an endorectal balloon in Proceedings Volume 10135, Medical Imaging 2017: Image-Guided Procedures, Robotic Interventions, and ModelingSPIE Medical Imaging, Orlando, Florida, USA, du 10/02/2018 au 15/02/2018