Search Results for author: Sylvain Bouix

Found 5 papers, 4 papers with code

uniGradICON: A Foundation Model for Medical Image Registration

1 code implementation9 Mar 2024 Lin Tian, Hastings Greer, Roland Kwitt, Francois-Xavier Vialard, Raul San Jose Estepar, Sylvain Bouix, Richard Rushmore, Marc Niethammer

We therefore propose uniGradICON, a first step toward a foundation model for registration providing 1) great performance \emph{across} multiple datasets which is not feasible for current learning-based registration methods, 2) zero-shot capabilities for new registration tasks suitable for different acquisitions, anatomical regions, and modalities compared to the training dataset, and 3) a strong initialization for finetuning on out-of-distribution registration tasks.

Image Registration Medical Image Registration

Inferring the Localization of White-Matter Tracts using Diffusion Driven Label Fusion

no code implementations4 Oct 2021 Guillermo Gallardo, Gaston Zanitti, Mat Higger, Sylvain Bouix, Demian Wassermann

Inferring which pathways are affected by a brain lesion is key for both pre and post-treatment planning.

Cannot find the paper you are looking for? You can Submit a new open access paper.