3 papers
cs.CV2025
IMITATE: Image Registration with Context for unknown time frame recovery
Ziad Kheil, Lucas Robinet, Laurent Risser +1
In this paper, we formulate a novel image registration formalism dedicated to the estimation of unknown condition-related images, based on two or more known images and their associ…
cs.CV2025
Biomechanical Constraints Assimilation in Deep-Learning Image Registration: Application to sliding and locally rigid deformations
Ziad Kheil, Soleakhena Ken, Laurent Risser
Regularization strategies in medical image registration often take a one-size-fits-all approach by imposing uniform constraints across the entire image domain. Yet biological struc…
cs.AI2024
DRIM: Learning Disentangled Representations from Incomplete Multimodal Healthcare Data
Lucas Robinet, Ahmad Berjaoui, Ziad Kheil +1
Real-life medical data is often multimodal and incomplete, fueling the growing need for advanced deep learning models capable of integrating them efficiently. The use of diverse mo…