Hua-Qi Qiu

Masked Position Modeling as a Pre-Training Strategy for Foundational Deformable Image Registration Models.

The core objective of deformable image registration (DIR), estimating a displacement vector field that aligns two images, is fundamentally the same across imaging modalities and anatomical regions. Although this shared objective should imply the use of foundation models, most deep learning approaches for DIR operate wi...