Lin Tian*

NePhi: Neural Deformation Fields for Approximately Diffeomorphic Medical Image Registration

"This work proposes NePhi, a generalizable neural deformation model which results in approximately diffeomorphic transformations. In contrast to the predominant voxel-based transformation fields used in learning-based registration approaches, NePhi represents deformations functionally, leading to gr…