2 papers
cs.CV2026
SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads
Yuxi Zheng, Jianhui Feng, Tianran Li +2
Encoder-Decoder architectures are widely used in deep learning-based Deformable Image Registration (DIR), where the encoder extracts multi-scale features and the decoder predicts d…
cs.CV2025
Efficient Large-Deformation Medical Image Registration via Recurrent Dynamic Correlation
Tianran Li, Marius Staring, Yuchuan Qiao
Deformable image registration estimates voxel-wise correspondences between images through spatial transformations, and plays a key role in medical imaging. While deep learning meth…