crossrefMachine Learning and Knowledge Extraction2026-07-01
Deformable Medical Image Registration with KAN-Based Implicit Neural Representations
Nikita A. Drozdov, Marat O. Zinovev, Dmitry V. Sorokin
Deformable image registration (DIR) is central to medical image analysis, supporting spatial alignment for longitudinal studies and multi-modal fusion. Learning-based methods such as CNNs and transformers provide rapid inference but often require large training datasets and can u…