3 papers
eess.IV2025
Harmonization in Magnetic Resonance Imaging: A Survey of Acquisition, Image-level, and Feature-level Methods
Qinqin Yang, Firoozeh Shomal-Zadeh, Ali Gholipour
Magnetic resonance imaging (MRI) has greatly advanced neuroscience research and clinical diagnostics. However, imaging data collected across different scanners, acquisition protoco…
eess.IV2024
A Unified Deep Learning Framework for Motion Correction in Medical Imaging
Jian Wang, Razieh Faghihpirayesh, Danny Joca +2
Deep learning has shown significant value in medical image registration for motion correction, however, current techniques are either limited by the type and range of motion they c…
eess.IV2024
SpaER: Learning Spatio-temporal Equivariant Representations for Fetal Brain Motion Tracking
Jian Wang, Razieh Faghihpirayesh, Polina Golland +1
In this paper, we introduce SpaER, a pioneering method for fetal motion tracking that leverages equivariant filters and self-attention mechanisms to effectively learn spatio-tempor…