A Systematic Review on the Use of Registration-Based Change Tracking Methods in Longitudinal Radiological Images

JE Im, M Khalifa, AV Gregory, BJ Erickson… - Journal of Imaging …, 2024 - Springer
Registration is the process of spatially and/or temporally aligning different images. It is a
critical tool that can facilitate the automatic tracking of pathological changes detected in …

Deformable image registration with deep network priors: a study on longitudinal PET images

C Fourcade, L Ferrer, N Moreau… - Physics in Medicine …, 2022 - iopscience.iop.org
Objective. This paper proposes a novel approach for the longitudinal registration of PET
imaging acquired for the monitoring of patients with metastatic breast cancer. Unlike with …

Effective Modeling in Medical Imaging with Constrained Data

TMH Hsu - 2022 - dspace.mit.edu
Data for modern medical imaging modeling is constrained by their high physical density,
complex structure, insufficient annotation, heterogeneity across sites, long-tailed distribution …