A survey on deep learning in medical image registration: New technologies, uncertainty, evaluation metrics, and beyond

J Chen, Y Liu, S Wei, Z Bian, S Subramanian… - Medical Image …, 2024 - Elsevier
Deep learning technologies have dramatically reshaped the field of medical image
registration over the past decade. The initial developments, such as regression-based and U …

Estimating medical image registration error and confidence: A taxonomy and scoping review

J Bierbrier, HE Gueziri, DL Collins - Medical Image Analysis, 2022 - Elsevier
Given that image registration is a fundamental and ubiquitous task in both clinical and
research domains of the medical field, errors in registration can have serious consequences …

[HTML][HTML] AI in MRI: A case for grassroots deep learning

KG Schilling, BA Landman - Magnetic resonance imaging, 2019 - ncbi.nlm.nih.gov
Our principled and foundational approaches with Cartesian sampling, Fourier
reconstruction, and assessment of contrast to noise with well-defined point spread functions …

Partial Differential Equation-Constrained Diffeomorphic Registration from Sum of Squared Differences to Normalized Cross-Correlation, Normalized Gradient Fields …

M Hernández Giménez, U Ramón Júlvez… - 2022 - zaguan.unizar.es
This work proposes a unifying framework for extending PDE-constrained Large Deformation
Diffeomorphic Metric Mapping (PDE-LDDMM) with the sum of squared differences (SSD) to …

Deep Learning for Regularization Prediction in Diffeomorphic Image Registration

J Wang, M Zhang - arXiv preprint arXiv:2011.14229, 2020 - arxiv.org
This paper presents a predictive model for estimating regularization parameters of
diffeomorphic image registration. We introduce a novel framework that automatically …

Partial Differential Equation-Constrained Diffeomorphic Registration from Sum of Squared Differences to Normalized Cross-Correlation, Normalized Gradient Fields …

M Hernandez, U Ramon-Julvez, D Sierra-Tome - Sensors, 2022 - mdpi.com
This work proposes a unifying framework for extending PDE-constrained Large Deformation
Diffeomorphic Metric Mapping (PDE-LDDMM) with the sum of squared differences (SSD) to …