[HTML][HTML] A review of deep learning-based deformable medical image registration

J Zou, B Gao, Y Song, J Qin - Frontiers in Oncology, 2022 - frontiersin.org
The alignment of images through deformable image registration is vital to clinical
applications (eg, atlas creation, image fusion, and tumor targeting in image-guided …

Deep learning in medical image registration: a survey

G Haskins, U Kruger, P Yan - Machine Vision and Applications, 2020 - Springer
The establishment of image correspondence through robust image registration is critical to
many clinical tasks such as image fusion, organ atlas creation, and tumor growth monitoring …

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… - arXiv preprint arXiv …, 2023 - arxiv.org
Over the past decade, deep learning technologies have greatly advanced the field of
medical image registration. The initial developments, such as ResNet-based and U-Net …

Deformable medical image registration with global–local transformation network and region similarity constraint

X Ma, H Cui, S Li, Y Yang, Y Xia - Computerized Medical Imaging and …, 2023 - Elsevier
Deformable medical image registration can achieve fast and accurate alignment between
two images, enabling medical professionals to analyze images of different subjects in a …

CycleMorph: cycle consistent unsupervised deformable image registration

B Kim, DH Kim, SH Park, J Kim, JG Lee, JC Ye - Medical image analysis, 2021 - Elsevier
Image registration is a fundamental task in medical image analysis. Recently, many deep
learning based image registration methods have been extensively investigated due to their …

Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning

A Hering, L Hansen, TCW Mok… - … on Medical Imaging, 2022 - ieeexplore.ieee.org
Image registration is a fundamental medical image analysis task, and a wide variety of
approaches have been proposed. However, only a few studies have comprehensively …

[HTML][HTML] Deep learning in medical image registration

X Chen, A Diaz-Pinto, N Ravikumar… - Progress in Biomedical …, 2021 - iopscience.iop.org
Image registration is a fundamental task in multiple medical image analysis applications.
With the advent of deep learning, there have been significant advances in algorithmic …

Deep learning for medical image registration: A comprehensive review

S Bharati, M Mondal, P Podder, VB Prasath - arXiv preprint arXiv …, 2022 - arxiv.org
Image registration is a critical component in the applications of various medical image
analyses. In recent years, there has been a tremendous surge in the development of deep …

[HTML][HTML] Deformable image registration with attention-guided fusion of multi-scale deformation fields

Z He, Y He, W Cao - Applied Intelligence, 2023 - Springer
Deformable medical image registration plays a crucial role in theoretical research and
clinical application. Traditional methods suffer from low registration accuracy and efficiency …

Image registration using machine and deep learning

X Cao, J Fan, P Dong, S Ahmad, PT Yap… - Handbook of medical …, 2020 - Elsevier
Image registration is a crucial and fundamental procedure in medical image analysis.
Although many registration methods have been proposed, it is still a challenging task in …