A review of keypoints' detection and feature description in image registration

C Liu, J Xu, F Wang - Scientific programming, 2021 - Wiley Online Library
For image registration, feature detection and description are critical steps that identify the
keypoints and describe them for the subsequent matching to estimate the geometric …

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 …

Quicksilver: Fast predictive image registration–a deep learning approach

X Yang, R Kwitt, M Styner, M Niethammer - NeuroImage, 2017 - Elsevier
This paper introduces Quicksilver, a fast deformable image registration method. Quicksilver
registration for image-pairs works by patch-wise prediction of a deformation model based …

BIRNet: Brain image registration using dual-supervised fully convolutional networks

J Fan, X Cao, PT Yap, D Shen - Medical image analysis, 2019 - Elsevier
In this paper, we propose a deep learning approach for image registration by predicting
deformation from image appearance. Since obtaining ground-truth deformation fields for …

Fast predictive image registration

X Yang, R Kwitt, M Niethammer - Deep Learning and Data Labeling for …, 2016 - Springer
We present a method to predict image deformations based on patch-wise image
appearance. Specifically, we design a patch-based deep encoder-decoder network which …

Deepflash: An efficient network for learning-based medical image registration

J Wang, M Zhang - … of the IEEE/CVF conference on …, 2020 - openaccess.thecvf.com
This paper presents DeepFLASH, a novel network with efficient training and inference for
learning-based medical image registration. In contrast to existing approaches that learn …

Metric learning for image registration

M Niethammer, R Kwitt… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
Image registration is a key technique in medical image analysis to estimate deformations
between image pairs. A good deformation model is important for high-quality estimates …

Neurepdiff: Neural operators to predict geodesics in deformation spaces

N Wu, M Zhang - International Conference on Information Processing in …, 2023 - Springer
This paper presents NeurEPDiff, a novel network to fast predict the geodesics in deformation
spaces generated by a well known Euler-Poincaré differential equation (EPDiff). To achieve …

Fast predictive multimodal image registration

X Yang, R Kwitt, M Styner… - 2017 IEEE 14th …, 2017 - ieeexplore.ieee.org
We introduce a deep encoder-decoder architecture for image deformation prediction from
multimodal images. Specifically, we design an image-patch-based deep network that jointly …

Uncertainty quantification, image synthesis and deformation prediction for image registration

X Yang - 2017 - search.proquest.com
Image registration is essential for medical image analysis to provide spatial
correspondences. It is a difficult problem due to the modeling complexity of image …