A survey on deep learning in medical image registration: New technologies, uncertainty, evaluation metrics, and beyond
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 …
medical image registration. The initial developments, such as ResNet-based and U-Net …
Deep learning in medical image registration
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 …
With the advent of deep learning, there have been significant advances in algorithmic …
[PDF][PDF] DeepReg: a deep learning toolkit for medical image registration
DeepReg: a deep learning toolkit for medical image registration Page 1 arXiv:2011.02580v1
[eess.IV] 4 Nov 2020 DEEPREG: A DEEP LEARNING TOOLKIT FOR MEDICAL IMAGE …
[eess.IV] 4 Nov 2020 DEEPREG: A DEEP LEARNING TOOLKIT FOR MEDICAL IMAGE …
Deep learning in medical image registration: a survey
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 …
many clinical tasks such as image fusion, organ atlas creation, and tumor growth monitoring …
Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning
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 …
approaches have been proposed. However, only a few studies have comprehensively …
Deep learning for medical image registration: A comprehensive review
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 …
analyses. In recent years, there has been a tremendous surge in the development of deep …
A review of deep learning-based deformable medical image registration
The alignment of images through deformable image registration is vital to clinical
applications (eg, atlas creation, image fusion, and tumor targeting in image-guided …
applications (eg, atlas creation, image fusion, and tumor targeting in image-guided …
Medical image registration using unsupervised deep neural network: A scoping literature review
S Abbasi, M Tavakoli, HR Boveiri, MAM Shirazi… - … Signal Processing and …, 2022 - Elsevier
In medicine, image registration is vital in image-guided interventions and other clinical
applications. However, it is a difficult subject to be addressed which by the advent of …
applications. However, it is a difficult subject to be addressed which by the advent of …
Training data independent image registration with gans using transfer learning and segmentation information
D Mahapatra, Z Ge - 2019 IEEE 16th International Symposium …, 2019 - ieeexplore.ieee.org
Registration is an important task in automated medical image analysis. Although deep
learning (DL) based image registration methods out perform time consuming conventional …
learning (DL) based image registration methods out perform time consuming conventional …
Image registration using machine and deep learning
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 …
Although many registration methods have been proposed, it is still a challenging task in …