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 …

基于深度学习的图像配准方法研究进展综述

陈建明, 曾祥津, 钟丽云, 邸江磊, 秦玉文 - 量子电子学报, 2022 - lk.hfcas.ac.cn
近年来, 图像采集设备的高速发展极大地丰富了图像种类和数量, 图像配准技术作为图像分析和
处理的关键, 在图像融合, 模式识别和计算机视觉等领域作用日益重要, 如何高精度 …

[HTML][HTML] Deformable registration of magnetic resonance images using unsupervised deep learning in neuro-/radiation oncology

AFI Osman, KS Al-Mugren, NM Tamam, B Shahine - Radiation Oncology, 2024 - Springer
Purpose Accurate deformable registration of magnetic resonance imaging (MRI) scans
containing pathologies is challenging due to changes in tissue appearance. In this paper …

To deform or not: treatment-aware longitudinal registration for breast DCE-MRI during neoadjuvant chemotherapy via unsupervised keypoints detection

L Han, T Tan, T Zhang, Y Gao, X Wang… - arXiv preprint arXiv …, 2024 - arxiv.org
Clinicians compare breast DCE-MRI after neoadjuvant chemotherapy (NAC) with pre-
treatment scans to evaluate the response to NAC. Clinical evidence supports that accurate …

Comprehensive Analysis of Image Registration Techniques on Brain MR Images

MB Darici, A Ozmen - … on Innovations in Intelligent Systems and …, 2023 - ieeexplore.ieee.org
Medical image registration is an important preprocess of image-guided systems. Since
image registration brings the images to the same coordinate system of the specified …

[PDF][PDF] Deep-Learning-based Image Registration and Tumor Follow-Up Analysis

AD Hering - 2022 - repository.ubn.ru.nl
PURPOSE Despite its potential for improvements through supervision, deep-learningbased
registration approaches are difficult to train for large deformations in 3D scans due to …

ADVANCED MOTION MODELS FOR RIGID AND DEFORMABLE REGISTRATION IN IMAGE-GUIDED INTERVENTIONS

R Han - 2022 - jscholarship.library.jhu.edu
Image-guided surgery (IGS) has been a major area of interest in recent decades that
continues to transform surgical interventions and enable safer, less invasive procedures. In …