A review of multimodal image matching: Methods and applications

X Jiang, J Ma, G Xiao, Z Shao, X Guo - Information Fusion, 2021 - Elsevier
Multimodal image matching, which refers to identifying and then corresponding the same or
similar structure/content from two or more images that are of significant modalities or …

Deformable medical image registration: A survey

A Sotiras, C Davatzikos… - IEEE transactions on …, 2013 - ieeexplore.ieee.org
Deformable image registration is a fundamental task in medical image processing. Among
its most important applications, one may cite: 1) multi-modality fusion, where information …

Murf: Mutually reinforcing multi-modal image registration and fusion

H Xu, J Yuan, J Ma - IEEE transactions on pattern analysis and …, 2023 - ieeexplore.ieee.org
Existing image fusion methods are typically limited to aligned source images and have to
“tolerate” parallaxes when images are unaligned. Simultaneously, the large variances …

Rfnet: Unsupervised network for mutually reinforcing multi-modal image registration and fusion

H Xu, J Ma, J Yuan, Z Le, W Liu - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
In this paper, we propose a novel method to realize multi-modal image registration and
fusion in a mutually reinforcing framework, termed as RFNet. We handle the registration in a …

An explainable 3D residual self-attention deep neural network for joint atrophy localization and Alzheimer's disease diagnosis using structural MRI

X Zhang, L Han, W Zhu, L Sun… - IEEE journal of …, 2021 - ieeexplore.ieee.org
Computer-aided early diagnosis of Alzheimer's disease (AD) and its prodromal form mild
cognitive impairment (MCI) based on structure Magnetic Resonance Imaging (sMRI) has …

Medical image registration: a review

FPM Oliveira, JMRS Tavares - Computer methods in biomechanics …, 2014 - Taylor & Francis
This paper presents a review of automated image registration methodologies that have been
used in the medical field. The aim of this paper is to be an introduction to the field, provide …

Computer-aided detection of prostate cancer in MRI

G Litjens, O Debats, J Barentsz… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
Prostate cancer is one of the major causes of cancer death for men in the western world.
Magnetic resonance imaging (MRI) is being increasingly used as a modality to detect …

MIND: Modality independent neighbourhood descriptor for multi-modal deformable registration

MP Heinrich, M Jenkinson, M Bhushan, T Matin… - Medical image …, 2012 - Elsevier
Deformable registration of images obtained from different modalities remains a challenging
task in medical image analysis. This paper addresses this important problem and proposes …

Symmetric diffeomorphic image registration with cross-correlation: evaluating automated labeling of elderly and neurodegenerative brain

BB Avants, CL Epstein, M Grossman, JC Gee - Medical image analysis, 2008 - Elsevier
One of the most challenging problems in modern neuroimaging is detailed characterization
of neurodegeneration. Quantifying spatial and longitudinal atrophy patterns is an important …

3D CNN-based classification using sMRI and MD-DTI images for Alzheimer disease studies

A Khvostikov, K Aderghal, J Benois-Pineau… - arXiv preprint arXiv …, 2018 - arxiv.org
Computer-aided early diagnosis of Alzheimers Disease (AD) and its prodromal form, Mild
Cognitive Impairment (MCI), has been the subject of extensive research in recent years …