3D deep learning on medical images: a review

SP Singh, L Wang, S Gupta, H Goli, P Padmanabhan… - Sensors, 2020 - mdpi.com
The rapid advancements in machine learning, graphics processing technologies and the
availability of medical imaging data have led to a rapid increase in the use of deep learning …

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 …

Cross-modality image synthesis from unpaired data using cyclegan: Effects of gradient consistency loss and training data size

Y Hiasa, Y Otake, M Takao, T Matsuoka… - … and Synthesis in …, 2018 - Springer
CT is commonly used in orthopedic procedures. MRI is used along with CT to identify
muscle structures and diagnose osteonecrosis due to its superior soft tissue contrast …

CT synthesis from MRI using multi-cycle GAN for head-and-neck radiation therapy

Y Liu, A Chen, H Shi, S Huang, W Zheng, Z Liu… - … medical imaging and …, 2021 - Elsevier
Abstract Magnetic Resonance Imaging (MRI) guided Radiation Therapy is a hot topic in the
current studies of radiotherapy planning, which requires using MRI to generate synthetic …

elastix: A Toolbox for Intensity-Based Medical Image Registration

S Klein, M Staring, K Murphy… - IEEE transactions on …, 2009 - ieeexplore.ieee.org
Medical image registration is an important task in medical image processing. It refers to the
process of aligning data sets, possibly from different modalities (eg, magnetic resonance …

Image registration methods: a survey

B Zitova, J Flusser - Image and vision computing, 2003 - Elsevier
This paper aims to present a review of recent as well as classic image registration methods.
Image registration is the process of overlaying images (two or more) of the same scene …

Mutual-information-based registration of medical images: a survey

JPW Pluim, JBA Maintz… - IEEE transactions on …, 2003 - ieeexplore.ieee.org
An overview is presented of the medical image processing literature on mutual-information-
based registration. The aim of the survey is threefold: an introduction for those new to the …

Image change detection algorithms: a systematic survey

RJ Radke, S Andra, O Al-Kofahi… - IEEE transactions on …, 2005 - ieeexplore.ieee.org
Detecting regions of change in multiple images of the same scene taken at different times is
of widespread interest due to a large number of applications in diverse disciplines, including …

A review of 3D/2D registration methods for image-guided interventions

P Markelj, D Tomaževič, B Likar, F Pernuš - Medical image analysis, 2012 - Elsevier
Registration of pre-and intra-interventional data is one of the key technologies for image-
guided radiation therapy, radiosurgery, minimally invasive surgery, endoscopy, and …

Medical image registration

DLG Hill, PG Batchelor, M Holden… - Physics in medicine & …, 2001 - iopscience.iop.org
Radiological images are increasingly being used in healthcare and medical research. There
is, consequently, widespread interest in accurately relating information in the different …