A review on medical imaging synthesis using deep learning and its clinical applications

T Wang, Y Lei, Y Fu, JF Wynne… - Journal of applied …, 2021 - Wiley Online Library
This paper reviewed the deep learning‐based studies for medical imaging synthesis and its
clinical application. Specifically, we summarized the recent developments of deep learning …

Deep learning based synthetic‐CT generation in radiotherapy and PET: a review

MF Spadea, M Maspero, P Zaffino, J Seco - Medical physics, 2021 - Wiley Online Library
Abstract Recently, deep learning (DL)‐based methods for the generation of synthetic
computed tomography (sCT) have received significant research attention as an alternative to …

Systematic review of synthetic computed tomography generation methodologies for use in magnetic resonance imaging–only radiation therapy

E Johnstone, JJ Wyatt, AM Henry, SC Short… - International Journal of …, 2018 - Elsevier
Magnetic resonance imaging (MRI) offers superior soft-tissue contrast as compared with
computed tomography (CT), which is conventionally used for radiation therapy treatment …

Radiotherapy planning using MRI

MA Schmidt, GS Payne - Physics in Medicine & Biology, 2015 - iopscience.iop.org
The use of magnetic resonance imaging (MRI) in radiotherapy (RT) planning is rapidly
expanding. We review the wide range of image contrast mechanisms available to MRI and …

MRI-only treatment planning: benefits and challenges

AM Owrangi, PB Greer… - Physics in Medicine & …, 2018 - iopscience.iop.org
Over the past decade, the application of magnetic resonance imaging (MRI) has increased,
and there is growing evidence to suggest that improvements in the accuracy of target …

[图书][B] Monte Carlo techniques in radiation therapy

J Seco, F Verhaegen - 2013 - api.taylorfrancis.com
Monte Carlo simulation techniques made a slow entry in the field of radiotherapy in the late
1970s. Since then they have gained enormous popularity, judging by the number of papers …

An atlas-based electron density mapping method for magnetic resonance imaging (MRI)-alone treatment planning and adaptive MRI-based prostate radiation therapy

JA Dowling, J Lambert, J Parker, O Salvado… - International Journal of …, 2012 - Elsevier
PURPOSE: Prostate radiation therapy dose planning directly on magnetic resonance
imaging (MRI) scans would reduce costs and uncertainties due to multimodality image …

Investigation of a method for generating synthetic CT models from MRI scans of the head and neck for radiation therapy

SH Hsu, Y Cao, K Huang, M Feng… - Physics in Medicine & …, 2013 - iopscience.iop.org
Magnetic resonance (MR) images often provide superior anatomic and functional
information over computed tomography (CT) images, but generally are not used alone …

The potential for an enhanced role for MRI in radiation-therapy treatment planning

P Metcalfe, GP Liney, L Holloway… - … in cancer research …, 2013 - journals.sagepub.com
The exquisite soft-tissue contrast of magnetic resonance imaging (MRI) has meant that the
technique is having an increasing role in contouring the gross tumor volume (GTV) and …

Multi‐sequence MR image‐based synthetic CT generation using a generative adversarial network for head and neck MRI‐only radiotherapy

M Qi, Y Li, A Wu, Q Jia, B Li, W Sun, Z Dai, X Lu… - Medical …, 2020 - Wiley Online Library
Purpose The purpose of this study is to investigate the effect of different magnetic resonance
(MR) sequences on the accuracy of deep learning‐based synthetic computed tomography …