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 …

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 …

MR‐based synthetic CT generation using a deep convolutional neural network method

X Han - Medical physics, 2017 - Wiley Online Library
Purpose Interests have been rapidly growing in the field of radiotherapy to replace CT with
magnetic resonance imaging (MRI), due to superior soft tissue contrast offered by MRI and …

Generating synthetic CTs from magnetic resonance images using generative adversarial networks

H Emami, M Dong, SP Nejad‐Davarani… - Medical …, 2018 - Wiley Online Library
Purpose While MR‐only treatment planning using synthetic CTs (synCTs) offers potential for
streamlining clinical workflow, a need exists for an efficient and automated synCT …

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 …

Deep CT to MR synthesis using paired and unpaired data

CB **, H Kim, M Liu, W Jung, S Joo, E Park, YS Ahn… - Sensors, 2019 - mdpi.com
Magnetic resonance (MR) imaging plays a highly important role in radiotherapy treatment
planning for the segmentation of tumor volumes and organs. However, the use of MR is …

Magnetic resonance imaging versus computed tomography for Three‐Dimensional bone imaging of musculoskeletal pathologies: a review

MC Florkow, K Willemsen… - Journal of Magnetic …, 2022 - Wiley Online Library
Magnetic resonance imaging (MRI) is increasingly utilized as a radiation‐free alternative to
computed tomography (CT) for the diagnosis and treatment planning of musculoskeletal …

MR-only brain radiation therapy: dosimetric evaluation of synthetic CTs generated by a dilated convolutional neural network

AM Dinkla, JM Wolterink, M Maspero… - International Journal of …, 2018 - Elsevier
Purpose This work aims to facilitate a fast magnetic resonance (MR)-only workflow for
radiation therapy of intracranial tumors. Here, we evaluate whether synthetic computed …

U‐net‐generated synthetic CT images for magnetic resonance imaging‐only prostate intensity‐modulated radiation therapy treatment planning

S Chen, A Qin, D Zhou, D Yan - Medical physics, 2018 - Wiley Online Library
Purpose Clinical implementation of magnetic resonance imaging (MRI)‐only radiotherapy
requires a method to derive synthetic CT image (S‐CT) for dose calculation. This study …

Self-attentive spatial adaptive normalization for cross-modality domain adaptation

D Tomar, M Lortkipanidze, G Vray… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Despite the successes of deep neural networks on many challenging vision tasks, they often
fail to generalize to new test domains that are not distributed identically to the training data …