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[HTML][HTML] Overview of artificial intelligence-based applications in radiotherapy: Recommendations for implementation and quality assurance
Artificial Intelligence (AI) is currently being introduced into different domains, including
medicine. Specifically in radiation oncology, machine learning models allow automation and …
medicine. Specifically in radiation oncology, machine learning models allow automation and …
Deep learning based synthetic‐CT generation in radiotherapy and PET: a review
Abstract Recently, deep learning (DL)‐based methods for the generation of synthetic
computed tomography (sCT) have received significant research attention as an alternative to …
computed tomography (sCT) have received significant research attention as an alternative to …
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 …
current studies of radiotherapy planning, which requires using MRI to generate synthetic …
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 …
computed tomography (CT), which is conventionally used for radiation therapy treatment …
MRI-only treatment planning: benefits and challenges
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 …
and there is growing evidence to suggest that improvements in the accuracy of target …
[HTML][HTML] Magnetic resonance imaging-guided adaptive radiation therapy: a “game changer” for prostate treatment?
AU Pathmanathan, NJ van As, LGW Kerkmeijer… - International Journal of …, 2018 - Elsevier
Radiation therapy to the prostate involves increasingly sophisticated delivery techniques
and changing fractionation schedules. With a low estimated α/β ratio, a larger dose per …
and changing fractionation schedules. With a low estimated α/β ratio, a larger dose per …
MR-only brain radiation therapy: dosimetric evaluation of synthetic CTs generated by a dilated convolutional neural network
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 …
radiation therapy of intracranial tumors. Here, we evaluate whether synthetic computed …
Comparative study of algorithms for synthetic CT generation from MRI: consequences for MRI‐guided radiation planning in the pelvic region
Purpose Magnetic resonance imaging (MRI)‐guided radiation therapy (RT) treatment
planning is limited by the fact that the electron density distribution required for dose …
planning is limited by the fact that the electron density distribution required for dose …
Automatic substitute computed tomography generation and contouring for magnetic resonance imaging (MRI)-alone external beam radiation therapy from standard …
Purpose To validate automatic substitute computed tomography CT (sCT) scans generated
from standard T2-weighted (T2w) magnetic resonance (MR) pelvic scans for MR-Sim …
from standard T2-weighted (T2w) magnetic resonance (MR) pelvic scans for MR-Sim …
Dosimetric evaluation of synthetic CT for head and neck radiotherapy generated by a patch‐based three‐dimensional convolutional neural network
AM Dinkla, MC Florkow, M Maspero… - Medical …, 2019 - Wiley Online Library
Purpose To develop and evaluate a patch‐based convolutional neural network (CNN) to
generate synthetic computed tomography (sCT) images for magnetic resonance (MR)‐only …
generate synthetic computed tomography (sCT) images for magnetic resonance (MR)‐only …