[HTML][HTML] Computed tomography synthesis from magnetic resonance imaging using cycle Generative Adversarial Networks with multicenter learning
Abstract Background and Purpose: Addressing the need for accurate dose calculation in
MRI-only radiotherapy, the generation of synthetic Computed Tomography (sCT) from MRI …
MRI-only radiotherapy, the generation of synthetic Computed Tomography (sCT) from MRI …
CT synthesis from MRI images based on deep learning methods for MRI-only radiotherapy
MRI-only radiotherapy is expected to be safer and more precise compared with conventional
CT-based radiotherapy. But unlike CT, MR images is not related with electron density for …
CT-based radiotherapy. But unlike CT, MR images is not related with electron density for …
On the effect of training database size for MR-based synthetic CT generation in the head
SIZ Estakhraji, A Pirasteh, T Bradshaw… - … Medical Imaging and …, 2023 - Elsevier
Generation of computed tomography (CT) images from magnetic resonance (MR) images
using deep learning methods has recently demonstrated promise in improving MR-guided …
using deep learning methods has recently demonstrated promise in improving MR-guided …
Attention-guided generative adversarial network to address atypical anatomy in modality transfer
H Emami, M Dong, CK Glide-Hurst - arXiv preprint arXiv:2006.15264, 2020 - arxiv.org
Recently, interest in MR-only treatment planning using synthetic CTs (synCTs) has grown
rapidly in radiation therapy. However, developing class solutions for medical images that …
rapidly in radiation therapy. However, developing class solutions for medical images that …
Intentional deep overfit learning (IDOL): A novel deep learning strategy for adaptive radiation therapy
Purpose Applications of deep learning (DL) are essential to realizing an effective adaptive
radiotherapy (ART) workflow. Despite the promise demonstrated by DL approaches in …
radiotherapy (ART) workflow. Despite the promise demonstrated by DL approaches in …
3D conditional GAN with transfer learning for pediatric MR to CT image synthesis combining adult and pediatric patient data
CT image synthesis from MR images is necessary for MR-only treatment planning, MRI-
based quality assurance (QA), and treatment assessment in radiation therapy (RT). For …
based quality assurance (QA), and treatment assessment in radiation therapy (RT). For …
MRI-only brain radiotherapy: Assessing the dosimetric accuracy of synthetic CT images generated using a deep learning approach
S Kazemifar, S McGuire, R Timmerman… - Radiotherapy and …, 2019 - Elsevier
Purpose This study assessed the dosimetric accuracy of synthetic CT images generated
from magnetic resonance imaging (MRI) data for focal brain radiation therapy, using a deep …
from magnetic resonance imaging (MRI) data for focal brain radiation therapy, using a deep …
[HTML][HTML] Magnetic resonance-based synthetic computed tomography images generated using generative adversarial networks for nasopharyngeal carcinoma …
Background and purpose To investigate the feasibility of synthesizing computed tomography
(CT) images from magnetic resonance (MR) images using generative adversarial networks …
(CT) images from magnetic resonance (MR) images using generative adversarial networks …
Improvement of 2D cine image quality using 3D priors and cycle generative adversarial network for low field MRI‐guided radiation therapy
Y Dong, F Yang, J Wen, J Cai, F Zeng, M Liu… - Medical …, 2024 - Wiley Online Library
Background Cine magnetic resonance (MR) images have been used for real‐time MR
guided radiation therapy (MRgRT). However, the onboard MR systems with low‐field …
guided radiation therapy (MRgRT). However, the onboard MR systems with low‐field …
CBCT-to-CT translation using Registration-Based generative adversarial networks in patients with Head and Neck Cancer
C Suwanraksa, J Bridhikitti, T Liamsuwan… - Cancers, 2023 - mdpi.com
Simple Summary Cone-beam computed tomography (CBCT) not only plays an important
role in image-guided radiation therapy (IGRT) but also has the potential for dose calculation …
role in image-guided radiation therapy (IGRT) but also has the potential for dose calculation …