Compensation cycle consistent generative adversarial networks (Comp‐GAN) for synthetic CT generation from MR scans with truncated anatomy
Background MR scans used in radiotherapy can be partially truncated due to the limited field
of view (FOV), affecting dose calculation accuracy in MR‐based radiation treatment …
of view (FOV), affecting dose calculation accuracy in MR‐based radiation treatment …
SC-GAN: Structure-completion generative adversarial network for synthetic CT generation from MR images with truncated anatomy
X Chen, Y Zhao, LE Court, H Wang, T Pan… - … Medical Imaging and …, 2024 - Elsevier
Creating synthetic CT (sCT) from magnetic resonance (MR) images enables MR-based
treatment planning in radiation therapy. However, the MR images used for MR-guided …
treatment planning in radiation therapy. However, the MR images used for MR-guided …
MRI‐only based synthetic CT generation using dense cycle consistent generative adversarial networks
Purpose Automated synthetic computed tomography (sCT) generation based on magnetic
resonance imaging (MRI) images would allow for MRI‐only based treatment planning in …
resonance imaging (MRI) images would allow for MRI‐only based treatment planning in …
[HTML][HTML] CBCT-based synthetic CT generation using generative adversarial networks with disentangled representation
Background Cone-beam computed tomography (CBCT) plays a key role in image-guided
radiotherapy (IGRT), however its poor image quality limited its clinical application. In this …
radiotherapy (IGRT), however its poor image quality limited its clinical application. In this …
Attention-guided generative adversarial network to address atypical anatomy in synthetic CT generation
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 …
Improving generalization in MR‐to‐CT synthesis in radiotherapy by using an augmented cycle generative adversarial network with unpaired data
Purpose MR‐to‐CT synthesis is one of the first steps in the establishment of an MRI‐only
workflow in radiotherapy. Current MR‐to‐CT synthesis methods in deep learning use …
workflow in radiotherapy. Current MR‐to‐CT synthesis methods in deep learning use …
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 …
(MR) sequences on the accuracy of deep learning‐based synthetic computed tomography …
Generating synthetic CTs from magnetic resonance images using generative adversarial networks
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 …
streamlining clinical workflow, a need exists for an efficient and automated synCT …
Channel-wise attention enhanced and structural similarity constrained cycleGAN for effective synthetic CT generation from head and neck MRI images
C Gong, Y Huang, M Luo, S Cao, X Gong, S Ding… - Radiation …, 2024 - Springer
Background Magnetic resonance imaging (MRI) plays an increasingly important role in
radiotherapy, enhancing the accuracy of target and organs at risk delineation, but the …
radiotherapy, enhancing the accuracy of target and organs at risk delineation, but the …
Structurally-constrained optical-flow-guided adversarial generation of synthetic CT for MR-only radiotherapy treatment planning
R Vajpayee, V Agrawal, G Krishnamurthi - Scientific Reports, 2022 - nature.com
The rapid progress in image-to-image translation methods using deep neural networks has
led to advancements in the generation of synthetic CT (sCT) in MR-only radiotherapy …
led to advancements in the generation of synthetic CT (sCT) in MR-only radiotherapy …