Generating synthesized computed tomography (CT) from cone-beam computed tomography (CBCT) using CycleGAN for adaptive radiation therapy
Throughout the course of delivering a radiation therapy treatment, which may take several
weeks, a patient's anatomy may change drastically, and adaptive radiation therapy (ART) …
weeks, a patient's anatomy may change drastically, and adaptive radiation therapy (ART) …
Generating synthetic CT from low-dose cone-beam CT by using generative adversarial networks for adaptive radiotherapy
L Gao, K Xie, X Wu, Z Lu, C Li, J Sun, T Lin, J Sui… - Radiation Oncology, 2021 - Springer
Objective To develop high-quality synthetic CT (sCT) generation method from low-dose
cone-beam CT (CBCT) images by using attention-guided generative adversarial networks …
cone-beam CT (CBCT) images by using attention-guided generative adversarial networks …
Imaging study of pseudo-CT synthesized from cone-beam CT based on 3D CycleGAN in radiotherapy
H Sun, R Fan, C Li, Z Lu, K Xie, X Ni, J Yang - Frontiers in oncology, 2021 - frontiersin.org
Purpose To propose a synthesis method of pseudo-CT (CTCycleGAN) images based on an
improved 3D cycle generative adversarial network (CycleGAN) to solve the limitations of …
improved 3D cycle generative adversarial network (CycleGAN) to solve the limitations of …
Evaluation of a cycle-generative adversarial network-based cone-beam CT to synthetic CT conversion algorithm for adaptive radiation therapy
M Eckl, L Hoppen, GR Sarria, J Boda-Heggemann… - Physica Medica, 2020 - Elsevier
Purpose Image-guided radiation therapy could benefit from implementing adaptive radiation
therapy (ART) techniques. A cycle-generative adversarial network (cycle-GAN)-based cone …
therapy (ART) techniques. A cycle-generative adversarial network (cycle-GAN)-based cone …
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] A single neural network for cone-beam computed tomography-based radiotherapy of head-and-neck, lung and breast cancer
M Maspero, AC Houweling, MHF Savenije… - Physics and imaging in …, 2020 - Elsevier
Background and purpose Adaptive radiotherapy based on cone-beam computed
tomography (CBCT) requires high CT number accuracy to ensure accurate dose …
tomography (CBCT) requires high CT number accuracy to ensure accurate dose …
Paired cycle‐GAN‐based image correction for quantitative cone‐beam computed tomography
Purpose The incorporation of cone‐beam computed tomography (CBCT) has allowed for
enhanced image‐guided radiation therapy. While CBCT allows for daily 3D imaging, images …
enhanced image‐guided radiation therapy. While CBCT allows for daily 3D imaging, images …
Synthetic CT generation from CBCT images via unsupervised deep learning
Abstract Adaptive-radiation-therapy (ART) is applied to account for anatomical variations
observed over the treatment course. Daily or weekly cone-beam computed tomography …
observed over the treatment course. Daily or weekly cone-beam computed tomography …
Medical image synthesis with context-aware generative adversarial networks
Computed tomography (CT) is critical for various clinical applications, eg, radiation treatment
planning and also PET attenuation correction in MRI/PET scanner. However, CT exposes …
planning and also PET attenuation correction in MRI/PET scanner. However, CT exposes …
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 …
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