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 …
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) …
Assessment of CBCT–based synthetic CT generation accuracy for adaptive radiotherapy planning
CJ O'Hara, D Bird, B Al‐Qaisieh… - Journal of applied …, 2022 - Wiley Online Library
Abstract Purpose Cone‐beam CT (CBCT)–based synthetic CT (sCT) dose calculation has
the potential to make the adaptive radiotherapy (ART) pathway more efficient while …
the potential to make the adaptive radiotherapy (ART) pathway more efficient while …
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 …
A more effective CT synthesizer using transformers for cone-beam CT-guided adaptive radiotherapy
X Chen, Y Liu, B Yang, J Zhu, S Yuan, X Xie… - Frontiers in …, 2022 - frontiersin.org
Purpose The challenge of cone-beam computed tomography (CBCT) is its low image
quality, which limits its application for adaptive radiotherapy (ART). Despite recent …
quality, which limits its application for adaptive radiotherapy (ART). Despite recent …
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 …
Streaking artifact reduction for CBCT‐based synthetic CT generation in adaptive radiotherapy
L Gao, K Xie, J Sun, T Lin, J Sui, G Yang… - Medical Physics, 2023 - Wiley Online Library
Background Cone‐beam computed tomography (CBCT) is widely used for daily image
guidance in radiation therapy, enhancing the reproducibility of patient setup. However, its …
guidance in radiation therapy, enhancing the reproducibility of patient setup. However, its …
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 …
Review of cone beam computed tomography based online adaptive radiotherapy: Current trend and future direction
H Liu, D Schaal, H Curry, R Clark, A Magliari… - Radiation …, 2023 - Springer
Adaptive radiotherapy (ART) was introduced in the late 1990s to improve the accuracy and
efficiency of therapy and minimize radiation-induced toxicities. ART combines multiple tools …
efficiency of therapy and minimize radiation-induced toxicities. ART combines multiple tools …
MV CBCT-based synthetic CT generation using a deep learning method for rectal cancer adaptive radiotherapy
J Zhao, Z Chen, J Wang, F Xia, J Peng, Y Hu… - Frontiers in …, 2021 - frontiersin.org
Due to image quality limitations, online Megavoltage cone beam CT (MV CBCT), which
represents real online patient anatomy, cannot be used to perform adaptive radiotherapy …
represents real online patient anatomy, cannot be used to perform adaptive radiotherapy …