A Comparison Study Between CNN-Based Deformed Planning CT and CycleGAN-Based Synthetic CT Methods for Improving iCBCT Image Quality

A Comparison Study Between CNN-Based Deformed Planning CT and CycleGAN-Based Synthetic CT Methods for Improving iCBCT Image Quality

PurposeThe aim of this study is to compare two methods for improving the image quality of the Varian Halcyon cone-beam CT (iCBCT) system through the deformed planning CT (dpCT) based on the convolutional neural network (CNN) and the synthetic CT (sCT) generation based on the cycle-consistent generat...

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Bibliographic Details
Main Authors: Bo Yang, Yankui Chang, Yongguang Liang, Zhiqun Wang, Xi Pei, Xie George Xu, Jie Qiu
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-05-01
Series:Frontiers in Oncology
Subjects:
iCBCT
registration
sCT generation
pelvic
CycleGAN
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2022.896795/full

Internet

https://www.frontiersin.org/articles/10.3389/fonc.2022.896795/full

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