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

PURPOSE: The 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 gener...

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Detalles Bibliográficos
Autores principales: Yang, Bo, Chang, Yankui, Liang, Yongguang, Wang, Zhiqun, Pei, Xi, Xu, Xie George, Qiu, Jie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9189355/
https://www.ncbi.nlm.nih.gov/pubmed/35707352
http://dx.doi.org/10.3389/fonc.2022.896795