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Imaging Study of Pseudo-CT Synthesized From Cone-Beam CT Based on 3D CycleGAN in Radiotherapy

PurposeTo propose a synthesis method of pseudo-CT (CTCycleGAN) images based on an improved 3D cycle generative adversarial network (CycleGAN) to solve the limitations of cone-beam CT (CBCT), which cannot be directly applied to the correction of radiotherapy plans.MethodsThe improved U-Net with resid...

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Principais autores: Hongfei Sun, Rongbo Fan, Chunying Li, Zhengda Lu, Kai Xie, Xinye Ni, Jianhua Yang
Format: Artigo
Sprog:Inglês
Udgivet: Frontiers Media S.A. 2021-03-01
Serier:Frontiers in Oncology
Fag:
pseudo computed tomography (CT)
CycleGAN
cone-beam computed tomography (CT)
radiotherapy
cervical cancer
Online adgang:https://www.frontiersin.org/articles/10.3389/fonc.2021.603844/full
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