Fluence Map Prediction Using Deep Learning Models – Direct Plan Generation for Pancreas Stereotactic Body Radiation Therapy

Purpose: Treatment planning for pancreas stereotactic body radiation therapy (SBRT) is a difficult and time-consuming task. In this study, we aim to develop a novel deep learning framework to generate clinical-quality plans by direct prediction of fluence maps from patient anatomy using convolutiona...

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Vydáno v:Front Artif Intell
Hlavní autoři: Wang, Wentao, Sheng, Yang, Wang, Chunhao, Zhang, Jiahan, Li, Xinyi, Palta, Manisha, Czito, Brian, Willett, Christopher G., Wu, Qiuwen, Ge, Yaorong, Yin, Fang-Fang, Wu, Q. Jackie
Médium: Artigo
Jazyk:Inglês
Vydáno: Frontiers Media S.A. 2020
Témata:
Artificial Intelligence
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC7861344/
https://ncbi.nlm.nih.gov/pubmed/33733185
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/frai.2020.00068
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