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使用深度学习预测合成计算机断层扫描进行晶格辐射治疗的无模拟工作流:可行性研究

Libing Zhu1, Nathan Y Yu1, Safia K Ahmed1

  • 1Department of Radiation Oncology, Mayo Clinic, Phoenix, Arizona, USA.

Journal of applied clinical medical physics
|June 12, 2025
PubMed
概括

这项研究开发了一种深度学习工作流程,用于使用合成CT (sCT) 图像进行更快的晶格辐射疗法 (LRT) 规划. 无模拟方法显示高精度,加速治疗需要紧急息护理的患者.

关键词:
诊断CT诊断CT诊断CT诊断CT诊断快速的治疗规划 迅速的治疗规划格子辐射疗法 格子辐射疗法合成CT生成的合成CT生成

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Computed Tomography01:10

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Tomography refers to imaging by sections. Computed tomography (CT) is a non-invasive imaging technique that uses computers to analyze several cross-sectional X-rays to reveal minute details about structures in the body.
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...