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在质子疗法诊所的重建算法升级后,转移学习用于基于DL的合成CT

Arthur Galapon1, Dirk Wagenaar1, Johannes Albertus Langendijk1

  • 1Department of Radiation Oncology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands.

Medical physics
|July 15, 2025
PubMed
概括

转移学习有效地适应深度学习模型,在成像软件升级后用于合成CT生成,以确保使用最小数据的工作流程连续性. 这种方法减少了停机时间,并保持了适应性质子子疗法的图像质量.

关键词:
在CBCT中,CBCT是CBCT.适应性质子疗法适应性质子疗法深度学习是一种深度学习.可持续性 可持续性 可持续性合成CTCT 合成CT

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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.
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