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Updated: Mar 17, 2026

Four-Dimensional CT Analysis Using Sequential 3D-3D Registration
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基于深度学习的无监督4DCT可变形图像记录和碳离子4D剂量计算.

Xiaoyan An1,2,3,4,5, Jian Wang1,2,3,6, Jun Zhang1,4

  • 1Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China.

Medical physics
|March 15, 2026
PubMed
概括

像TransMatch和Voxelmorph这样的深度学习模型加速了碳离子肺放射治疗的可变形图像注册. 这些先进的方法实现了与传统技术相比精确的剂量计算,使得更快的适应性治疗成为可能.

关键词:
4DCT 4DCT是4DCT的直播方式.碳离子4D剂量计算方法可变形图像的注册 变形图像的注册没有监督的深度学习.

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