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Updated: Jan 10, 2026

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模态不可知图像级联 (MAGIC) 用于多模态心脏亚结构细分

Nicholas Summerfield1, Qisheng He2, Alex Kuo1

  • 1Department of Human Oncology, University of Wisconsin-Madison, Madison, WI, USA; Department of Medical Physics, University of Wisconsin-Madison, Madison, WI, USA.

Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology
|November 21, 2025
PubMed
概括

模态-不可知图像级联 (MAGIC) 管道有效地在多种成像方式中对心脏基结构进行细分,提高了放射治疗规划的准确性和效率. 这种深度学习方法减少了轮的负担,同时保持了高的细分质量.

关键词:
自动细分的自动细分.计算机断层扫描 血管学卷积神经网络是一种卷积神经网络.深度学习 (Deep Learning) 是一种深度学习.心灵的心脏心脏的心脏心脏心脏磁共振成像是一种磁共振成像技术.辐射疗法 辐射疗法断层扫描,X射线计算机扫描.

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