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Updated: Jan 16, 2026

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在前列腺癌中进行跨模态MRI-TRUS注册的E-CMCA和LSTM增强框架

Ciliang Shao1, Ruijin Xue1, Lixu Gu1

  • 1Pittsburgh Institute, Sichuan University, Chengdu 610207, China.

Journal of imaging
|September 26, 2025
PubMed
概括

这项研究引入了准确的跨模态MRI-TRUS图像记录的新框架,改善了前列腺癌诊断和活检指导. 该方法在静态3D和动态4D成像任务中都表现出色.

关键词:
在MRI-TRUS注册注册.跨模式的注意力.深度学习是一种深度学习.功能融合功能融合功能长期-短期记忆 长期-短期记忆前列腺癌的诊断诊断前列腺癌的诊断

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Imaging Studies IV: Magnetic Resonance Imaging

Introduction:Magnetic Resonance Imaging, or MRI, can include a specialized imaging technique of the urinary system known as Magnetic Resonance Urography (MRU). This radiation-free technique uses strong magnetic fields and radio waves to produce detailed images with the help of a computer. MRU is particularly effective for visualizing fluid-filled structures like the kidneys, ureters, and bladder.Applications of MRI in the Genitourinary SystemKidneys and Ureters: MRI detects tumors, cysts,...
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