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Updated: Apr 30, 2026

High-resolution Functional Magnetic Resonance Imaging Methods for Human Midbrain
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SAFNet:一个空间自适应融合网络,用于双域低样本MRI重建

Yingjie Huo1, Hongyuan Zhang2, Dan Ge1

  • 1J.Balasagyn Kyrgyz National University, Bishkek, Kyrgyzstan.

Physical and engineering sciences in medicine
|September 25, 2025
PubMed
概括

这项研究介绍了空间自适应融合网络 (SAFNet),以实现更快的磁共振成像 (MRI) 重建. 通过智能融合双域信息,SAFNet提高了图像质量和适应性,优于现有的方法.

关键词:
卷积神经网络是一种卷积神经网络.信息融合是一个信息融合.磁共振成像 (MRI) 是一种磁共振成像技术.空间自适应融合的空间自适应融合低样本的MRI重建.

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Magnetic Resonance Imaging01:24

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Magnetic resonance imaging (MRI) is a noninvasive medical imaging technique based on a phenomenon of nuclear physics discovered in the 1930s, in which matter exposed to magnetic fields and radio waves was found to emit radio signals. In 1970, a physician and researcher named Raymond Damadian noticed that malignant (cancerous) tissue gave off different signals than normal body tissue. He applied for a patent for the first MRI scanning device in clinical use by the early 1980s. The early MRI...
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