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基于视觉变压器的深度学习模型,用于使用MRI进行全膝关节置换预测.

Chaojie Zhang1, Shengjia Chen1, Ozkan Cigdem1

  • 1Department of Radiology, New York University Grossman School of Medicine, 227 E 30th St, 7th Fl, New York, NY 10016.

Radiology. Artificial intelligence
|July 16, 2025
PubMed
概括

一个新的深度学习模型,MR-Transformer,使用MRI扫描准确预测膝关节骨关节炎进展到膝关节完全置换. 这种先进的模型与现有的膝盖核磁共振分析方法相比,显示出更高的性能.

关键词:
膝盖 膝盖 膝盖 膝盖 在这就是为什么MRI是MRI.预测 预后 预测 预测监督学习 监督学习

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Magnetic Resonance Imaging01:24

Magnetic Resonance Imaging

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...