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在MRI图像上优化膝关节骨关节炎的严重程度预测,使用深层堆叠组合技术.

Punita Panwar1, Sandeep Chaurasia2, Jayesh Gangrade3

  • 1Department of Computer Science & Engineering, School of Computer Science & Engineering, Manipal University Jaipur, Jaipur, Rajasthan, India.

Scientific reports
|November 5, 2024
PubMed
概括

深度学习模型可以准确预测膝关节骨关节炎 (KOA) 的严重程度. 叠加组合达到99.71%的准确性,改善了这种常见的退行性关节疾病的诊断.

关键词:
卷积神经网络是一种卷积神经网络.深层堆合奏组合 深层堆合奏组合深度学习算法深度学习算法膝关节骨关节炎是一种关节炎.磁共振成像 (MRI) 是一种磁共振成像.

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Knee Joint01:23

Knee Joint

The knee joint is the most complicated joint in the body. It consists of three articulations– two tibiofemoral and one patellofemoral. As is characteristic of synovial joints, the knee joint has a thin articular capsule that partially surrounds this joint cavity. Additionally, several ligaments, muscles, and cartilaginous structures support the movement of the knee.
A total of seven ligaments support the knee joint. The patellar ligament, which is also attached to the quadriceps femoris group...