改善了用于识别膝关节骨关节炎严重程度的激活功能
Shuaishuai Chang1, Hongliang Duan1, QingE Wu2
1College of Pharmaceutical Sciences, Zhejiang University of Technology, Hangzhou, PR China.
The Knee
|February 7, 2026
概括
一种新的深度转移学习方法通过使用新型激活函数 (AvRELU) 提高了膝关节骨关节炎 (KOA) 分类准确性. 这种方法可以提高小型数据集的性能,同时保持实时诊断的计算效率.
科学领域:
- 医学成像分析 医学成像分析
- 医疗保健中的人工智能
- 计算病理学计算病理学
背景情况:
- 传统的膝关节骨关节炎 (KOA) 分类方法在实时诊断方面是计算密集且低效的.
- 现有的模型面临性能限制,特别是在小型数据集上.
- 需要有效和准确的KOA严重性识别模型.
研究的目的:
- 开发一种深度转移学习方法,用于在没有对象检测的情况下识别KOA的严重性.
- 提高对小样本数据集的分类性能.
- 为了优化KOA诊断的计算资源.
主要方法:
- 利用了3300张KOA患者的数字X射线图像的数据集.
- 采用转移学习方法,使用预训练的Inception-v3骨干.
- 引入了一种新的激活函数 (AvRELU),并使用贝叶斯优化进行模型微调和分类器构建.
主要成果:
- 使用五倍交叉验证实现了95%的准确性,95%的F1得分和93%的kappa.
- 在KOA严重性识别方面表现出卓越的性能.
- 使用肯德尔的tau-b相关性分析验证了统计学意义.
结论:
- 拟议的方法显著提高了小样本KOA数据集的模型性能.
- 该模型保持轻量级和低资源特性,适合实际应用.
- 这种方法优于大多数现有的KOA严重性识别方法.
相关概念视频
Knee Joint
3.3K
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...
A total of seven ligaments support the knee joint. The patellar ligament, which is also attached to the quadriceps femoris...
3.3K
Improving Translational Accuracy
3.7K
3.7K
Improving Translational Accuracy
15.0K
Base complementarity between the three base pairs of mRNA codon and the tRNA anticodon is not a failsafe mechanism. Inaccuracies can range from a single mismatch to no correct base pairing at all. The free energy difference between the correct and nearly correct base pairs can be as small as 3 kcal/ mol. With complementarity being the only proofreading step, the estimated error frequency would be one wrong amino acid in every 100 amino acids incorporated. However, error frequencies observed in...
15.0K
Co-activators and Co-repressors
8.7K
Gene transcription is regulated by the synergistic action of several proteins that form a complex at a gene regulatory site. This is observed in eukaryotes, where the regulation of gene expression is a complex process. Regulatory proteins in eukaryotes can broadly be classified into two types – regulators that bind directly to specific DNA sequences and co-regulators that associate with regulatory proteins but cannot directly bind to the DNA. These co-regulators are further divided into...
8.7K
Functional Groups
89.1K
Functional groups are a group of atoms with characteristic properties, which when linked to the carbon skeleton of a molecule, alter the properties of that molecule. For example, the presence of certain functional groups on a molecule will make them hydrophilic, whereas others will make them hydrophobic. These functional groups are an indispensable part of organic chemistry and important components of biological molecules, such as carbohydrates, proteins, lipids, and nucleic acids. Each...
89.1K
Functional Groups
24.5K
24.5K


