一种混合深度神经方法,用于从肺部X射线图像中对COVID影响区域进行细分
T Vijayanandh1, A Shenbagavalli2
1Department of Computer Science and Engineering, Vel Tech Rangarajan Dr.Sagunthala R&D Institute of Science and Technology, Chennai, Tamil Nadu 600062 India.
概括
这项研究介绍了一种基于黑猩猩的Adaboost严重程度分析 (CbASA) 方法,用于从X射线图像中预测COVID-19严重程度. CbASA模型有效地消除噪音,并准确地分类疾病严重程度,优于传统方法.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 计算生物学 计算生物学
背景情况:
- 预测COVID-19的严重程度对于患者管理至关重要.
- 肺部X射线的图像处理有助于识别COVID-19的严重程度.
- 传统的神经网络由于图像复杂性而难以准确.
研究的目的:
- 开发一种基于黑猩猩的Adaboost严重性分析 (CbASA) 模型.
- 使用肺X射线图像准确预测COVID-19的严重程度.
- 与现有方法相比,提高分类准确性.
主要方法:
- 在MATLAB中实现了一个新的CbASA模型.
- 利用肺部X射线图像进行模型测试.
- 预处理图像以消除最初隐藏层中的噪声.
- 执行特征提取,细分和严重程度分类.
主要成果:
- CbASA模型有效地消除了X射线图像中的噪音.
- 功能提取,细分和分类成功执行.
- 与其他模型相比,CbASA模型取得了更高的分类结果.
结论:
- 新的CbASA模型在预测COVID-19严重程度方面表现出高度准确性.
- CbASA提供了一种有效的方法来分析肺部X射线图像,以确定疾病的严重程度.
- 这种方法有望提高医学研究中的诊断能力.
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