基于CNN的连锁性肺炎检测使用模糊增强数据集
Abror Shavkatovich Buriboev1,2, Dilnoz Muhamediyeva3, Holida Primova4
1School of Computing, Department of AI-Software, Gachon University, Seongnam-si 13306, Republic of Korea.
Sensors (Basel, Switzerland)
|October 26, 2024
概括
这项研究引入了一种新的连锁CNN模型,与模糊逻辑图像增强相结合,以改进肺炎检测. 改进后的模型实现了高准确度,精度和回忆,提供了更快,更有效的诊断工具.
科学领域:
- 医疗成像医学成像
- 人工智能在医学中的应用
- 呼吸系统医学 呼吸系统医学
背景情况:
- 由于类似的病毒和细菌症状,肺炎的诊断具有挑战性.
- 目前可靠的方法,如PCR,需要几个小时和特殊的条件.
- 需要快速,准确和易于使用的诊断工具至关重要.
研究的目的:
- 开发一个先进的深度学习模型用于肺炎检测.
- 为了提高医疗图像质量,使用模糊逻辑来提高诊断准确度.
- 将基于模糊逻辑的图像增强与连锁CNN (CCNN) 模型集成.
主要方法:
- 开发了一种基于模糊逻辑的图像改进算法.
- 该算法改善了CCNN模型的图像质量和特征提取.
- 四个数据集 (原始和增强图像) 用于训练CCNN.
主要成果:
- 通过增强数据集,CCNN模型显著提高了性能.
- 模糊增强数据集产生了最好的结果.
- 实现了高分类指标:98.9%的准确性,99.3%的精度,99.8%的F1分数,99.6%的回忆.
结论:
- 基于模糊逻辑的图像增强显著提高了CCNN模型用于肺炎检测的性能.
- 拟议的方法优于传统的图像增强技术.
- 这种综合方法为精确高效的医学图像分析提供了有前途的解决方案.
相关概念视频
01:30Pneumonia III: Complications and Assessment
174
Pneumonia poses the potential for numerous complications that warrant consideration. These complications include the following:
174
01:30Pneumonia I: Introduction
211
Pneumonia is an acute respiratory infection that targets the lungs, specifically the alveoli. These tiny air sacs, essential for oxygen exchange, become engorged with pus and fluid, severely hindering breathing, decreasing oxygen absorption, and causing significant pain and discomfort during respiration.
Risk Factors
Various factors influence the likelihood of developing pneumonia. Age plays a crucial role, with infants, children under two, and individuals over 65 at increased risk due to their...
Risk Factors
Various factors influence the likelihood of developing pneumonia. Age plays a crucial role, with infants, children under two, and individuals over 65 at increased risk due to their...
211
01:28Pneumonia IV: Management
302
The treatment of pneumonia varies based on its severity and the causative pathogen. Here is a structured approach to managing pneumonia, integrating pharmaceutical and supportive care strategies.
Bacterial Pneumonia Treatment
For bacterial pneumonia, antibiotics serve as the cornerstone of therapy. Initial treatment often begins with empirical antibiotics, tailored to the anticipated causative organism and adjusted based on culture results. Key antibiotic choices include:
Bacterial Pneumonia Treatment
For bacterial pneumonia, antibiotics serve as the cornerstone of therapy. Initial treatment often begins with empirical antibiotics, tailored to the anticipated causative organism and adjusted based on culture results. Key antibiotic choices include:
302