在宫癌中进行状细胞分类的深度合体学习方法
Jayesh Gangrade1, Rajit Kuthiala1, Shweta Gangrade2
1Department of Artificial Intelligence & Machine Learning, School of Computer Science & Engineering, Manipal University Jaipur, Jaipur, Rajasthan, India.
Scientific reports
|March 2, 2025
概括
这项研究引入了一种先进的计算机辅助方法来分类宫状状细胞,这对于早期宫癌检测至关重要. 结合CNN,AlexNet和SqueezeNet的组合技术实现了94%的准确性,为资源有限的设置提供了一个有希望的工具.
科学领域:
- 在瘤学瘤学.
- 医疗成像医学成像
- 计算机科学 计算机科学
背景情况:
- 宫癌是全球重要的健康问题,而巴氏涂片分析是关键的诊断工具.
- 目前的巴氏涂片分析是劳动密集型和耗时的,特别是在资源有限的环境中.
- 需要使用高效的计算机辅助方法进行子宫癌预分析.
研究的目的:
- 开发和评估一套机器学习技术,用于分类宫状状细胞.
- 评估个别模型 (CNN,AlexNet,SqueezeNet) 和拟议的整体方法的准确性.
- 为宫癌提供更有效的诊断工具,特别是在资源有限的环境中.
主要方法:
- 利用了来自SimpakMed (Kaggle) 的4096多张宫细胞图像的数据集.
- 采用集体技术,集成卷积神经网络 (CNN),AlexNet和SqueezeNet进行图像分类.
- 将状细胞分为五个不同的类别,以评估宫癌的严重程度.
主要成果:
- 单个模型的准确度达到90.8% (CNN),92% (AlexNet) 和91% (SqueezeNet).
- 拟议的整体技术显著优于单个模型,达到94%的准确性.
- 整体方法在精确的状细胞分类中表现出高效率.
结论:
- 开发的集体技术为状细胞分类提供了一个高度准确和高效的方法.
- 这种方法显示出在资源有限的环境中改善宫癌诊断的重大前景.
- 这项研究强调了先进的计算方法在增强子宫癌查计划中的潜力.
相关概念视频
01:22Classification of Epithelial Tissues: Overview
24.1K
Epithelial tissues are classified according to the shape of the cells and the number of cell layers formed. Cell shapes can be squamous (flattened and thin), cuboidal (square-like, as wide as it is tall), or columnar (rectangular, taller than it is wide). Additionally, the nucleus shape helps identify the type of epithelial cells. Squamous cells have flattened disc-shaped nuclei, cuboidal cells have spherical nuclei, and columnar cells have elongated nuclei.
Based on the number of cell layers,...
Based on the number of cell layers,...
24.1K
01:29Classification of Epithelial Tissues: Stratified Epithelium
11.3K
Stratified epithelium consists of several stacked layers of cells. They provide the durability to withstand constant physical and chemical attacks. Stratified epithelium is named after the shape of the most apical layer of cells. Stratified squamous epithelium is the most common type found in the human body. In this tissue, the apical cells are squamous, whereas the basal layer contains either columnar or cuboidal cells. The basal cells divide to form new daughter cells, which gradually become...
11.3K