宫Xpert:一个多结构的卷积神经网络,用于预测宫类型和宫细胞异常.
Rashik Shahriar Akash1, Radiful Islam1, Sm Saiful Islam Badhon2
1Department of Computer Science and Engineering, Daffodil International University, Dhaka, Bangladesh.
Digital health
|November 12, 2024
概括
新的人工智能工具CerviXpert精确检测子宫癌细胞异常,并对子宫类型进行分类. 这种高效的模型为早期宫癌查提供了一个有希望的解决方案,特别是在资源有限的环境中.
科学领域:
- 医疗成像医学成像
- 医疗保健中的人工智能
- 在瘤学瘤学.
背景情况:
- 宫癌是全球主要的健康问题,早期检测显著提高了生存率.
- 目前的诊断方法,如巴氏涂抹和活检,都取决于操作者,容易出现错误.
- 需要有效和准确的自动化工具来进行宫癌查.
研究的目的:
- 开发CerviXpert,一种新的多结构卷积神经网络,用于分类宫类型和检测宫细胞异常.
- 与现有的最先进模型相比,评估CerviXpert的准确性和计算效率.
主要方法:
- 使用SiPaKMeD数据集开发了一个计算效率高的卷积神经网络CerviXpert.
- 该模型架构具有简化的设计,具有有限的卷积层,最大聚合和密集层,从头开始训练.
- 使用五倍交叉验证评估性能,将CerviXpert与ResNet50,VGG16,MobileNetV2和InceptionV3.3进行比较.
主要成果:
- 在分类宫细胞异常 (正常,异常,良性) 方面,CerviXpert的准确率达到了98.04%,而在五类宫类型分类方面则达到了98.60%.
- 该模型在准确性和计算需求方面都超过了MobileNetV2和InceptionV3.
- CerviXpert的准确性与ResNet50和VGG16相当,但计算复杂性和资源使用量显著降低.
结论:
- CerviXpert为宫癌查和诊断提供了一个有前途,准确和计算可行的解决方案.
- 其精简的架构适合在资源有限的环境中部署,有可能提高早期检测和宫癌的管理.
相关概念视频
Classification of Epithelial Tissues: Overview
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,...
Uterus and Cervix
The uterus, commonly called the womb, is a vital reproductive organ in females designed to provide a nurturing environment for the implantation and growth of an embryo. It is shaped like a hollow pear and positioned between the urinary bladder and the rectum. The uterus's structure allows it to support and protect a developing fetus throughout pregnancy.
The uterus is securely anchored within the pelvic cavity by paired broad ligaments on either side. It is further stabilized by three pairs of...
The uterus is securely anchored within the pelvic cavity by paired broad ligaments on either side. It is further stabilized by three pairs of...


