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Updated: May 7, 2026

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一个轻量级的CNN用于结肠癌组织分类和可视化.

Jie Li1, Weiwei Goh1, Noor Zaman Jhanjhi1

  • 1Digital Health and Medical Advancement Impact Lab, School of Computer Science, Taylor's University, Subang Jaya, Malaysia.

Frontiers in oncology
|November 3, 2025
PubMed
概括

一个新的轻量级卷积神经网络 (CNN) 模型准确地分类结肠癌 (CC) 组织病理图像. 这种人工智能工具提高了病理学诊断的准确性和效率,有助于未来的癌症检测.

关键词:
在美国,CNN是CNN.结肠癌是什么意思结肠癌是什么意思数据清理数据清理组织病理学 组织病理学图像处理是图像处理的过程.轻量级的模型轻量级的模型.医学成像医学成像

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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.
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Classification of Connective Tissues

The connective tissues have different properties and functions in the human body. They are broadly categorized into proper, supporting, or fluid connective tissues.
Connective Tissue Proper
Connective tissue proper is the most abundant class of connective tissues. As its name implies, it predominantly connects different tissues in the body. Depending on the cell types, ground substance, viscosity, and fiber types in the ECM, connective tissue proper is further categorized into loose and dense.