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Updated: Jul 15, 2025

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使用实例感知扩散模型在结肠组织学图像中增强腺体细分.

Mengxue Sun1, Jiale Wang1, Qingtao Gong2

  • 1School of Information Science and Engineering, Shandong Normal University, Jinan, 250358, China.

Computers in biology and medicine
|October 1, 2023
PubMed
概括

这项研究引入了一种新的扩散模型,用于在结肠组织学图像中自动细分腺体实例,显著提高癌症分级的准确性. 该方法增强了细节恢复和对象背景区分,用于精确的病理分析.

关键词:
结肠组织学图像有条件编码 有条件编码扩散模型是一个扩散模型.腺体细分 腺体细分实例细分是指实例的细分.

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Histology of the Large Intestine01:26

Histology of the Large Intestine

The large intestine, a vital component of the gastrointestinal tract, is structured with four main layers: the mucosa, submucosa, muscularis, and serosa. Each layer performs a distinct role in facilitating the smooth functioning of the large intestine.
The innermost mucosa layer comprises simple columnar epithelium, lamina propria, and muscularis mucosae. This layer is primarily populated with absorptive cells, tasked with water absorption, and goblet cells, responsible for secreting mucus to...
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