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Updated: Sep 18, 2025

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使用内镜图像分类进行胃肠道诊断的深度合体学习

Samra Siddiqui1, Junaid Ali Khan1, Shabbab Algamdi2

  • 1Department of Computer Science, HITEC University, Taxila, Pakistan.

PeerJ. Computer science
|June 26, 2025
PubMed
概括

转移学习辅助胃肠科医生诊断胃肠道 (GIT) 图像. 使用NasNet-Mobile和EfficientNet的深度组合模型在从内镜图像中分类GIT疾病时获得了高精度 (97.83-98.45%).

关键词:
深度卷积神经网络是一个深度卷积神经网络.组合学习学习 组合学习胃肠道疾病 胃肠道疾病纳斯网的移动网络是NasNet.转移学习转移学习

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Endoscopic Procedures I: Esophagogastroduodenoscopy

An Esophagogastroduodenoscopy (EGD) is a diagnostic procedure in which an endoscopist uses a flexible, lighted endoscope to visualize the upper gastrointestinal (GI) tract. The procedure includes visualizing the oropharynx, esophagus, stomach, and the first part of the small intestine, the duodenum.
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Imaging Studies III: Gastrointestinal Motility Studies and Virtual Colonoscopy

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Endoscopic Ultrasound (EUS):
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