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Updated: Jul 27, 2025

Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia
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利用人类专家的图像注释,通过人类知识蒸来改善肺炎的分化

Daniel Schaudt1, Reinhold von Schwerin2, Alexander Hafner2

  • 1Department of Computer Science, Ulm University of Applied Science, Albert-Einstein-Allee 55, 89081, Ulm, Baden-Wurttemberg, Germany. daniel.schaudt@thu.de.

Scientific reports
|June 6, 2023
PubMed
概括

人类知识蒸训练深度学习模型使用专家注释在有限的医疗图像. 这种方法提高了肺炎检测准确度和胸部X射线中的决策区域.

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The treatment of pneumonia varies based on its severity and the causative pathogen. Here is a structured approach to managing pneumonia, integrating pharmaceutical and supportive care strategies.
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For bacterial pneumonia, antibiotics serve as the cornerstone of therapy. Initial treatment often begins with empirical antibiotics, tailored to the anticipated causative organism and adjusted based on culture results. Key antibiotic choices include:
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Pneumonia is an acute respiratory infection that targets the lungs, specifically the alveoli. These tiny air sacs, essential for oxygen exchange, become engorged with pus and fluid, severely hindering breathing, decreasing oxygen absorption, and causing significant pain and discomfort during respiration.
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Enhance airway patency
Position the patient correctly to facilitate drainage of the affected lung segments. Manual or mechanical percussion and vibration can also be employed....
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Pneumonia II: Pathophysiology

The pathophysiology of pneumonia involves the following steps:
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