Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

Pulmonary Tuberculosis IV01:26

Pulmonary Tuberculosis IV

123
Tuberculosis, more commonly referred to as TB, is an infectious disease stemming from Mycobacterium tuberculosis. While it primarily impacts the lungs, TB can also affect other body areas. Given its severity and global impact, timely and accurate diagnosis is crucial for controlling its spread and improving patient outcomes.
Several diagnostic approaches are used to detect TB. The conventional method is the Tuberculin Skin Test (TST), also known as the Mantoux test. However, this method has...
123
Pulmonary Tuberculosis V01:28

Pulmonary Tuberculosis V

154
Medical management of tuberculosis (TB) patients involves a comprehensive approach that includes diagnosis, treatment, and monitoring. The specific strategies can vary depending on the type of tuberculosis (latent or active), the patient's overall health status, and other considerations.
Latent tuberculosis infection occurs when TB bacteria are present in a person's body, but are not causing illness or symptoms. It is not contagious, and preventive treatment is crucial to avoid the...
154
Pulmonary Tuberculosis III01:31

Pulmonary Tuberculosis III

267
Tuberculosis (TB) is a contagious infection primarily affecting the lung parenchyma but which can also affect other body parts. TB can be classified based on disease development, presentation, and the affected anatomical site.
The first classification is based on the development of the disease, and it includes the following categories:
267
Pulmonary Tuberculosis II01:28

Pulmonary Tuberculosis II

198
Tuberculosis, or TB, is a bacterial infectious disease caused by Mycobacterium tuberculosis. While its primary impact is on the lungs, leading to pulmonary tuberculosis, it can also affect various other organs, a condition referred to as extrapulmonary tuberculosis.
Here is a detailed explanation of its pathophysiology:
Transmission: The process begins when a person inhales droplet nuclei containing M. tuberculosis. These are typically released into the air when an individual with pulmonary or...
198
Pulmonary Tuberculosis I01:29

Pulmonary Tuberculosis I

205
Tuberculosis, often called TB, is a contagious illness primarily caused by Mycobacterium tuberculosis. It mainly affects the lung parenchyma but can also impact other body parts.
Causative Organism
The primary infectious agent causing tuberculosis is Mycobacterium tuberculosis, a slow-growing, acid-fast, aerobic rod that exhibits sensitivity to heat and ultraviolet light. Instances of Mycobacterium bovis and Mycobacterium avium contributing to the development of TB infection are rare.
Mode of...
205

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

Deep learning-based RUL and SOH prediction of lithium-ion batteries using LOCO.

Scientific reports·2026
Same author

Machine learning-driven image encryption using SVM for enhanced security and computational efficiency.

Scientific reports·2026
Same author

Enhancing medical image security with quantum DNA dual encryption.

Scientific reports·2026
Same author

A biomechanical-constrained temporal learning framework for lightweight skeleton-based exercise recognition.

Scientific reports·2026
Same author

Impact of Project Communication on Project Success (Health Projects): Mediating Role of Work Engagement.

Journal of epidemiology and global health·2026
Same author

Nanoinformatics-Based, Predictive Toxicological Screening of Nanomaterials.

Journal of applied toxicology : JAT·2026
Same journal

MT-MRI for detection of renal interstitial fibrosis in renovascular disease.

Scientific reports·2026
Same journal

Detection of underground objects from GPR data using a lightweight YOLO-based approach.

Scientific reports·2026
Same journal

Early systemic inflammatory-metabolic trajectory phenotypes are associated with survival outcomes in metastatic renal cell carcinoma treated with nivolumab.

Scientific reports·2026
Same journal

Water balance components in a dry-seeded rice-wheat system: Untangling the effects of tillage and mulching practices.

Scientific reports·2026
Same journal

Topological approaches to quantum tensor train compression via ZX-calculus and SVD.

Scientific reports·2026
Same journal

determinants of flood impacts and adaptive capacity among market vendors in Walukuba-Masese, Jinja city, Uganda.

Scientific reports·2026
查看所有相关文章

相关实验视频

Updated: May 11, 2025

Author Spotlight: Optimizing CFU Determination for Efficient Assessment of TB Vaccine Efficacy and Antigen Presentation Analysis
06:26

Author Spotlight: Optimizing CFU Determination for Efficient Assessment of TB Vaccine Efficacy and Antigen Presentation Analysis

Published on: July 28, 2023

2.0K

使用几次射击学习检测结核病.

Kamran Riasat1, Akhtar Jamil2, Shaha Al-Otaibi3

  • 1Directorate of ICT, Allama Iqbal Open University, Islamabad, Pakistan. kamran.cs.qau@gmail.com.

Scientific reports
|April 16, 2025
PubMed
概括
此摘要是机器生成的。

本研究介绍了TB-FSNet,这是一个轻量级模型,用于从胸部X射线检测结核病 (TB). 它以最小的参数实现高精度,使边缘设备的实时诊断成为可能.

关键词:
很少有人学会射击学习.自我注意力注意力结核病是一种疾病.

更多相关视频

Spatial Quantification of Drugs in Pulmonary Tuberculosis Lesions by Laser Capture Microdissection Liquid Chromatography Mass Spectrometry LCM-LC/MS
09:58

Spatial Quantification of Drugs in Pulmonary Tuberculosis Lesions by Laser Capture Microdissection Liquid Chromatography Mass Spectrometry LCM-LC/MS

Published on: April 18, 2018

9.0K
A Novel Microdissection Approach to Recovering Mycobacterium tuberculosis Specific Transcripts from Formalin Fixed Paraffin Embedded Lung Granulomas
07:42

A Novel Microdissection Approach to Recovering Mycobacterium tuberculosis Specific Transcripts from Formalin Fixed Paraffin Embedded Lung Granulomas

Published on: June 5, 2014

8.0K

相关实验视频

Last Updated: May 11, 2025

Author Spotlight: Optimizing CFU Determination for Efficient Assessment of TB Vaccine Efficacy and Antigen Presentation Analysis
06:26

Author Spotlight: Optimizing CFU Determination for Efficient Assessment of TB Vaccine Efficacy and Antigen Presentation Analysis

Published on: July 28, 2023

2.0K
Spatial Quantification of Drugs in Pulmonary Tuberculosis Lesions by Laser Capture Microdissection Liquid Chromatography Mass Spectrometry LCM-LC/MS
09:58

Spatial Quantification of Drugs in Pulmonary Tuberculosis Lesions by Laser Capture Microdissection Liquid Chromatography Mass Spectrometry LCM-LC/MS

Published on: April 18, 2018

9.0K
A Novel Microdissection Approach to Recovering Mycobacterium tuberculosis Specific Transcripts from Formalin Fixed Paraffin Embedded Lung Granulomas
07:42

A Novel Microdissection Approach to Recovering Mycobacterium tuberculosis Specific Transcripts from Formalin Fixed Paraffin Embedded Lung Granulomas

Published on: June 5, 2014

8.0K

科学领域:

  • 医疗成像医学成像
  • 人工智能的人工智能
  • 计算机科学 计算机科学

背景情况:

  • 结核病 (TB) 显著影响肺功能,胸部X射线分析是主要的检测方法.
  • 对于结核病检测的传统深度学习模型往往太大,计算密集,无法实际部署.
  • 由于潜在的不准确性,不建议生成用于医学成像的增强数据集.

研究的目的:

  • 通过胸部X射线分析开发一种高效准确的结核病检测模型.
  • 在尺寸,参数和计算要求方面解决传统深度学习模型的局限性.
  • 为了实现边缘设备上的实时结核病检测,以提高可访问性和效率.

主要方法:

  • 开发了一种新型模型,TB-FSNet,将Few Shot Learning-Prototypical Network (FSL-PT) 与一个修改后的MobileNet-V2骨干和一个自我注意层集成在一起.
  • TB-FSNet是使用FSL-PT范式进行训练的,有六个不同的骨干.
  • 这项研究利用了来自蒙哥马利县和深胸部X射线数据集的综合数据集.

主要成果:

  • 拟议的TB-FSNet模型实现了最高准确度的93.6%.
  • 该型号拥有很小的足迹,只有2.21M的参数和8.67 MB的大小.
  • 保持了包括精度,特异性和灵敏度在内的高性能指标.

结论:

  • TB-FSNet提供了一种高效准确的解决方案,用于通过胸部X射线检测结核病.
  • 该模型的轻量级设计使其适合在嵌入式和边缘设备上部署,用于实时分析.
  • 这一进步提高了结核病检测的可访问性和效率,提供了立即的诊断见解.