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

Asthma-II: Pathophysiology and Classification01:26

Asthma-II: Pathophysiology and Classification

2.7K
Asthma is a prevalent chronic respiratory condition marked by inflammation and hyperresponsiveness of the airways. Its pathophysiology involves complex interactions among inflammatory pathways, immune responses, and neural mechanisms.
Additionally, environmental and genetic factors play crucial roles in determining an individual's susceptibility to asthma and the severity of their condition.
Critical processes in asthma pathophysiology include:
2.7K
Classification of Illness01:17

Classification of Illness

7.5K
The meaning of illness is individualized to each person who experiences an alteration in health. In contrast, disease is a medical term indicating a pathological change in the structure and function of the body or mind. It is a condition that has specific symptoms and boundaries.
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
7.5K
Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies01:27

Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies

2.5K
Assessing and diagnosing Chronic Obstructive Pulmonary Disease (COPD) involves a detailed approach that includes a comprehensive review of medical history, physical examination, and a variety of diagnostic tests. This thorough evaluation is essential to ensure an accurate diagnosis and guide effective management strategies.
Medical History
2.5K

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

The Cutting Edge: Interventional Strategies for Pain Management.

Physical medicine and rehabilitation clinics of North America·2026
Same author

Machine-Learning-Based Disease Diagnosis and Prediction: Progress, Perspectives, and the Path Forward.

Diagnostics (Basel, Switzerland)·2026
Same author

Redox homeostasis and trace metal regulation drive allantoin-induced tolerance against combined microplastic and cadmium stress in pea (Pisum sativum L.).

Journal of trace elements in medicine and biology : organ of the Society for Minerals and Trace Elements (GMS)·2026
Same author

An explainable multi-stage framework for brain tumor classification using hybrid feature fusion and EfficientNetB5 model.

Scientific reports·2026
Same author

A gated task-attentive multi-task network for unified retinal image analysis.

Scientific reports·2026
Same author

Characteristics and Outcomes of Patients With Malignancies Prior to Colorectal Cancer: A Propensity Score Matched Analysis.

Journal of gastrointestinal cancer·2026

相关实验视频

Updated: Jul 12, 2025

Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia
08:05

Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia

Published on: December 19, 2020

14.2K

MixNet-LD:使用修改后的MixNet模型对多种肺部疾病的自动分类系统.

Ayesha Ahoor1, Fahim Arif1, Muhammad Zaheer Sajid1

  • 1Department of Computer Software Engineering, MCS, National University of Science and Technology, Islamabad 44000, Pakistan.

Diagnostics (Basel, Switzerland)
|October 28, 2023
PubMed
概括

这项研究引入了MixNet-LD,这是一种用于分类肺部疾病严重程度的自动化系统. 这种新的方法达到98.5%的准确性,改善了对肺炎和肺癌等疾病的医学图像分析.

关键词:
在 COVID-19 疫情中,深度学习 (DL) 是指深度学习.深度神经网络是一个神经网络.它们是密集的块块.功能损失的功能损失的功能.肺炎是一种肺炎.放射学 放射学是指放射学结核病是一种肺结核病.

更多相关视频

Author Spotlight: Advancing 3D Modeling for Enhanced Diagnosis and Treatment of Pulmonary Nodules in Early-Stage Lung Cancer
07:53

Author Spotlight: Advancing 3D Modeling for Enhanced Diagnosis and Treatment of Pulmonary Nodules in Early-Stage Lung Cancer

Published on: October 13, 2023

1.5K
Generation of a Chronic Obstructive Pulmonary Disease Model in Mice by Repeated Ozone Exposure
08:17

Generation of a Chronic Obstructive Pulmonary Disease Model in Mice by Repeated Ozone Exposure

Published on: August 25, 2017

11.0K

相关实验视频

Last Updated: Jul 12, 2025

Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia
08:05

Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia

Published on: December 19, 2020

14.2K
Author Spotlight: Advancing 3D Modeling for Enhanced Diagnosis and Treatment of Pulmonary Nodules in Early-Stage Lung Cancer
07:53

Author Spotlight: Advancing 3D Modeling for Enhanced Diagnosis and Treatment of Pulmonary Nodules in Early-Stage Lung Cancer

Published on: October 13, 2023

1.5K
Generation of a Chronic Obstructive Pulmonary Disease Model in Mice by Repeated Ozone Exposure
08:17

Generation of a Chronic Obstructive Pulmonary Disease Model in Mice by Repeated Ozone Exposure

Published on: August 25, 2017

11.0K

科学领域:

  • 医学成像和人工智能 医学成像和人工智能
  • 计算机辅助诊断 计算机辅助诊断
  • 呼吸系统医学 呼吸系统医学

背景情况:

  • 肺部疾病对健康构成重大风险,需要准确的严重程度评估才能有效管理.
  • 目前的治疗重点是控制不可逆转的肺部疾病严重程度.
  • 需要自动化,一致的方法来可靠地确定肺部疾病的强度.

研究的目的:

  • 开发一种自动化的方法,MixNet-LD,用于识别和分类肺部疾病的严重程度.
  • 为了利用一个升级的预先训练的MixNet模型来增强肺部疾病的分类.
  • 提高医疗图像分析在诊断肺部疾病的准确性和效率.

主要方法:

  • 开发了MixNet-LD,这是一个使用预先训练的MixNet模型的自动化系统.
  • 使用Grad-Cam实现了预处理策略,用于降低噪音和突出显示功能.
  • 利用数据增强来进行数据集平衡,并使用密集块来改进分类.
  • 使用SVM分类器将图像分类为正常,COVID-19,肺炎,结核病和肺癌等类别.

主要成果:

  • MixNet-LD实现了具有可管理的模型复杂性的最先进性能.
  • 该系统的准确性很高,在一个具有挑战性的肺病数据集上达到98.5%.
  • 在各种数据集上进行测试,包括新的Pak-Lungs数据集.

结论:

  • MixNet-LD有效地提高了医学图像分析中的分类准确性.
  • 拟议的方法为肺部疾病检测提供了更好的性能和学习能力.
  • 这项研究有助于为临床应用开发先进的医疗图像处理策略.