相关实验视频
Updated: Sep 14, 2025

07:40
Multi-Modal Home Sleep Monitoring in Older Adults
Published on: January 26, 2019
7.8K
一个用于训练深度学习模型的多式数据集,旨在检测和分析睡眠呼吸暂停的深度学习模型
Jing Tao1, Jingjing Huang2,3, Beiping Miao4
1Department of Otorhinolaryngology, Shenzhen Second People's Hospital, 3002 Sun Gang West Road, Shenzhen, 518035, Guangdong, China.
Scientific data
|July 18, 2025
概括
一个新的数据集结合了多睡眠学 (PSG) 和同步音频录音,有助于诊断睡眠呼吸暂停综合征 (SAS). 本资源支持深度学习模型,以提高SAS检测的准确性和效率.
科学领域:
- 呼吸系统医学 呼吸系统医学
- 医疗信息学 医疗信息学
- 医疗保健中的人工智能
背景情况:
- 睡眠呼吸暂停综合征 (SAS) 是一种严重的呼吸系统疾病,具有严重的健康影响,如高血压和认知障碍.
- 由于SAS症状的微妙性质,往往导致诊断延迟,而临床查则资源密集.
- 现有的SAS诊断方法可能耗时,需要专门的设备.
研究的目的:
- 为睡眠呼吸暂停综合征 (SAS) 研究引入一个全新的,全面的数据集.
- 促进深度学习模型的开发和应用,用于SAS诊断.
- 为科学界提供标准化,高质量和公开可用的数据资源.
主要方法:
- 集成来自多音声学 (PSG) 设备的数据与同步音频录音.
- 专家医疗专业人员根据PSG监测对数据集进行严格的注释.
- 创建一个公开可访问的,标准化的数据资源.
主要成果:
- 一个高质量的注释数据集,将PSG和SAS的同步音频数据结合起来.
- 该数据集旨在支持深度学习算法的培训和验证.
- 能够为睡眠呼吸暂停综合征提供更准确,更有效的诊断方法.
结论:
- 开发的数据集是促进睡眠呼吸暂停综合征研究的宝贵资源.
- 预计它将通过深度学习应用程序提高诊断准确性和效率.
- 促进SAS在检测和管理方面的科学创新.
更多相关视频
04:04Asthma Detection Research Based on Voice Signal Processing and Machine Learning
Published on: July 22, 2025
420
04:54Author Spotlight: IntelliSleepScorer — A High-Accuracy, Accessible GUI Software for Automated Sleep Stage Scoring in Mice and its Application in Psychiatric Research
Published on: November 8, 2024
659
相关概念视频
Sleep Apnea
224
Sleep apnea is a condition where breathing stops intermittently during sleep, often leading to significant health issues. Each episode can last from 10 to 20 seconds or more and is frequently accompanied by a brief arousal from sleep. This disturbance, largely unnoticed by the individual, can lead to severe daytime fatigue. Commonly, individuals seek help after being informed by their partners about loud snoring and noticeable breathing pauses during sleep.
The condition is more prevalent among...
The condition is more prevalent among...
224
Substance Use Disorders Affecting Sleep
219
Substance use disorders involve a pattern of using drugs more extensively than intended and continuing use despite harmful consequences. This includes legal substances like alcohol and nicotine, as well as illegal drugs. These disorders often involve both physical and psychological dependence, reflecting compulsive use of substances that significantly alter thoughts, feelings, and behaviors, contributing to a major public health issue.
Understanding the concepts of physical dependence,...
Understanding the concepts of physical dependence,...
219