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

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

Effects of game interactivity on perceived emotional challenge, mixed-affect emotional experiences and physiological responses.

Frontiers in psychology·2026
Same author

Research on the Robustness of Focus Measure Operators Based on RRMSE.

Sensors (Basel, Switzerland)·2026
Same author

From stiffness-softness paradox to drug delivery systems: mechanical properties and regulation in tumor progression.

International journal of pharmaceutics·2026
Same author

Formulation Design of a Hot-melt Extrusion-Based Amorphous Solid Dispersion to Optimize Palatability of Berberine Hydrochloride with In Vitro and In Vivo Evaluation.

AAPS PharmSciTech·2026
Same author

Population history and subsistence of farming communities in an agro-pastoral transition zone of northern China: ancient DNA and isotopic evidence from the Erdaojingzi site.

Scientific reports·2026
Same author

Mechanisms of heat and hypoxia defense in the sea cucumber Apostichopus japonicus: Insights from ubiquitination regulation.

Comparative biochemistry and physiology. Part D, Genomics & proteomics·2026
Same journal

Consensus by design: Conflict of interest and the intravenous ketamine Delphi guidelines.

Journal of affective disorders·2026
Same journal

Impaired crying despite preserved emotional experience under antidepressant treatment: An under-recognized clinical phenomenon.

Journal of affective disorders·2026
Same journal

Corrigendum to "Effects of neuronavigation-guided rTMS on serum BDNF, TrkB and VGF levels in depressive patients with suicidal ideation" [J. Affect. Disord. 323 (2023) 617-623].

Journal of affective disorders·2026
Same journal

Transcutaneous vagus nerve stimulation enhances reward-effort efficiency in severe major depressive disorder.

Journal of affective disorders·2026
Same journal

Age-varying associations between attitudes toward suicide and suicidal ideation in Chinese psychiatric outpatients.

Journal of affective disorders·2026
Same journal

Aripiprazole once-monthly for patients diagnosed with bipolar I disorder: Number needed to treat, number needed to harm, and likelihood to be helped or harmed.

Journal of affective disorders·2026
查看所有相关文章

相关实验视频

Updated: Jan 17, 2026

Asthma Detection Research Based on Voice Signal Processing and Machine Learning
04:04

Asthma Detection Research Based on Voice Signal Processing and Machine Learning

Published on: July 22, 2025

934

自动掩盖音频谱变压器用于从语音中检测抑郁症.

Mianchen Zhang1, Jian He2, Xiaolan Peng3

  • 1College of Computer Science and Technology, Beijing University of Technology, No. 100, Pingleyuan, Beijing 100124, China.

Journal of affective disorders
|September 18, 2025
PubMed
概括
此摘要是机器生成的。

这项研究介绍了Auto-Masked Audio Spectrogram Transformer (AMAST),这是一个新的深度学习模型,用于使用语音检测抑郁症. 在识别抑郁语音标记方面,AMAST 实现了高准确度,提供了一个非侵入性查工具.

关键词:
音频谱图变压器 音频谱图变压器自动化的自动化.大型抑郁症是严重的抑郁症.滑动窗口的窗口是一个滑动窗口.时间频率注意力.

更多相关视频

Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment
05:19

Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment

Published on: July 7, 2023

3.3K
Computer-based Multitaper Spectrogram Program for Electroencephalographic Data
04:13

Computer-based Multitaper Spectrogram Program for Electroencephalographic Data

Published on: November 13, 2019

12.8K

相关实验视频

Last Updated: Jan 17, 2026

Asthma Detection Research Based on Voice Signal Processing and Machine Learning
04:04

Asthma Detection Research Based on Voice Signal Processing and Machine Learning

Published on: July 22, 2025

934
Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment
05:19

Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment

Published on: July 7, 2023

3.3K
Computer-based Multitaper Spectrogram Program for Electroencephalographic Data
04:13

Computer-based Multitaper Spectrogram Program for Electroencephalographic Data

Published on: November 13, 2019

12.8K

科学领域:

  • 人工智能的人工智能
  • 计算语言学 计算语言学
  • 精神病学是一个精神病学.

背景情况:

  • 抑郁症是一种由认知和情绪变化标志着的心理障碍.
  • 目前用于抑郁症的诊断方法可能昂贵且侵入性.
  • 语音分析为早期抑郁症检测提供了一种可行的,易于使用的方法.

研究的目的:

  • 介绍自动掩饰音频谱变压器 (AMAST) 用于从语音中检测抑郁症.
  • 评估AMAST在从语音谱图中提取抑郁相关特征方面的表现.
  • 为心理健康评估提供一个可访问的,非侵入性的工具.

主要方法:

  • 开发了自动化音频谱变压器 (AMAST) 深度学习框架.
  • AMAST利用滑动窗口细分和自动掩盖训练来增强语境学习.
  • 一个时间频率注意力机制被纳入以捕获全面的语音信息.

主要成果:

  • 在两个不同的数据集上,AMAST获得了高F1分数 (0.92和0.91).
  • 面试等情感唤起的演讲任务显著提高了表现.
  • 该模型在各种条件下在检测微妙的抑郁语音标志物方面表现出强大.

结论:

  • 作为抑郁症查的非侵入性工具,AMAST显示出显著的希望.
  • 该模型在各种任务和数据集中的有效性支持其临床实用性.
  • AMAST可以帮助远程心理健康评估和早期干预策略.