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

[Mechanism study on Bushen Yisui Shengxue Formula regulating Hippo/Yap pathway to restore bone marrow hematopoietic function in aplastic anemia].

Zhongguo Zhong yao za zhi = Zhongguo zhongyao zazhi = China journal of Chinese materia medica·2026
Same author

Acquired <i>ROS1</i> Intragenic Rearrangements as a Resistance Mechanism in <i>EGFR</i>-Mutant Non-Small Cell Lung Cancer: A Case Series.

Current oncology (Toronto, Ont.)·2026
Same author

Analysis of whole genome sequencing and plasma metabolomics unveil genetic determinants and clinical implications for human health.

Nature communications·2026
Same author

Diagnostic impact of tau versus amyloid PET in patients with cognitive symptoms.

Brain : a journal of neurology·2026
Same author

Enhancing End-of-Life Care Competencies of New Graduate Nurses With an Interactive e-Book and Experiential Learning: A Mixed-Methods Study.

Journal of continuing education in nursing·2026
Same author

Plasma p-Tau217 improves diagnostic accuracy and clinician confidence in cognitive disorder classification.

Innovation (Cambridge (Mass.))·2026
Same journal

Occupational exposure assessment modeling and statistical tools: Recommendations for compliance-focused practitioners to improve risk communication.

Journal of occupational and environmental hygiene·2026
Same journal

Special issue on firefighter safety and health.

Journal of occupational and environmental hygiene·2026
Same journal

"The Action Level<sup>®</sup>".

Journal of occupational and environmental hygiene·2026
Same journal

Enhancing noise reduction in 3D-printed earmuffs through geometric design of internal structures.

Journal of occupational and environmental hygiene·2026
Same journal

Addressing the public health gap in respiratory protective devices in the United States.

Journal of occupational and environmental hygiene·2026
Same journal

Occupational exposure limit variability and hazard characterization alignment-implications for protection from respiratory irritation.

Journal of occupational and environmental hygiene·2026
查看所有相关文章

相关实验视频

Updated: May 23, 2025

Author Spotlight: Development of an Automated Camera-Based System for Real-Time Blast Overpressure Monitoring and TBI Risk Assessment in Military Training
06:20

Author Spotlight: Development of an Automated Camera-Based System for Real-Time Blast Overpressure Monitoring and TBI Risk Assessment in Military Training

Published on: December 6, 2024

2.4K

通过数据增强改进人工智能在火灾场景中的对象检测.

Fatima Lois Suarez1, Yi-Lin Chen1, Ray Hsienho Chang2

  • 1Department of Computer Science, Chengchi University, Taipei City, Taiwan.

Journal of occupational and environmental hygiene
|May 21, 2025
PubMed
概括
此摘要是机器生成的。

像CLAHE和Zero-DCE这样的图像增强技术提高了人工智能 (AI) 对消防员和消防车在灾难响应中对象检测的准确性. 这样可以提升AI.

关键词:
人工智能 (AI) 是一种人工智能.数据的论证数据的论证消防员安全消防员安全对象检测检测对象检测对象检测职业安全和健康问题 职业安全和健康问题

更多相关视频

Author Spotlight: Enhancement of Salient Object Detection for Smart Grid Applications
03:31

Author Spotlight: Enhancement of Salient Object Detection for Smart Grid Applications

Published on: December 15, 2023

449
Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
03:14

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness

Published on: December 6, 2024

474

相关实验视频

Last Updated: May 23, 2025

Author Spotlight: Development of an Automated Camera-Based System for Real-Time Blast Overpressure Monitoring and TBI Risk Assessment in Military Training
06:20

Author Spotlight: Development of an Automated Camera-Based System for Real-Time Blast Overpressure Monitoring and TBI Risk Assessment in Military Training

Published on: December 6, 2024

2.4K
Author Spotlight: Enhancement of Salient Object Detection for Smart Grid Applications
03:31

Author Spotlight: Enhancement of Salient Object Detection for Smart Grid Applications

Published on: December 15, 2023

449
Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
03:14

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness

Published on: December 6, 2024

474

科学领域:

  • 计算机视觉 计算机视觉
  • 人工智能的人工智能
  • 消防技术 消防技术

背景情况:

  • 人工智能 (AI) 越来越多地被用于应对灾害,以提高效率,特别是在火场作业中.
  • 人工智能在消防中的一个关键挑战是火灾场景视觉图像的图像质量 (亮度,分辨率) 差.
  • 准确识别消防员和设备对于有效的AI驱动事件管理至关重要.

研究的目的:

  • 评估图像增强技术对人工智能对象检测精度在火灾场景的影响.
  • 为了比较对比度有限的自适应式直方体平衡 (CLAHE) 和零参考深曲线估计 (Zero-DCE) 的有效性,用于人工智能训练数据增强.

主要方法:

  • 训练了一个人工智能物体探测器,使用来自各种火灾场景的图像.
  • 增加了由CLAHE和Zero-DCE处理的图像来增强训练数据集.
  • 在增强和未增强的测试图像上评估探测器性能.

主要成果:

  • 人工智能探测器在数据增强后为消防员 (0.827) 和消防车 (0.945) 实现了高精度.
  • 与基线相比,CLAHE的平均精度 (mAP) 提高了8%,回忆率提高了7%.
  • 零DCE在低光条件下表现出色,获得了最高的消防车精度 (0.945).

结论:

  • 图像增强显著提高了AI模型对火场操作的概括性和准确性.
  • CLAHE和Zero-DCE是增强人工智能在消防中的视觉数据的有效方法.
  • 进一步的研究可以促进人工智能识别,以改善灾害响应和防火管理.