个人防护设备数据集
1Department of Industrial Engineering and Management, National Chin-Yi University of Technology No.57, Sec. 2, Zhongshan Rd., Taiping Dist., Taichung 411030, Taiwan (R.O.C.).
Data in brief
|September 2, 2025
概括
一个新的个人防护设备 (PPE) 目标检测数据集被创建,以提高高风险行业的工人安全. 这种资源有助于提高建筑工地安全和工业安全标准.
科学领域:
- 计算机视觉
- 职业安全与健康
- 机器学习
背景情况:
- 个人防护设备 (PPE) 对于建筑和制造业等危险环境中的工人安全至关重要.
- 现有的安全措施需要有效的工具来监测和执行个人防护设备的合规性.
- 自动检测个人防护设备对于实时安全干预至关重要.
研究的目的:
- 开发和引入个人防护设备 (PPE) 目标检测的综合数据集.
- 为培训和评估个人防护设备的物体检测模型提供有价值的资源.
- 提高工业和建筑环境中的工人安全.
主要方法:
- 一个由 2286 张图像组成的数据集从各种公共平台和现实场景中整理出来.
- 这些图像按照官方的YOLO (You Only Look Once) 规范进行了注释.
- 该数据集旨在与YOLOv8和YOLOv11等流行的物体检测框架兼容.
主要成果:
- 一个专门的个人防护设备目标检测数据集已经成功创建.
- 由于图像来源多样化,该数据集提供了广泛的表现.
- 在YOLO格式的注释确保与最先进的物体检测模型无集成.
结论:
- 开发的个人防护设备数据集对提高职业安全作出了重大贡献.
- 它促进了自动化系统的发展,以监控个人防护设备的合规性.
- 这种资源有望提高工业安全标准并减少工作场所事故.
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