使用热摄像头检测隐藏武器
Juan D Muñoz1, Jesus Ruiz-Santaquiteria1, Oscar Deniz1
1VISILAB, Escuela Técnica Superior de Ingeniería Industrial, University of Castilla-La Mancha, 13071 Ciudad Real, Spain.
Journal of imaging
|March 26, 2025
概括
这项研究提出了一种新的热成像和深度学习方法,用于检测隐藏的手枪. 该系统针对移动设备进行了优化,显著提高了执法和监视的武器检测准确性.
科学领域:
- 计算机科学 计算机科学
- 电气工程 电气工程
- 安全技术 安全技术
背景情况:
- 越来越多的安全威胁需要先进的武器检测.
- 现有的方法与隐藏的武器和虚假报警作斗争.
研究的目的:
- 利用热成像和深度学习开发一种新的两阶段方法,用于隐藏的手枪检测.
- 为执法和监视应用创建一个实用,轻量级的系统.
主要方法:
- 一个两阶段的方法:框架级枪支检测,其次是人际关联.
- 开发用于嵌入式系统的轻量级算法和定制的热数据集.
- 在胸部佩戴的安卓智能手机上实现,配备小型热摄像头,用于无手操作.
主要成果:
- 在一个定制的热数据集上获得了64.52%的平均平均精度 (mAP@50-95).
- 与最先进的方法相比,明显减少了虚假阳性和虚假阴性.
- 在受控隐藏场景中证明有效.
结论:
- 拟议的方法为隐藏武器检测提供了一个可扩展和实用的解决方案.
- 该系统针对低端嵌入式设备的优化使可穿戴和移动安全应用程序成为可能.
- 提高可靠性和准确性为执法和监视提供了宝贵的工具.
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