Security Enhancement using Machine Learning for Concealed Object Detection

使用机器学习进行隐藏物体检测增强安全性

• 批准号: 544459-2019
• 负责人: Yanushkevich, Svetlana
• 金额: $ 0.91万
• 依托单位: University of Calgary
• 依托单位国家: 加拿大
• 项目类别: Engage Plus Grants Program
• 财政年份: 2019
• 资助国家: 加拿大
• 起止时间: 2019-01-01 至 2020-12-31
• 项目状态: 已结题
• 来源: https://www.nserc-crsng.gc.ca/ase-oro/Details-Detailles_eng.asp?id=675233
• 关键词: Security; Enhancement; using; Machine; Learning

This EngagePlus is a continuation of the research project started in Engage Grant, involving the BiometricTechnologies Laboratory (BTLab) at the University of Calgary and Patriot One Technologies Inc. (PatriotOne).The project is related to enhancing security in public places by developing systems for illicit concealed objectsdetection. The BTLab researchers applied soft biometrics such as gait and body action, collected usingRGB-depth sensors, to assist PatriotOne is developing their object detection using an ultra-wide band cognitiveradar.The two main objectives of the proposed Engage Plus Grant are as follows:(1) Fully integrate the developed algorithms and the depth data collected using RGB-depth sensors with thePartriotOne experimental data collection protocol.(2) Continue research and development on Generative Adversarial Networks for helping reduce thecumbersome task of data collection for training the PatrioOne system.Ultimately, the collaboration between BTLab and PatriotOne during the Engage Plus will result in the researchand development of a novel process to design and test radar systems for concelaed object detection in real-time.The novel design process will assist PatriotOne in improving their system to bring to a finalized commercialproduct.

这个EngagePlus是Engage Grant开始的研究项目的延续，涉及卡尔加里大学和Patriot One Technologies Inc.的生物识别技术实验室（BTLab）。该项目涉及通过开发非法隐藏物探测系统来加强公共场所的安全。BTLab的研究人员应用软生物识别技术，如步态和身体动作，使用RGB深度传感器收集，以帮助PatriotOne正在开发他们的目标检测使用超宽带认知雷达.拟议的Engage Plus Grant的两个主要目标如下：（1）完全集成开发的算法和使用RGB深度传感器收集的深度数据与PartriotOne实验数据收集协议. (2)继续研究和开发生成对抗网络，以帮助减少训练PatrioOne系统的繁琐数据收集任务。最终，BTLab和PatriotOne在Engage Plus期间的合作将导致研究和开发一种新的过程，以设计和测试用于真实的隐蔽物体探测的雷达系统-新的设计过程将有助于PatriotOne改进他们的系统，使其最终成为商业产品。