论文标题
通过使用热图像和深度学习算法
People detection and social distancing classification in smart cities for COVID-19 by using thermal images and deep learning algorithms
论文作者
论文摘要
Covid-19是由严重呼吸道综合征冠状病毒引起的疾病。它于2019年12月在中国武汉确定。这导致了一场持续的大流行,导致感染病例,包括某些死亡。冠状病毒主要在密切接触期间主要散布在人之间。这项研究激发了这一概念,提出了一种人工智能系统,用于使用热图像进行社会距离分类。通过利用Yolov2(您看一次),开发了一种深度学习检测技术,用于检测和跟踪室内和室外场景中的人们。还实施了一种算法,用于测量和分类人员之间的距离,并自动检查社会距离规则是否受到尊重。因此,这项工作旨在通过评估人们是否以及如何遵守社会疏远规则来最大程度地减少Covid-19病毒的传播。所提出的方法应用于通过热摄像机获得的图像,以建立一个完整的AI系统,以追踪人们,社交距离分类和体温监测。训练阶段是通过从不同的热摄像机捕获的两个数据集完成的。地面真相标签应用程序用于标记图像中的人员。实现的结果表明,该提出的方法适用于在智能城市中创建智能监视系统,用于人们检测,社会距离分类和体温分析。
COVID-19 is a disease caused by severe respiratory syndrome coronavirus. It was identified in December 2019 in Wuhan, China. It has resulted in an ongoing pandemic that caused infected cases including some deaths. Coronavirus is primarily spread between people during close contact. Motivating to this notion, this research proposes an artificial intelligence system for social distancing classification of persons by using thermal images. By exploiting YOLOv2 (you look at once), a deep learning detection technique is developed for detecting and tracking people in indoor and outdoor scenarios. An algorithm is also implemented for measuring and classifying the distance between persons and automatically check if social distancing rules are respected or not. Hence, this work aims at minimizing the spread of the COVID-19 virus by evaluating if and how persons comply with social distancing rules. The proposed approach is applied to images acquired through thermal cameras, to establish a complete AI system for people tracking, social distancing classification, and body temperature monitoring. The training phase is done with two datasets captured from different thermal cameras. Ground Truth Labeler app is used for labeling the persons in the images. The achieved results show that the proposed method is suitable for the creation of a smart surveillance system in smart cities for people detection, social distancing classification, and body temperature analysis.