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The optical flow-based analysis of human behavior-specific system

机译:基于光流的人类行为特定系统分析

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To detect illegal behaviors, cameras have to be mounted in public space to analyze human behavior to determine whether it is illegal. In this thesis, we focus on detecting smoking and drinking in certain public spaces as the illegal behaviors. Comparing with other works, our work does not need to establish the background in advance to classify human behavior. The proposed system consists of four modules including face region extraction, multiple hand samples extraction, features extraction, and behavior analysis. We extract three features from each human behavior. They are the touching time between the face and hand samples, smoke detection, and handheld object detection. Then a decision tree is employed to classify the human behavior by using the extracted three features. Experimental result demonstrates that the proposed method can be suited and successfully applied in many environments under various conditions, such as different illumination intensities, different backgrounds, and the different habits exhibited by human.
机译:为了检测非法行为,必须在公共场所安装摄像机以分析人类行为,以确定其是否非法。本文重点研究在某些公共场所吸烟和饮酒为非法行为。与其他作品相比,我们的作品不需要事先建立背景来对人类行为进行分类。拟议的系统包括四个模块,包括面部区域提取,多手样本提取,特征提取和行为分析。我们从每个人类行为中提取三个特征。它们是面部和手部样本之间的触摸时间,烟雾检测和手持对象检测。然后,使用决策树通过提取的三个特征对人类行为进行分类。实验结果表明,所提出的方法可以适合并成功地应用于多种环境下,例如不同的光照强度,不同的背景以及人类表现出的不同习惯。

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