A system for automatic and interactive detection of static objects

Rubén Heras Evangelio, Michael Pátzold, T. Sikora
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引用次数: 8

Abstract

Designing static object detection systems that are able to incorporate user interaction conveys a great benefit in many surveillance applications, since some correctly detected static objects can be considered to have no interest by a human operator. Interactive systems allow the user to include these decisions into the system, making automated surveillance systems more attractive and comfortable to use. In this paper we present a system for the detection of static objects that, based on the detection of a dual background model, classifies pixels by means of a finite-state machine. The state machine provides the meaning for the interpretation of the results obtained from background subtraction and it can be optionally used to integrate user input. The system can thus be used both in an automatic and an interactive manner without requiring any expert knowledge from the user. We successfully validated the system with several public datasets.
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一种用于自动和交互检测静态物体的系统
设计能够结合用户交互的静态对象检测系统在许多监视应用中具有很大的好处,因为一些正确检测到的静态对象可以被认为是人类操作员不感兴趣的。交互式系统允许用户将这些决策纳入系统,使自动化监控系统更有吸引力,使用更舒适。在本文中,我们提出了一种基于双背景模型检测的静态目标检测系统,该系统利用有限状态机对像素进行分类。状态机为解释从背景减法中获得的结果提供了意义,并且可以选择性地使用它来集成用户输入。因此,该系统可以以自动和交互的方式使用,而不需要用户的任何专业知识。我们成功地用几个公共数据集验证了该系统。
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