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Real-time Moving Object Video Tracking using Support Vector Machines for Visual Servo Application

机译:使用支持向量机的视觉伺服应用实时运动对象视频跟踪

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Visual servo refers to a process of moving a robot to fulfill certain specific purpose by using visual feedback. For a 2 DOF platform such as pan-tilt camera, the main purpose is to maintain the target object position in the camera field of view, specifically in the center of the image plane. This problem of automatically tracking a moving target has become a research topic worthy of further investigation because of the increasing use in video surveillance and security system. Nonetheless, the success of this problem in real time condition lies primarily on the performance of the visual feedback system used. This paper addresses the visual tracking control of an unknown target that may move arbitrarily in the scene. We proposed a system consist of a SONY FCB-EV7520 camera placed on pan-tilt manipulator platform, and the so-called structured output tracking with kernel (STRUCK) to track a moving target based on the consecutive image acquired. For visual servo control, a simple Proportional-Integral-Derivative controller is used for reducing the system error. Simulations on different conditions have verified the performance of the proposed system.
机译:视觉伺服是指通过使用视觉反馈来移动机器人以实现某些特定目的的过程。对于2自由度平台(例如,云台摄像机),主要目的是保持目标对象在摄像机视场中的位置,尤其是在图像平面的中心。由于在视频监视和安全系统中的使用越来越多,因此自动跟踪移动目标的问题已成为值得进一步研究的研究课题。尽管如此,实时条件下此问题的成功主要取决于所使用的视觉反馈系统的性能。本文讨论了可能在场景中任意移动的未知目标的视觉跟踪控制。我们提出了一个系统,该系统包括一个放置在云台操纵器平台上的SONY FCB-EV7520摄像机,以及一个所谓的结构化内核输出跟踪(STRUCK),用于基于连续获取的图像来跟踪运动目标。对于视觉伺服控制,简单的比例积分微分控制器用于减少系统误差。在不同条件下的仿真已验证了所提出系统的性能。

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