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Laser Spot Tracking Based on Modified Circular Hough Transform and Motion Pattern Analysis

机译:基于改进的环形霍夫变换和运动模式分析的激光光斑跟踪

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摘要

Laser pointers are one of the most widely used interactive and pointing devices in different human-computer interaction systems. Existing approaches to vision-based laser spot tracking are designed for controlled indoor environments with the main assumption that the laser spot is very bright, if not the brightest, spot in images. In this work, we are interested in developing a method for an outdoor, open-space environment, which could be implemented on embedded devices with limited computational resources. Under these circumstances, none of the assumptions of existing methods for laser spot tracking can be applied, yet a novel and fast method with robust performance is required. Throughout the paper, we will propose and evaluate an efficient method based on modified circular Hough transform and Lucas–Kanade motion analysis. Encouraging results on a representative dataset demonstrate the potential of our method in an uncontrolled outdoor environment, while achieving maximal accuracy indoors. Our dataset and ground truth data are made publicly available for further development.
机译:激光指示器是不同的人机交互系统中使用最广泛的交互式和指向设备之一。现有的基于视觉的激光光斑跟踪方法是为室内受控环境设计的,主要假设是激光光斑非常亮,即使不是图像中最亮的光斑。在这项工作中,我们有兴趣开发一种用于室外开放空间环境的方法,该方法可以在计算资源有限的嵌入式设备上实现。在这种情况下,不能使用现有方法进行激光光斑跟踪的任何假设,但仍需要一种具有鲁棒性能的新颖且快速的方法。在整篇文章中,我们将提出并评估一种基于改进的圆形Hough变换和Lucas-Kanade运动分析的有效方法。代表性数据集上令人鼓舞的结果证明了我们的方法在不受控制的室外环境中的潜力,同时在室内实现了最大的准确性。我们的数据集和地面真相数据已公开提供以供进一步开发。

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