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TOUCHLESS USER INTERFACE BASED ON MARKER DETECTION AND TRACKING FOR REAL-TIME MOBILE APPLICATIONS

机译:基于标记检测和跟踪的实时移动应用程序的无用户界面

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摘要

A touchless user interaction system based on marker detection and tracking is proposed for real-time mobile applications. The proposed algorithm can robustly estimate users' control information with a camera on a mobile device, which often has limited hardware resources and is influenced by varying environmental conditions. First, we detect a pre-registered marker based on the normalized correlation coefficient. Then, we track the marker motion by employing the contrast invariant mean-shift algorithm. More specifically, the proposed contrast invariant mean-shift algorithm transforms a candidate frame in order to match its histogram into the histogram of the target frame. It then tracks feature points by performing the mean-shift on both original and transformed candidate frames adaptively. To evaluate the performance of the proposed interaction system, we implement 'Painting', 'Camera' and 'Virtual Keypad' applications. Experimental results demonstrate that the proposed algorithm provides better interaction performance than the conventional method, while demanding lower computational complexity and thus supporting real-time user interaction.
机译:提出了一种基于标记检测和跟踪的非接触式用户交互系统,用于实时移动应用。所提出的算法可以通过移动设备上的相机来鲁棒地估计用户的控制信息,该相机通常具有有限的硬件资源并且受变化的环境条件的影响。首先,我们基于归一化的相关系数检测一个预先注册的标记。然后,我们采用对比不变均值漂移算法跟踪标记运动。更具体地,所提出的对比度不变均值漂移算法将候选帧变换以便将其直方图匹配为目标帧的直方图。然后,它通过自适应地对原始和变换后的候选帧执行均值平移来跟踪特征点。为了评估所提出的交互系统的性能,我们实现了“绘画”,“相机”和“虚拟键盘”应用程序。实验结果表明,与传统方法相比,该算法具有更好的交互性能,同时要求较低的计算复杂度,并支持实时的用户交互。

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