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Toward Device-Free Micro-Gesture Tracking via Accurate Acoustic Doppler-Shift Detection

机译:通过精确的声学多普勒频移检测实现无设备微手势跟踪

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摘要

As a universal interaction method, hand and finger gestures can express people's intention directly and clearly in daily life, and has been one of the hotspots in human-computer interaction community. In this paper, we present DMT, a device-free finger gesture tracking system that can track and recognize the finger motion accurately. To achieve this, we transform the mobile device, such as a smart phone, into an active sonar system by establishing inaudible audio links between the built-in speakers and microphone. The finger motion will have an effect (e.g., Doppler-shift) on the audio signals, which makes it possible to track the finger motion according to the received signal characteristics at the microphone side. Due to the small reflection energy and slow moving speed of the finger, the existing methods cannot detect the Doppler-shift accurately. To this end, a Fourier fitting-based method is proposed in the DMT to accurately detect the Doppler-shift. With the detected Doppler-shift, the DMT can track the finger motion with high accuracy. The DMT supports all kinds of finger gestures interaction, including characters and shapes. Extensive experiments demonstrate the high accuracy and robustness of the DMT in dynamic environments.
机译:作为一种通用的交互方式,手势可以在日常生活中直接清晰地表达人们的意图,已成为人机交互领域的热点之一。在本文中,我们介绍了DMT,这是一种无需设备的手指手势跟踪系统,可以准确地跟踪和识别手指运动。为此,我们通过在内置扬声器和麦克风之间建立听不见的音频链接,将智能手机等移动设备转变为有源声纳系统。手指运动将对音频信号产生影响(例如,多普勒频移),这使得可以根据在麦克风侧的接收信号特性来跟踪手指运动。由于手指的反射能量小,移动速度慢,现有的方法无法准确地检测出多普勒频移。为此,在DMT中提出了一种基于傅立叶拟合的方法,以准确检测多普勒频移。通过检测到的多普勒频移,DMT可以高精度地跟踪手指运动。 DMT支持各种手指手势交互,包括字符和形状。大量的实验证明了DMT在动态环境中的高精度和鲁棒性。

著录项

  • 来源
    《Quality Control, Transactions》 |2019年第2019期|1084-1094|共11页
  • 作者单位

    Yanshan Univ, Sch Informat Sci & Engn, Qinhuangdao 066004, Peoples R China;

    Yanshan Univ, Sch Informat Sci & Engn, Qinhuangdao 066004, Peoples R China;

    Yanshan Univ, Sch Informat Sci & Engn, Qinhuangdao 066004, Peoples R China|Yanshan Univ, Sch Econ & Management, Sch Informat Sci & Engn, Qinhuangdao 066004, Peoples R China;

    Yanshan Univ, Sch Informat Sci & Engn, Qinhuangdao 066004, Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Device free; finger gesture tracking; Fourier fitting; Doppler-shift;

    机译:无需设备;手指手势跟踪;傅里叶拟合;多普勒频移;

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