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MagicHand: Interact with IoT Devices in Augmented Reality Environment

机译:MagicHand:在增强现实环境中与物联网设备交互

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We present an Augmented Reality (AR) visualization and interaction tool for users to control Internet of Things (IoT) devices with hand gestures. Today, smart IoT devices are becoming increasingly ubiquitous with diverse forms and functions, yet most user controls over them are still limited to mobile devices and web interfaces. Recently, AR has been developed rapidly, and provided immersive solutions to enhance user experience of applications in many fields. Its capability to create immersive interactions allows AR to improve the way smart devices are controlled via more direct visual feedback. In this paper, we create a functional prototype of one such system, enabling seamless interactions with sound and lighting systems through the use of augmented hand-controlled interaction panels. To interpret users' intentions, we implement a standard 2D convolution neural network (CNN) for real-time hand gesture recognition and deploy it within our system. Our prototype is also equipped with a simple but effective object detector which can identify target devices within a proper range by analyzing geometric features. We evaluate the performance of our system qualitatively and quantitatively and demonstrate it on two smart devices.
机译:我们为用户提供了一个增强现实(AR)可视化和交互工具,用于通过手势控制物联网(IoT)设备。如今,智能物联网设备越来越具有各种形式和功能,但大多数用户对其的控制仍仅限于移动设备和Web界面。近来,AR已经得到快速发展,并且提供了沉浸式解决方案以增强许多领域中的应用程序的用户体验。它具有创建沉浸式交互的能力,使AR能够改善通过更直接的视觉反馈控制智能设备的方式。在本文中,我们创建了一个这样的系统的功能原型,通过使用增强的手控交互面板来实现与声音和照明系统的无缝交互。为了解释用户的意图,我们实现了用于实时手势识别的标准2D卷积神经网络(CNN),并将其部署到系统中。我们的原型还配备了一个简单但有效的物体检测器,该检测器可以通过分析几何特征来识别适当范围内的目标设备。我们定性和定量地评估系统的性能,并在两个智能设备上进行演示。

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