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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IoT设备进行交互

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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:我们提出了一个增强现实(AR)可视化和交互工具,用于用户使用手势控制物联网(IoT)设备。如今,智能物联网设备越来越多地具有不同的形式和功能,但大多数用户控件仍然仅限于移动设备和Web接口。最近,AR已经发展迅速,并提供了沉浸式解决方案,以增强许多领域的应用程序的用户体验。它创建沉浸式交互的能力允许AR改善智能设备通过更直接的视觉反馈控制的方式。在本文中,我们创建了一种这样的系统的功能原型,通过使用增强的手控制交互面板实现与声音和照明系统的无缝相互作用。要解释用户的意图,我们实现了标准的2D卷积神经网络(CNN),用于实时手势识别并在我们的系统中部署它。我们的原型还配备了简单但有效的物体检测器,可以通过分析几何特征来识别适当范围内的目标设备。我们在定性和定量上评估我们的系统的性能,并在两个智能设备上演示。

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