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Simple Smartphone-Based Guiding System for Visually Impaired People

机译:基于简单智能手机的视障人士导航系统

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摘要

Visually impaired people are often unaware of dangers in front of them, even in familiar environments. Furthermore, in unfamiliar environments, such people require guidance to reduce the risk of colliding with obstacles. This study proposes a simple smartphone-based guiding system for solving the navigation problems for visually impaired people and achieving obstacle avoidance to enable visually impaired people to travel smoothly from a beginning point to a destination with greater awareness of their surroundings. In this study, a computer image recognition system and smartphone application were integrated to form a simple assisted guiding system. Two operating modes, online mode and offline mode, can be chosen depending on network availability. When the system begins to operate, the smartphone captures the scene in front of the user and sends the captured images to the backend server to be processed. The backend server uses the faster region convolutional neural network algorithm or the you only look once algorithm to recognize multiple obstacles in every image, and it subsequently sends the results back to the smartphone. The results of obstacle recognition in this study reached 60%, which is sufficient for assisting visually impaired people in realizing the types and locations of obstacles around them.
机译:视障人士即使在熟悉的环境中也常常不意识到面前的危险。此外,在陌生的环境中,此类人员需要指导以减少与障碍物碰撞的风险。这项研究提出了一个简单的基于智能手机的导航系统,用于解决视障人士的导航问题并实现避障,从而使视障人士能够从起点平稳地旅行到目的地,并更加了解周围环境。在这项研究中,计算机图像识别系统和智能手机应用程序集成在一起,形成了一个简单的辅助导航系统。可以根据网络可用性选择在线和离线两种操作模式。当系统开始运行时,智能手机会捕获用户面前的场景,并将捕获的图像发送到后端服务器进行处理。后端服务器使用速度更快的区域卷积神经网络算法,或者您只需看一次即可识别每个图像中的多个障碍,然后将结果发送回智能手机。在这项研究中,障碍物识别的结果达到了60%,足以帮助视力障碍人士了解他们周围障碍物的类型和位置。

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