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Smartphone based Guidance System for Visually Impaired Person

机译:基于智能手机的视障人士指导系统

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In order to facilitate the visually impaired person in navigation, we have developed a prototype guidance system. The main assumption of this guidance system is that there are many straight paths in different real world scenarios. These straight paths have parallel edges, which when captured as an image seem to converge to a single point called the vanishing point. Proper feature extraction and mathematical modelling of the captured frame leads to the detection of these parallel edges. The vanishing point is then calculated and a decision system is formed which notifies the blind person about his/her deviation from a straight path. The scope of this system is limited to a straight path and has been tested in different lighting conditions and with different level of occlusion. A laptop mounted on a 2D robotic platform is used to develop and verify the robustness of the algorithm. Finally, a smartphone based real-time application has been implemented for this visual guidance system, in which the decision system returns an audio output to guide the visually impaired person. This application has an average execution rate of 20 frames per second, with each frame being of 320 by 240 pixel size. The system has an accuracy of 84.1% in a scenario with pedestrians and other objects, while without pedestrians it produces an accuracy of over 90%.
机译:为了促进导航的视力受损,我们开发了一个原型指导系统。本指导系统的主要假设是不同现实世界方案中存在许多直线路径。这些直线路径具有平行边缘,当捕获为图像时似乎会聚到称为消失点的单点。捕获框架的适当特征提取和数学建模导致检测这些平行边缘。然后计算消失点,形成决策系统,该决策系统将盲人与直线路径偏差通知他/她。该系统的范围仅限于直线路径,并且已经在不同的照明条件下测试并具有不同的遮挡水平。安装在2D机器人平台上的笔记本电脑用于开发和验证算法的鲁棒性。最后,已经为此可视化制导系统实现了基于智能手机的实时应用,其中决策系统返回音频输出以指导视觉受损人员。此应用程序的平均执行率为每秒20帧,每个帧为320乘240像素大小。该系统在具有行人和其他物体的场景中的精度为84.1%,而没有行人,它产生的精度超过90%。

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