Smartphone based guidance system for visually impaired person

Muhammad Asad, W. Ikram
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引用次数: 11

Abstract

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%.
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基于智能手机的视障人士导航系统
为了方便视障人士导航,我们开发了一个原型导航系统。该制导系统的主要假设是,在不同的现实世界场景中存在许多直线路径。这些直线路径有平行的边缘,当它们被捕捉成图像时,似乎会收敛到一个被称为消失点的点。对捕获的帧进行适当的特征提取和数学建模,可以检测到这些平行边缘。然后计算消失点并形成一个决策系统,该系统通知盲人他/她偏离了直线路径。该系统的范围仅限于直线路径,并已在不同的照明条件和不同程度的遮挡下进行了测试。使用安装在二维机器人平台上的笔记本电脑来开发和验证算法的鲁棒性。最后,为该视觉引导系统实现了基于智能手机的实时应用程序,其中决策系统返回音频输出来引导视障人士。此应用程序的平均执行率为每秒20帧,每帧为320 × 240像素大小。在有行人和其他物体的场景中,该系统的准确率为84.1%,而在没有行人的情况下,该系统的准确率超过90%。
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