Based on WHO statistics, many individuals are suffering from visual problems, and their number is increasing yearly. One of the most critical needs they have is the ability to navigate safely, which is why researchers are trying to create and improve various navigation systems. This paper provides a navigation concept based on the visual slam and Yolo concepts using monocular cameras. Using the ORB-SLAM algorithm, our concept creates a map from a predefined route that a blind person most uses. Since visually impaired people are curious about their environment and, of course, to guide them properly, obstacle detection has been added to the system. As mentioned earlier, safe navigation is vital for visually impaired people, so our concept has a path-following part. This part consists of three steps: obstacle distance estimation, path deviation detection, and next-step prediction, done by monocular cameras.
翻译:根据世界卫生组织的统计,许多个人正在遭受视觉问题,其人数每年都在增加。他们最关键的需要之一是安全导航能力,这就是为什么研究人员正在试图创建和改进各种导航系统。本文提供了一个基于视觉光谱和Yolo概念的导航概念,使用单筒照相机。我们的概念使用ORB-SLAM算法,从盲人最常用的预定路线上绘制了一张地图。由于视力障碍者对其环境很好奇,而且为了正确引导他们,因此在系统中增加了障碍探测。如前所述,安全导航对视力障碍者至关重要,因此我们的概念有一个遵循路径的部分。这一部分由三个步骤组成:障碍距离估计、路径偏差探测和由单筒照相机进行的下一步预测。