基于人工智能的虚拟传感器在移动设备上融合激光雷达+摄像头传感器数据,为视障人士提供态势感知

Vivek Bharati
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引用次数: 4

摘要

盲人和视障人士的自主性可以通过技术手段实现,从而赋予他们独立感。移动电话无处不在,可以访问本地和云端的人工智能功能。导航传感器,如光探测和测距(LiDAR)和广角摄像头,通常用于自动驾驶汽车,正开始被整合到手机中。在本文中,我们提出了使用手机激光雷达+相机传感器数据融合以及边缘+云分割AI的技术,为视障人士创建室内态势感知和导航辅助。除了物理传感器外,该系统还使用人工智能模型作为虚拟传感器来提供所需的功能。该系统利用来自激光雷达的距离信息和设备计算的方向信息,增强摄像机捕获的场景图像,为用户面前的空间提供丰富的3d描述。该系统还结合了传感器数据融合和几何公式,为用户提供一步一步的行走指导,以便到达目的地。本文提出的以用户为中心的系统对盲人和视障人士来说是一种有价值的辅助技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
LiDAR + Camera Sensor Data Fusion On Mobiles With AI-based Virtual Sensors To Provide Situational Awareness For The Visually Impaired
Autonomy of the blind and visually impaired can be achieved through technological means and thereby empowering them with a sense of independence. Mobile phones are ubiquitous and can access artificial intelligence capabilities locally and in the Cloud. Navigational sensors, such as Light Detection and Ranging (LiDAR), and wide angle cameras, typically found in self-driving cars, are beginning to be incorporated into mobile phones. In this paper, we propose techniques for using mobile phone LiDAR + camera sensor data fusion along with edge + Cloud split AI to create an indoor situational awareness and navigational aid for the visually impaired. In addition to physical sensors, the system uses AI models as virtual sensors to provide the required functionality. The system enhances the image of a scene captured by a camera using distance information from the LiDAR and directional information computed by the device to provide a rich 3-D description of the space in front of the user. The system also uses a combination of sensor data fusion and geometric formulas to provide step-by-step walking instructions for the user in order to reach destinations. The user-centric system proposed here can be a valuable assistive technology for the blind and visually imnpired.
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