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Using Technology Developed for Autonomous Cars to Help Navigate Blind People

机译:使用为自动驾驶汽车开发的技术帮助盲人导航

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Autonomous driving is currently a very active research area with virtually all automotive manufacturers competing to bring the first autonomous car to the market. This race leads to billions of dollars being invested in the development of novel sensors, processing platforms, and algorithms. In this paper, we explore the synergies between the challenges in self-driving technology and development of navigation aids for blind people. We aim to leverage the recently emerged methods for self-driving cars, and use it to develop assistive technology for the visually impaired. In particular we focus on the task of perceiving the environment in realtime from cameras. First, we review current developments in embedded platforms for real-time computation as well as current algorithms for image processing, obstacle segmentation and classification. Then, as a proof-of-concept, we build an obstacle avoidance system for blind people that is based on a hardware platform used in the automotive industry. To perceive the environment, we adapt an implementation of the stixels algorithm, designed for self-driving cars. We discuss the challenges and modifications required for such an application domain transfer. Finally, to show its usability in practice, we conduct and evaluate a user study with six blindfolded people.
机译:自动驾驶目前是一个非常活跃的研究领域,几乎所有汽车制造商都在争相将首款自动驾驶汽车推向市场。这场竞赛导致了数十亿美元的投资,用于新型传感器,处理平台和算法的开发。在本文中,我们探索了无人驾驶技术挑战与盲人助航设备开发之间的协同作用。我们旨在利用最近出现的自动驾驶汽车方法,并将其用于为视障人士开发辅助技术。特别是,我们专注于从摄像机实时感知环境的任务。首先,我们回顾了嵌入式平台中用于实时计算的最新发展以及图像处理,障碍物分割和分类的当前算法。然后,作为概念验证,我们基于汽车工业中使用的硬件平台,为盲人构建了一个避障系统。为了感知环境,我们调整了为自动驾驶汽车设计的stixels算法的实现。我们讨论了此类应​​用程序域转移所需的挑战和修改。最后,为了展示其实用性,我们与六名蒙着眼睛的人进行并评估了一项用户研究。

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