基于智能手机的盲人和视障人士计算机视觉旅行辅助工具:系统综述。

Andrius Budrionis, Darius Plikynas, Povilas Daniušis, Audrius Indrulionis
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引用次数: 0

摘要

鉴于低收入国家视障人士(VI)人数的增长,开发可负担得起的电子旅行辅助系统(ETA)需要使用设备、传感器、嵌入普通智能手机中的应用程序成为一种具有潜在成本效益且合理的一体化解决方案,对VI至关重要。本文概述了ETA最近的研究原型,这些原型通过提供有关周围物体的额外信息,在室内和室外空间中使用智能手机辅助定向和导航。使用PRISMA方法系统地回顾了该领域的科学成果。比较荟萃分析显示了各种基于智能手机的ETA原型如何在室内和室外环境中帮助更好地定位、导航和寻路。分析发现,研究人员对将触觉界面和计算机视觉功能结合到基于智能手机的盲人ETAs中的兴趣有限,很少有人尝试采用基于深度神经网络的最新计算机视觉方法,也没有对现有的现成导航解决方案进行评估。这些结果与盲人专家用户在室内和室外环境中导航问题的调查结果进行了对比。这表明用户需求与该领域的学术发展之间存在严重的不匹配。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Smartphone-based computer vision travelling aids for blind and visually impaired individuals: A systematic review.

Given the growth in the numbers of visually impaired (VI) people in low-income countries, the development of affordable electronic travel aid (ETA) systems employing devices, sensors, and apps embedded in ordinary smartphones becomes a potentially cost-effective and reasonable all-in-one solution of utmost importance for the VI. This paper offers an overview of recent ETA research prototypes that employ smartphones for assisted orientation and navigation in indoor and outdoor spaces by providing additional information about the surrounding objects. Scientific achievements in the field were systematically reviewed using PRISMA methodology. Comparative meta-analysis showed how various smartphone-based ETA prototypes could assist with better orientation, navigation, and wayfinding in indoor and outdoor environments. The analysis found limited interest among researchers in combining haptic interfaces and computer vision capabilities in smartphone-based ETAs for the blind, few attempts to employ novel state-of-the-art computer vision methods based on deep neural networks, and no evaluations of existing off-the-shelf navigation solutions. These results were contrasted with findings from a survey of blind expert users on their problems in navigating in indoor and outdoor environments. This revealed a major mismatch between user needs and academic development in the field.

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