视障人士基于光流的避障技术

D. K. Liyanage, M. Perera
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引用次数: 22

摘要

视觉是人类导航的重要线索。因此,视障人士在日常旅行中遇到了许多挑战。识别和避开环境中的障碍是其中最关键的。为了实现盲人导航,在过去的几十年里,通过使用各种障碍物传感技术,如声纳、红外和立体视觉,创造了许多电子旅行辅助设备。然而,基于光流估计的导航方法在昆虫中被大量使用,并在机器人领域进行了实验,但尚未在昆虫中得到应用。本项目旨在评估基于光流估计的技术在指导视障人士使用听觉和触觉反馈来避开障碍物方面的潜力。为了演示所研究的核心概念,设计并开发了一个由虚拟现实世界组成的原型。它还采用了现有的光流算法进行运动估计,其他图像处理技术,用于听觉反馈的语音合成和用于触觉反馈的嵌入式编程。原型的模块化设计使其既可以在模拟模式下使用,也可以作为现实世界环境中的独立应用程序使用。这项工作展示了使用光流估计用于视障导航的诱人可能性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optical flow based obstacle avoidance for the visually impaired
Vision is a vital cue for human navigation. Thus, visually impaired people encounter many challenges in day-today travelling. Identifying and avoiding obstacles in the environment is the most crucial among them. To empower blind navigation, numerous electronic travel aids were created in the past few decades, by using various obstacle sensing technologies such as sonar, infrared, and stereo vision. However, optical flow estimations based navigation, which is heavily used by insects and experimented in the field of robotics, has not been used in them. This project aimed to evaluate the potential optical flow estimation based techniques has in guiding a visually impaired person to avoid obstacles using auditory and tactile feedback. To demonstrate the researched core concepts, a prototype consisting of a virtual reality world was designed and developed. It also employs an existing optical flow algorithm for motion estimation, other image processing techniques, speech synthesis for auditory feedback and embedded programming for tactile feedback. The modular design of the prototype enables it to be used either in simulation mode, or as a standalone application in a real world environment. This work demonstrates the attractive possibilities of using optical flow estimations for visually impaired navigation.
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