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Optical flow based obstacle avoidance for the visually impaired

机译:基于光流的视障人士避障

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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.
机译:视觉是人类导航的重要线索。因此,视障人士在日常旅行中会遇到许多挑战。其中最关键的是识别并避免环境中的障碍。为了实现盲目导航,在过去的几十年中,通过使用各种声纳,红外和立体视觉等障碍物感应技术,创建了许多电子旅行辅助设备。然而,昆虫并未大量使用基于光流估计的导航,这种导航已被昆虫广泛使用并在机器人技术领域进行了实验。该项目旨在评估基于潜在光流估计的技术,旨在通过听觉和触觉反馈来指导视力障碍人士避免障碍。为了演示研究的核心概念,设计并开发了一个包含虚拟现实世界的原型。它还采用现有的光流算法进行运动估计,其他图像处理技术,语音合成(用于听觉反馈)和嵌入式编程(用于触觉反馈)。原型的模块化设计使其可以在仿真模式下使用,也可以在现实环境中作为独立应用程序使用。这项工作证明了使用光流估计进行视觉障碍导航的诱人可能性。

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