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Conscious GPS: A System to Aid the Visually Impaired to Navigate Public Transportation

机译:意识GPS:辅助视力障碍者导航公共交通的系统

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Using public transportation can be a major challenge for individuals with visual impairments. To navigate a mass transit system independently and safely, one needs to be able to gather information about their surroundings. We propose a Conscious GPS system to assist a user with visual impairment to navigate the public transit system. The system utilizes computer vision to autonomously record the users surroundings by taking various pictures in sequence and leveraging image processing techniques and machine learning to identify and extract information about key objects around the user. Our target object is the circular bus sign on an NYC MTA bus stop. We use Haar Cascade computer vision techniques to detect and locate the sign in an image through feature-based image classification. The proposed system experiences no misclassification after training the Haar Cascade classifier with a minimum hit rate of 0.99 and a maximum false alarm rate of 0.20 when navigating the daily city landscape and can accurately detect a bus stop sign.
机译:对于有视力障碍的人来说,使用公共交通工具可能是一个重大挑战。为了独立,安全地导航公共交通系统,人们需要能够收集有关其周围环境的信息。我们建议使用Conscious GPS系统,以帮助有视力障碍的用户导航公共交通系统。该系统利用计算机视觉通过依次拍摄各种图片并利用图像处理技术和机器学习来识别和提取有关用户周围关键对象的信息,从而自动记录用户的周围环境。我们的目标对象是纽约市MTA巴士站上的圆形巴士标志。我们使用Haar Cascade计算机视觉技术通过基于特征的图像分类来检测和定位图像中的标志。在导航Haar Cascade分类器后,在导航每日城市景观时,建议的系统不会出现错误分类,其最低命中率为0.99,最大误报率为0.20,并且可以准确检测公交车站牌。

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