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

机译:有意识的GPS:一个帮助视障人士促进公共交通的系统

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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:使用公共交通可能是视觉损伤的个人的重大挑战。为了独立和安全地浏览批量交通系统,需要能够收集有关周围环境的信息。我们提出了一个有意识的GPS系统,帮助用户具有视觉损害来浏览公共交通系统。该系统利用计算机愿望通过依次采用各种图片并利用图像处理技术和机器学习来自主地记录用户周围环境,以识别和提取关于用户周围的关键对象的信息。我们的目标对象是NYC MTA巴士站上的循环总线标志。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的标志。在培训Haar级联分类器后,拟议的系统在培训哈尔级联分类器后没有错误分类,最小命中率为0.99,在导航日常城市景观时最大误报率为0.20,可以准确地检测总线停车标志。

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