视障人士物件识别与导航辅助之先进电脑视觉技术

BS Sathish, B. R, Suhas Bs, Tina Popli, Spoorthi R, Rachana R Hebbar
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引用次数: 0

摘要

在本文中,我们提出了一个移动应用程序,旨在帮助视障人士导航他们的日常生活。该应用程序集成了几个功能,包括文本到语音、货币检测、计算器、使用训练有素的机器学习模型进行对象检测和提醒。这些功能都集成了语音命令功能,可以通过一个按钮触摸访问。文本转语音功能允许用户在移动设备上收听文档中的文本。货币检测功能使用户能够通过手机摄像头识别所有印度货币,这对那些可能难以识别货币的人特别有帮助。计算器功能可以帮助用户轻松地进行简单的计算。使用移动摄像头,物体检测功能使用训练好的ML模型实时检测室内和室外的物体。此外,用户可以为自己设置每日提醒。该应用程序还包括集成的谷歌地图实时导航辅助。我们的研究表明,这款移动应用程序是视障人士的有效工具,因为它提供了一系列功能,可以帮助他们轻松导航和度过日常时间。我们相信这篇论文对视障人士辅助技术领域做出了宝贵的贡献。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Advanced Computer Vision Techniques for Object Recognition and Navigation Assistance for the Visually Impaired
In this paper, we present a mobile application designed to assist visually impaired individuals in navigating their daily lives. The application incorporates several features, including text-to-speech, currency detection, calculator, object detection using trained machine learning models, and reminders. These features are all integrated with voice command functionality and can be accessed with a single button touch. The text-to-speech feature allows users to listen to text on their mobile devices from documents. The currency detection feature enables users to recognize all Indian currency through their phone camera, which is particularly helpful for those who may struggle with identifying money. The calculator feature helps users to perform simple calculations with ease. Using the mobile camera, the object detection feature detects objects in real-time using the trained ML models, both indoors and outdoors. Additionally, users can set daily reminders for themselves. The application also includes integrated Google Maps for real-time navigation assistance. Our research demonstrates that this mobile application is an effective tool for visually impaired individuals, as it provides a range of features that can help them easily navigate and pass their daily time. We believe this paper serves as a valuable contribution to the field of assistive technology for the visually impaired.
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