Android-based object recognition application for visually impaired

Akilesh Salunkhe, Manthan Raut, Shayantan Santra, Sumedha Bhagwat
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引用次数: 3

Abstract

Detecting objects in real-time and converting them into an audio output was a challenging task. Recent advancement in computer vision has allowed the development of various real-time object detection applications. This paper describes a simple android app that would help the visually impaired people in understanding their surroundings. The information about the surrounding environment was captured through a phone’s camera where real-time object recognition through tensorflow’s object detection API was done. The detected objects were then converted into an audio output by using android’s text-to-speech library. Tensorflow lite made the offline processing of complex algorithms simple. The overall accuracy of the proposed system was found to be approximately 90%.
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基于android的视障对象识别应用程序
实时检测物体并将其转换为音频输出是一项具有挑战性的任务。计算机视觉的最新进展使得各种实时目标检测应用得以发展。这篇论文描述了一个简单的安卓应用程序,可以帮助视障人士了解他们周围的环境。通过手机摄像头捕捉周围环境的信息,通过tensorflow的对象检测API进行实时对象识别。然后使用android的文本到语音库将检测到的物体转换成音频输出。Tensorflow lite使复杂算法的离线处理变得简单。该系统的总体精度约为90%。
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