A TensorFlow-based Assistive Technology System for Users with Visual Impairments

Davide Mulfari
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引用次数: 10

Abstract

The paper investigates the potential benefits of bringing together Internet of Things and deep learning techniques toward the development of assistive technologies for users with visual disabilities. We propose a computer vision system designed to classify objects in the user's surroundings and to provide its user with an audio description of the detected things. The solution exploits a wearable vision sensor, which is mounted on the user's glasses and controlled by a single board computer running Google TensorFlow framework. With this software layer, the aid may support users in specific environments, e.g., museums. Finally, experiments show promising results in the context of image classification.
基于tensorflow的视觉障碍用户辅助技术系统
本文探讨了将物联网和深度学习技术结合起来,为视觉障碍用户开发辅助技术的潜在好处。我们提出了一种计算机视觉系统,旨在对用户周围的物体进行分类,并为用户提供检测到的物体的音频描述。该解决方案利用了一种可穿戴视觉传感器,该传感器安装在用户的眼镜上,由运行Google TensorFlow框架的单板计算机控制。有了这个软件层,辅助工具可以支持特定环境中的用户,例如博物馆。最后,在图像分类方面进行了实验,取得了良好的效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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