基于智能手机的听力障碍辅助技术解决方案

IF 0.6 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING
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引用次数: 0

摘要

开发一种手语识别系统对聋哑人和哑巴人都至关重要。识别系统在残疾人和健全人之间充当翻译。这就消除了思想交流的障碍。大多数现有系统的设计都很差,对日常设施的需求支持有限。本文介绍了一种嵌入手势识别功能的系统,该系统从视频序列中提取手势并显示在屏幕上。另一方面,还介绍了语音到文本以及文本到语音的系统,以进一步方便受害者。为了充分利用人机关系,提出的解决方案由各种尖端技术和基于机器学习的符号识别模型组成,这些模型已经通过使用TensorFlow和Keras库进行了训练。所提出的架构比背景消除和转换为HSV等手势识别技术工作得更好
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Assistive Technology based Solution for Hearing Impairment using Smartphone
Developing a system for sign language recognition becomes essential for the deaf as well as a mute person. The recognition system acts as a translator between a disabled and an able person. This eliminates the hindrances in the exchange of ideas. Most of the existing systems are very poorly designed with limited support for the needs of their day to day facilities. The proposed system embedded with gesture recognition capability has been introduced here which extracts signs from a video sequence and displays them on screen. On the other hand, a speech to text as well as text to speech system is also introduced to further facilitate the grieved people. To get the best out of a human-computer relationship, the proposed solution consists of various cutting-edge technologies and Machine Learning based sign recognition models that have been trained by using TensorFlow and Keras library. The proposed architecture works better than several gesture recognition techniques like background elimination and conversion to HSV
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来源期刊
International Journal of Software Innovation
International Journal of Software Innovation COMPUTER SCIENCE, SOFTWARE ENGINEERING-
CiteScore
1.40
自引率
0.00%
发文量
118
期刊介绍: The International Journal of Software Innovation (IJSI) covers state-of-the-art research and development in all aspects of evolutionary and revolutionary ideas pertaining to software systems and their development. The journal publishes original papers on both theory and practice that reflect and accommodate the fast-changing nature of daily life. Topics of interest include not only application-independent software systems, but also application-specific software systems like healthcare, education, energy, and entertainment software systems, as well as techniques and methodologies for modeling, developing, validating, maintaining, and reengineering software systems and their environments.
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