Converting South African sign language to verbal

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Shingirirai Chakoma;Philip Baron
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引用次数: 1

Abstract

There is a significant population of hearing-impaired people who reside in South Africa; however, South African Sign Language (SASL) has not yet been recognized as South Africa's 12 th official language, resulting in slow uptake of this important language. Since most people do not know SASL, there is a need for gesture recognition systems that convert Sign Language (SL) to verbal and/or text to reduce the communication barriers between the hearing and the hearing-impaired. This study presents an application for gesture recognition in converting SASL to both a verbal format and a textual format. By using gesture recognition from a single wearable glove, hand gestures were quantified, categorized, and then converted into an auditory format and played on a speaker, as well as the equivalent textual information displayed on an LCD screen. The complete prototype consists of a wearable glove with a transmitter and an associated receiver box which were all designed to cost less than $150. The glove consists of five flex sensors that measure the handshape and an inertial measurement unit which measures the hand motion. The handshape and motion data are processed and wirelessly transmitted to a receiver box. This then displays the associated English character on an LCD while also playing the audio on a speaker. The SL converter can convert the 26 letters of the SASL manual alphabet with an overall accuracy of 69%, It can also convert common words and phrases, as well as proper names when fingerspelled.
将南非手语转换为口语
南非居住着大量听障人士;然而,南非手语(SASL)尚未被承认为南非的第12种官方语言,导致人们对这一重要语言的理解缓慢。由于大多数人不知道SASL,因此需要将手语(SL)转换为语言和/或文本的手势识别系统,以减少听力和听力受损者之间的沟通障碍。本研究提出了手势识别在将SASL转换为语言格式和文本格式中的应用。通过使用单个可穿戴手套的手势识别,手势被量化、分类,然后转换为听觉格式并在扬声器上播放,以及在LCD屏幕上显示的等效文本信息。完整的原型包括一只带发射器的可穿戴手套和一个相关的接收器盒,所有这些都设计成本不到150美元。手套由五个测量手形的柔性传感器和一个测量手运动的惯性测量单元组成。手形和动作数据被处理并无线传输到接收器盒。然后在LCD上显示相关的英文字符,同时在扬声器上播放音频。SL转换器可以转换SASL手动字母表的26个字母,总体准确率为69%。它还可以转换常用单词和短语,以及指法拼写时的专有名称。
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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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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