Sign Language Translation Systems: A Systematic Literature Review

Ankith Boggaram, Aaptha Boggaram, Aryan Sharma, Ashwin Srinivasa Ramanujan, R. Bharathi
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引用次数: 1

Abstract

Sign language, often termed “dactylology,” is a mode of communication for those who are hard of hearing. With over 2.5 billion people projected to have hearing loss by 2050, there are very few efficient real-time sign language translation (SLT) applications present today despite extensive research in the domain. The main purpose of the systematic literature review is to analyze existing research in SLT systems and obtain results that will help in building an efficient and improved SLT system. A total of 125 different research articles within the time frame of 2015–2022 were identified. The study analyzes each paper against nine main research questions. The results obtained show the unique strengths and weaknesses of the different methods used, and while the reviewed papers showed significant results, there is still room for improvement in the implementations. This systematic literature review helps in identifying suitable methods to develop an efficient SLT application, identifies research gaps in this domain, and simultaneously indicates recent trends in the field of SLT systems.
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手语翻译系统:系统的文献综述
手语,通常被称为“dactylology”,是为听力有困难的人提供的一种交流方式。预计到2050年将有超过25亿人患有听力损失,尽管在该领域进行了广泛的研究,但目前很少有有效的实时手语翻译(SLT)应用。系统文献综述的主要目的是分析现有的SLT系统研究,并获得有助于构建高效和改进的SLT系统的结果。在2015-2022年的时间框架内,共确定了125篇不同的研究文章。该研究针对九个主要研究问题分析了每篇论文。所获得的结果显示了所使用的不同方法的独特优点和缺点,虽然所审查的论文显示了显著的结果,但在实施方面仍有改进的余地。本系统的文献综述有助于确定开发有效的SLT应用的合适方法,确定该领域的研究空白,同时指出SLT系统领域的最新趋势。
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