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Sign Language Recognition Systems: A Decade Systematic Literature Review

机译:手语识别系统:十年系统的文献综述

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Despite the importance of sign language recognition systems, there is a lack of a Systematic Literature Review and a classification scheme for it. This is the first identifiable academic literature review of sign language recognition systems. It provides an academic database of literature between the duration of 2007-2017 and proposes a classification scheme to classify the research articles. Three hundred and ninety six research articles were identified and reviewed for their direct relevance to sign language recognition systems. One hundred and seventeen research articles were subsequently selected, reviewed and classified. Each of 117 selected papers was categorized on the basis of twenty five sign languages and were further compared on the basis of six dimensions (data acquisition techniques, static/dynamic signs, signing mode, single/double handed signs, classification technique and recognition rate). The Systematic Literature Review and classification process was verified independently. Literature findings of this paper indicate that the major research on sign language recognition has been performed on static, isolated and single handed signs using camera. Overall, it will be hoped that the study may provide readers and researchers a roadmap to guide future research and facilitate knowledge accumulation and creation into the field of sign language recognition.
机译:尽管手语识别系统的重要性,但缺乏系统的文献综述和其分类方案。这是第一个可识别的手语识别系统的学术文献综述。它在2007 - 2017年的持续时间内提供了一个文学的学术数据库,并提出了分类方案来分类研究文章。确定并审查了三百九十六个研究文章,并审查了他们与行语识别系统的直接相关。随后选择,审查和分类了一百十七篇。每117个选择的文件被分类的25种符号语言的基础上和被六个维度的基础上进一步进行比较(数据采集技术,静态/动态标牌,签订模式,单/双手的迹象,分类技术和识别率) 。系统文献综述和分类过程独立核实。本文的文献结果表明,使用相机的静态,孤立和单手标志进行了关于手语识别的主要研究。总的来说,这项研究可以提供读者和研究人员,以指导未来的研究,并促进知识积累和创造进入手语识别领域的路线图。

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