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Arabic sign language intelligent translator

机译:阿拉伯语标志语言智能翻译

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摘要

Arabic sign language (ArSL) is method of communication between deaf communities in Arab countries; therefore, the development of systemsthat can recognize the gestures provides a means for the Deaf to easily integrate into society. In this research we implemented a computational structurefor an intelligent interpreter that automatically recognizes the isolated dynamic gestures. The proposed system recognizes and translates gesturesperformed with one or both hands. It comprises five subsystems, building dataset, video processing, feature extraction, mapping between ArSL and Arabictext, and text generation. To apply the system, 100-signs of ArSL was used, which was applied on 1500 video files. It's were divided into five classes:alphabet, numbers, "prepositions, pronouns and question words", Arabic life expressions, and "nouns and verbs". The evaluation indicated that thesystem automatically recognizes and translates isolated dynamic ArSL gestures by highly accurate manner. The results showed that the system accuracy is 95.8%.
机译:阿拉伯语手语(ARSL)是阿拉伯国家聋人社区之间的沟通方法;因此,Systemsthat的发展可以识别出手势为聋人提供一种容易融入社会的手段。在本研究中,我们实现了一种计算结构,必须自动识别隔离动态手势的智能解释器。所提出的系统识别并转换用一只手或两只手掌握。它包括五个子系统,构建数据集,视频处理,功能提取,ARSL和ArabicText之间的映射,以及文本生成。要应用系统,使用了100个ARSL符号,应用于1500个视频文件。它被分为五类:字母,数字,“介词,代词和问题词”,阿拉伯语生活表达和“名词和动词”。评估表明,该系统通过高精度的方式自动识别和转换隔离的动态ARSL手势。结果表明,系统精度为95.8%。

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