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首页> 外文期刊>Procedia Computer Science >Indonesian Sign Language Recognition Based on Shape of Hand Gesture
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Indonesian Sign Language Recognition Based on Shape of Hand Gesture

机译:基于手势形状的印尼手语识别

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摘要

In this research the proposes a method of recognition of BISINDO letters based on hand-shape features that hint every shape of BISINDO Letters. In outline, this method is divided into two parts: the first is part of formation database shape features of BISINDO letters A-Z and the second is part of BISINDO letters recognition. In the first section consist of hand-shape image acquisition that hint every BISINDO letters, segmentation process, edge detection process, feature extraction process that is probability value of hand-shape chain code occurrence and process of database feature formation. In the second section is consist of hand-shape image acquisition process as BISINDO letters query followed by segmentation process, edge detection process, hand-shape feature extraction and recognition process by using calculation difference in distance between query shape feature to each shape feature in database feature. The image acquisition process in two parts above conducted directly (real time) via Webcam connected to the computer device. The method above has been implemented into prototype of Bisindo letters recognition software interface. The experiment results show the accuracy level of BISINDO letter recognition (26 BISINDO letters A to Z) which is reaching above 95%.
机译:在这项研究中,提出了一种基于手形特征的BISINDO字母识别方法,该特征提示了BISINDO字母的每种形状。概括地说,该方法分为两部分:第一部分是BISINDO字母A-Z的编队数据库形状特征的一部分,第二部分是BISINDO字母识别的一部分。第一部分包括提示每个BISINDO字母的手形图像获取,分割过程,边缘检测过程,作为手形链码出现概率值的特征提取过程以及数据库特征形成过程。第二部分由BISINDO字母查询手形图像获取过程,随后的分割过程,边缘检测过程,利用查询形状特征到数据库中每个形状特征之间距离的计算差异来进行手形特征提取和识别过程组成特征。上面两部分中的图像获取过程是通过连接到计算机设备的Webcam直接(实时)进行的。以上方法已被实现为Bisindo字母识别软件界面的原型。实验结果表明,BISINDO字母识别(26个BISINDO字母A至Z)的准确度达到95%以上。

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