Implementasi Metode Dynamic Time Warping Pada Aplikasi Kamus Bahasa Isyarat Indonesia Sebagai Media Komunikasi

Rizki Amalia Daulay, Muhammad Ikhsan, Abdul Halim Hasugian
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Abstract

Communication is something vital in human existence. Communication is generally divided into two, namely verbal and non-verbal. For deaf and speech impaired people, the comic used is sign language and the intermediary used is a web-based application based on sign language from SIBI, with the implementation of the Dynamic Time Warping (DTW) method to analyze its usability and use. The use of this method in sign language dictionaries is to change the time coefficient into distance, because similarities in images can produce patterns from the object that is the example. In this test there are 24 letters and for each letter 10 image models taken via camera are used, and training is carried out with 50 datasets. The average test result collected reaches 90% because the condition of the hand can be said to be like the condition of other hands. This application is used to learn SIBI language, translate and read hand movements via real-time video. And during testing, accuracy results affect certain situations such as camera capacity, model coloring in the background and hand movements, and light brightness in the training data. Keyword: Metode Dynamic Time Warping, Indonesian Sign Language System, Deaf and Speech Impaired
在作为通信媒体的印度尼西亚手语词典应用中实施动态时间扭曲法
交流是人类生存中至关重要的东西。交际一般分为言语和非言语两种。对于聋哑人和语言障碍者,使用的漫画是手语,使用的中介是基于SIBI手语的基于web的应用程序,并实现动态时间翘曲(DTW)方法来分析其可用性和使用情况。这种方法在手语词典中的应用是将时间系数转换为距离,因为图像的相似性可以从作为示例的对象产生模式。在这个测试中,有24个字母,每个字母使用10个通过相机拍摄的图像模型,使用50个数据集进行训练。采集到的平均测试结果达到90%,因为这只手的状况可以说和其他手的状况差不多。该应用程序通过实时视频学习SIBI语言,翻译和阅读手部动作。在测试过程中,准确性结果会影响某些情况,如相机容量,背景中模型的颜色和手的运动,以及训练数据中的光线亮度。 & # x0D;关键词:方法动态时间扭曲,印尼语手语系统,聋人及言语障碍
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