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首页> 外文期刊>Philippine Information Technology >GABAY: An e-Learning Filipino Sign Language Tutorial Using Manifold Learning and Dynamic Time Warping
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GABAY: An e-Learning Filipino Sign Language Tutorial Using Manifold Learning and Dynamic Time Warping

机译：GABAY：使用流形学习和动态时间规整的电子学习菲律宾手语教程

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摘要

With the advent of commercial products incorporating hand gestures as human-computer interface, the problem of hand gesture recognition has received mainstream attention such that the renewed interest in the field has spurred a number of new research. Several hand gesture recognition systems have been developed in other countries but none caters to the needs of the Filipino deaf community. In this paper, we developed a system that enables the deaf and students alike to learn the Filipino Sign Language (FSL) in a self-paced computer-based tutorial. The system makes use of manifold learning to model hand gestures and implements Dynamic Time Warping (DTW) as similarity measure. Experiments show promising results with an average acceptance rate as high as 85%.
机译：随着将手势作为人机界面的商业产品的问世，手势识别的问题受到了人们的普遍关注，以至于对该领域的重新关注引起了许多新的研究。其他国家已经开发了几种手势识别系统，但都不能满足菲律宾聋人社区的需求。在本文中，我们开发了一个系统，该系统使聋哑人和学生都可以在基于计算机的自定进度的教程中学习菲律宾手语（FSL）。该系统利用流形学习对手势建模，并实现动态时间规整（DTW）作为相似性度量。实验显示出令人鼓舞的结果，平均接受率高达85％。

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