Smart Wearable Sign Language Interpretation System with Flex and Pressure Sensors

被引:0
|
作者
Lee, B. G. [1 ]
Chong, T. W. [1 ]
机构
[1] Keimyung Univ, Coll Engn, Daegu 42601, South Korea
基金
新加坡国家研究基金会;
关键词
Sensor fusion; Machine learning; Sign language; Gestures; Smart wearable computing;
D O I
暂无
中图分类号
O646 [电化学、电解、磁化学];
学科分类号
081704 ;
摘要
Sign language is a way for deaf and mute people to communicate with others in the society. This study is proposed to develop a smart sign language interpretation system to translate hand and fingers gestures into text and speech. The smart system utilized five flex sensors, two pressure sensors, and a 3-axis motion sensor to detect the American sign language alphabets. The whole system consisted of two modules: a wearable module with sensors and processing unit, and a mobile application module. Sensors data are analyzed by a built-in support vector machine classifier in the processing unit and the resulted text is sent to the mobile application through low energy Bluetooth transmission. The Android-based mobile application converts the received text into speech. Experiments results revealed that the characters recognition accuracy rate to 98.2 %. Current study outperformed existing method such as vision-based which are highly affected by the angles and background factors.
引用
收藏
页码:6 / 8
页数:3
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