Design of SIBI Sign Language Recognition Using Artificial Neural Network Backpropagation

被引:0
|
作者
Handayani, Anik Nur [1 ]
Akbar, Muhammad Iqbal [1 ]
Ar-Rosyid, Harits [1 ]
Ilham, Muhammad [1 ]
Asmara, Rosa Andrie [2 ]
Fukuda, Osamu [3 ]
机构
[1] Univ Negeri Malang, Dept Elect Engn, Malang, Indonesia
[2] State Polytech Malang, Dept Informat Technol, Malang, Indonesia
[3] Saga Univ, Grad Sch Sci & Engn, Saga, Japan
关键词
sign language; SIBI; hand keypoints detection; image recognition; backpropagation;
D O I
10.1109/ICICyTA57421.2022.10038205
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Humans communicate with one another in the form of language. However, in social life, not all humans, as well as deaf people, can communicate verbally well. They tend to communicate with others using sign language. One of the sign language systems in Indonesia is SIBI. In its application, there are many obstacles when deaf or speech-impaired people communicate with normal people. This happens because of the lack of understanding of sign language in people who do not have special needs. The existence of a sign language translator system can overcome these obstacles. The development of this system utilizes the Neural Network Backpropagation algorithm as its classification algorithm. This research aims to find the best combination of its parameters based on the obtained accuracy.
引用
收藏
页码:192 / 197
页数:6
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