Inspiration: Jurnal Teknologi Informasi dan Komunikasi
Vol. 13 No. 1 (2023): Inspiration: Jurnal Teknologi Informasi dan Komunikasi

Indonesian Sign Language Image Detection Using Convolutional Neural Network (CNN) Method

Andreas Nugroho Sihananto (Universitas Pembangunan Nasional Veteran Jawa Timur)
Erista Maya Safitri (Universitas Pembangunan Nasional Veteran Jawa Timur)
Yoga Maulana (Universitas Pembangunan Nasional Veteran Jawa Timur)
Fikri Fakhruddin (Universitas Pembangunan Nasional Veteran Jawa Timur)
Mochammad Ervinda Yudistira (Universitas Pembangunan Nasional Veteran Jawa Timur)



Article Info

Publish Date
25 May 2023

Abstract

In Indonesia, there are two sign languages utilized by the deaf community, SIBI and BISINDO. Unfortunately, the majority of non-deaf individuals and deaf companions are not proficient in sign language. To address this communication gap, information systems can play a pivotal role in recognizing sign language speech. Recently, researchers conducted a study using the Convolutional Neural Network (CNN) algorithm to predict sign language for both SIBI and BISINDO datasets. The aim was to develop a model that could accurately translate sign language into written or spoken language, thus bridging the gap between deaf and non-deaf individuals. The research found that the CNN algorithm performed optimally on epoch 50 for SIBI with a testing accuracy of 93.29%, while for BISINDO, it achieved the best result on epoch 40 with a testing accuracy of 82.32%. These results suggest that the CNN algorithm has the potential to accurately recognize and translate sign language, thus improving communication between deaf and non-deaf individuals in Indonesia.

Copyrights © 2023






Journal Info

Abbrev

inspiration

Publisher

Subject

Computer Science & IT

Description

Inspiration: Jurnal Teknologi Informasi dan Komunikasi is a scientific journal that publishes research results in the field of Information and Communication Technology (ICT). The ICT research area that is the focus of this journal can be seen on the Focus and Scope page. Journals are published twice ...