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Journal : Malcom: Indonesian Journal of Machine Learning and Computer Science

Comparison of the Accuracy of The Bahasa Isyarat Indonesia (BISINDO) Detection System Using CNN and RNN Algorithm for Implementation on Android Aryananda, I Gusti Agung Oka; Samopa, Febriliyan
MALCOM: Indonesian Journal of Machine Learning and Computer Science Vol. 4 No. 3 (2024): MALCOM July 2024
Publisher : Institut Riset dan Publikasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.57152/malcom.v4i3.1465

Abstract

Communication is a process of exchanging information that aims to establish relationships between humans. Communication difficulties are an obstacle for people with deaf disabilities or often called Deaf Friends, where they find it difficult to interact with friends around them. Sign language is the main medium of communication used worldwide by people with disabilities i.e. deaf and speech impaired. Communication between deaf people and those around them is often an obstacle because most people do not understand sign language which is often used as a medium of communication by deaf people. In dealing with this problem, researchers want to analyze the accuracy level of the Android-Based Bahasa Isyarat Indonesia Detection System (BISINDO) using the Convolutional Neural Network (CNN) and Recurrent Neural Network (RNN) methods in order to determine which methods can be implemented to an Android device. This study shows that Convolutional Neural Network (CNN) has a greater and more stable accuracy rate compared to the Recurrent Neural Network (RNN) model where the CNN model produces an accuracy rate of 89%, and indicates that the ability to recognize images based on the division of Bahasa Isyarat Indonesia (BISINDO) alphabetic classes is good..
Co-Authors Ade Afrian Adhitya Wiratama Aginta Geniusa Ahmad Sahrizal Ahyudanari, Ervina Akbar, Izzat Aulia Alfie Satria Hidayat Almira Filiazsanti Alwi Alwi Amna Shifa Nisafani Anindya Dwi Lestari Sugianto Arif Setiyanto Ary Mazharuddin Shidiqy Aryananda, I Gusti Agung Oka Bambang Setiawan Bambang Setiawan Bekti Cahyo Hidayanto Beny Yulkurniawan Victorio Nasution Berta Sihite Budi Kurniawan Candra Dwi Aprida Chaq, Usaid Syawahidul Damar Pradiptojati Darlis Heru Murti Dewantara, Purnomo Yogi Dharmawan, Yogantara Setya Diana Purwitasari Eko Sigit Purnomo Ervina Chintia Fahrir Rijal Fahmi Maulana Febrian Wahyutama Febriyanti, Kadek Dwi Fino Nurcahyo Nugrohoadi Firman Fathoni Hanim Maria Astuti Hari Rakhmanto Zauhar Hatma Suryotrisongko Hendro Tri Utomo Hindrawan Aris I Gusti Bagus Rogeri Ariefianto Imam Kuswardayan Iwang Aryadinata Khakim Ghozali Kurniaji, Garis Narendra Liga Awami M. Taufiqur Rohman Maemonah, Maemonah Mahendrawathi ER Mochamad Rahman Irwandi Muhammad Ridho Bintang Janaputra Nehemia Sugianto Nina Yuliastuti Nisfu Asrul Sani Noval Aditya Muhammad Novi Prastiti Nur Aini Lestari Nur Aini Rakhmawati Okhi Oktanio Perkasa, Ramadhani Tegar Prastiti, Novi Pratama, Rayandra Yala Pujiadi Pujiadi Pujiadi, Pujiadi Purnomo Yogi Dewantara Rachmat Gerhantara Radityo Prasetianto Wibowo Ramadhan Erry Pranata Riksakomara, Edwin Rita Ambarwati Sukmono Romeo Romeo Royyana M. Ijtihadie Royyana Muslim Ijtihadie Sembilu, Nambi Sholiq Siti Aminatus Zehroh Supriyanto, Supriyanto T, Lulus Condro Terry Oktora Tresnaning Arifiyah Triyono Triyono Wahyudiono Wahyudiono Wawan Mardian Whildan Zainudin Wiratama, Adhitya Wiwik Anggraeni Yonatan Jaya Oemar Yulianawati Yulianawati Yupit Sudianto