Article Per Year (5 Year)
p-Index From 2021 - 2026
7.888
P-Index
This Author published in this journals
All Journal Jurnal Ilmu Komputer Jurnal sistem informasi, Teknologi informasi dan komputer Jurnal Abdimas BSI: Jurnal Pengabdian Kepada Masyarakat Swabumi (Suara Wawasan Sukabumi) : Ilmu Komputer, Manajemen, dan Sosial Bianglala Informatika : Jurnal Komputer dan Informatika Akademi Bina Sarana Informatika Yogyakarta Justek : Jurnal Sains Dan Teknologi SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Sebatik J-SAKTI (Jurnal Sains Komputer dan Informatika) JURTEKSI Komputasi: Jurnal Ilmiah Ilmu Komputer dan Matematika Jurnal ICT : Information Communication & Technology Jurnal Review Pendidikan dan Pengajaran (JRPP) Jurnal Mantik Aisyah Journal of Informatics and Electrical Engineering Systematics REMIK : Riset dan E-Jurnal Manajemen Informatika Komputer Enrichment : Journal of Management INFOKUM Jurnal Infortech Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) Jurnal Pengabdian kepada Masyarakat Jurnal Informatika Terpadu Computer Science (CO-SCIENCE) J-SAKTI (Jurnal Sains Komputer dan Informatika) Jurnal Abdi Masyarakat Indonesia Profitabilitas Jurnal Algoritma ETAM: Jurnal Pengabdian kepada Masyarakat INTERNATIONAL JOURNAL OF MECHANICAL COMPUTATIONAL AND MANUFACTURING RESEARCH ABDINE Jurnal Pengabdian Masyarakat Jurnal Informatika Info Abdi Cendekia Journal of Artificial Intelligence and Digital Business Jurnal Manajemen Sistem Informasi Jurnal Informasi Pengabdian Masyarakat Jurnal Pengabdian Masyarakat Nasional JAR'S (Journal of Advanced Research in Informatics) Journal of Data Analytics, Information, and Computer Science (JDAICS) DBESTI: Journal of Digital Business and Technology Innovation Media Teknologi dan Informatika
Ahmad Jurnaidi Wahidin
Universitas Bina Sarana Informatika
Religion Agriculture, Biological Sciences & Forestry Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Physics Public Health Social Sciences Other

Published : 58 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Computer Science (CO-SCIENCE)

 1 
SIBI-Based Gesture Recognition System Using Random Forest for Hearing-Impaired Communication Pratama, Andre; Wahidin, Ahmad Jurnaidi
Computer Science (CO-SCIENCE) Vol. 6 No. 1 (2026): January 2026
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/co-science.v6i1.10570

Abstract

Individuals with hearing impairments often face communication barriers when interacting with people unfamiliar with sign language. One officially recognized sign system in Indonesia is the Indonesian Sign System (SIBI), which conveys meaning through hand gestures. Most existing sign language recognition studies focus on single-hand gestures, limiting expressiveness. This study proposes a two-hand gesture recognition system based on digital image processing to translate SIBI gestures into alphabetic letters, while additional gestures enable text control functions. The dataset consists of 29 gesture classes with 1,000 images per class, totaling 29,000 images, and is divided into training and testing sets using a train–test split. A Random Forest classifier is employed to handle high-dimensional landmark coordinate data. Experimental results demonstrate a classification accuracy of 99.97%. The system is implemented as a real-time, user-friendly application. Although high accuracy is achieved, potential overfitting due to the controlled dataset is identified as a limitation. Future work will focus on improving generalization using more diverse real-world data.
Co-Authors Abdul Aziz Aditya, Ikhsan Nur Akbar, Dudi Duta Alam, Muhammad Ramadhan Sangisda Amelia, Lela Andika, Tahta Herdian Anggara, Indra Galuh Anjani, Yulia Rizki Apriyanto, Rizky Arianto Muditomo Arianto Muditomo Ariza, Disya Nurul Astuti, Tia Puji Awinanto, Alfian Beni Rahmatullah Bintoro, Panji Budiman, Yusuf Unggul Cakranegara, Pandu Adi Cakranegara, Pandu Adi Cavendis, Alwan Dana Indra Sensuse Daz Vholasky Anggraini Desty Endrawati Subroto Dewantara, Rizki Dewi Yuliandari Duha, Arnawati Efendi Efendi Eko Setiawan, Agustinus Endah Eka Setiawati Faisal Faisal Fauzi, Muhamad Rizki Galih Anggara Putra Goo, Maria Grasela Habiburrahman, Tamzis Handika, Muhamad Hariyansyah, Rahmat HARIYANTO HARIYANTO Herlina Ferliyanti Herna, Hernawati Hidayah, Arip I Gede Iwan Sudipa Ibrahim Ibrahim Ichsan Ichsan Ika Kurniawati Intan Lestari Panjaitan Jaka Atmaja, Jaka Kudiantoro Widianto, Kudiantoro Lumbantoruan, Sari Martin, Ricky Miftah Faroq Santoso Miftahorrozi Miftahorrozi Mochamad Nandi Susila Muhammad Agus Muljanto Mustika Wati Alfia Ningtyas Nabila Sari, Marhani Ngara, Simson Mali Novianita, Riastri Nur Azis Oktalivia, Raden Roro Najwa Panca Saputra, Elin Pattiasina, Tiska Prayudhi, Risa Pungkas Budiyono Putra, Firman Restu Putri, Halimatussa’diyah Rahayu Ningsih Raja, Bangkit Kharisma Ratnasari Ratnasari Reza Maulana RR Roosita Cindrakasih Ruscikasani, Syalaiza Nizar sanjay, sanjay Santoso, Miftah Faroq Saputra, Ryan Adjie Setiawan, Agustinus Eko Sihombing, Andre Saputra Sitti Arni soma, Adityan Sri Muryani, Sri Suryadih, Suryadih Tiska Pattiasina Tuti Dharmawati Ventianus Sarwoyo Walim, Walim Yohanes Yohanes Yohanes Yunita Dwi Wikandari Yunita Nur Aprilia Yusuf Unggul Budiman Yusuf Unggul Budiman