Article Per Year (5 Year)
p-Index From 2021 - 2026
4.612
P-Index
This Author published in this journals
All Journal Jurnal Sains dan Informatika PROCESSOR Jurnal Ilmiah Sistem Informasi, Teknologi Informasi dan Sistem Komputer JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi Jurnal Ilmiah Media Sisfo JOURNAL V-TECH (VISION TECHNOLOGY) Budimas : Jurnal Pengabdian Masyarakat Jurnal Informatika Dan Tekonologi Komputer (JITEK) Jurnal Informatika dan Rekayasa Komputer Jurnal Manajemen Teknologi dan Sistem Informasi Jurnal Manajemen Sistem Informasi Bencoolen Journal of Pharmacy Media Journal of General Computer Science (MJGCS) The Indonesian Journal of Computer Science Jurnal Pengabdian Masyarakat Unama JHSS (Journal of Humanities and Social Studies) Jurnal Informatika Dan Tekonologi Komputer
ROBY SETIAWAN
Universitas Dinamika Bangsa
Religion Humanities Biochemistry, Genetics & Molecular Biology Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Health Professions Immunology & microbiology Law, Crime, Criminology & Criminal Justice Mathematics Medicine & Pharmacology Nursing Public Health Social Sciences Other

Published : 40 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : The Indonesian Journal of Computer Science

 1 
Optimasi Klasifikasi Gestur Tangan Menggunakan Metode CNN Dengan Implementasi Strategi Landmark Berbasis Warna Komplementer Agus Nugroho; Jasmir; M. Riza Pahlevi. B, S; Roby Setiawan
The Indonesian Journal of Computer Science Vol. 14 No. 2 (2025): The Indonesian Journal of Computer Science
Publisher : AI Society & STMIK Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33022/ijcs.v14i2.4645

Abstract

The growth of hand gesture recognition technology has positively impacted various sectors. However, classification errors often occur due to the similarity of gesture shapes, which are challenging for models to differentiate. This study aims to develop a classification method based on Convolutional Neural Network (CNN) using a landmark modification approach with complementary colors. This approach applies significant color contrast to enhance the model’s ability to extract unique features from similar hand gestures. The dataset used includes gestures with color modifications on landmarks using an HSV-based color wheel to create maximum contrast. The data is then processed through bounding box creation, resizing, and transfer learning using the Teachable Machine architecture. The study results show a significant improvement in classification accuracy for models with landmark modifications compared to those without. Metrics analysis, including precision, recall, and F1-score, confirms that this approach effectively reduces classification errors caused by similar hand gestures.
Co-Authors Abdul Harris Abdul Rahim Afrizal Nehemia Toscany agus Nugroho Agus Nugroho Agus Nugroho, Agus Ahmad Hussaein Ahmad Nugroho Ahmad sergi Wiranata Akwan Sunoto Amroni Andi Nurul Izzah Arinda Nur Cahyani Asyep Syaefudin Beni Irawan Beni Purnama Beny Berliani CHINDRA Chindra Saputra Cua, sandi Desi Kisbianty, Desi Dodo Zaenal Abidin Dodo Zainal Abidin Eddy Suratno Effiyaldi Eko AripWinanto Erba Lutfina Errissya Rasywir Febrina Mardayani, Risa Feranika, Ayu fiqri ansyah Guntur Maha Putra Gusriyanti, Dwi Ayu Gusti Fany, Rizky Hartiwi, Yessi HERRY MULYONO Husaein, Ahmad Hussaein, Ahmad Ibnu Sani Wijaya Ibnu Yahya, Muslimin Irawan Jasmir Johni Paul Karolus Pasaribu Junaidi Junaidi Kurniabudi Laras Sabrina, Hanan Laura Prasasti Lola Yorita Astri, Lola Yorita M. Rakesh M. Riza Pahlevi B M. Riza Pahlevi. B, S M. Zakki Abdillah M.Riza Pahlevi Marcella Mardiana R. Maria Rosario Masgo Masrijal, Camelia Dwi Putri Meisak, Despita Mery Muhammad Haris Saputra Muhammad Ismail Nabila Humairo NURHADI Nurhadi Nurhadi Nurhayati Nurul Marwiyah, Siska Oky Hermansyah Ophelia S, Chandy Pahlevi B, M.Riza Pahlevi, M. Riza Pahlevi, M.Riza Pareza Pareza Alam Jusia, Pareza Alam Pranata S., Panca Wira Prastyo Aji, Dimas Putri Indri Fitria Ningrum R, Mardiana Rakesh, M Redhy Putra, Bima Renaldi Yulvianda Rista Aldilla Syafri Rofi'i, Imam Rohaini, Eni ronal naibaho Rosario B, Maria Rubentus Hutapea Rusdianto Roestam Sani Wijaya, Ibnu Sari, Rose Intan Perma Setiawan Assegaf Sharipuddin SIKA, XAVERIUS Sri Rezki Maulina Azmi Suci Rahmawati Sutoyo, Mochammad Arief Hermawan Suyanti Tunas Agung Jiwa Brata Yossinomita Yovi Pratama Yulia Arvita