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All Journal International Journal of Electrical and Computer Engineering IAES International Journal of Artificial Intelligence (IJ-AI) Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Proceeding of the Electrical Engineering Computer Science and Informatics E-Dimas: Jurnal Pengabdian kepada Masyarakat Informatika Mulawarman: Jurnal Ilmiah Ilmu Komputer Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) International Journal of Artificial Intelligence Research SISFOTENIKA JURNAL INTEGRASI IT JOURNAL RESEARCH AND DEVELOPMENT JURNAL REKAYASA TEKNOLOGI INFORMASI JURNAL PENGABDI ILKOM Jurnal Ilmiah METHODIKA: Jurnal Teknik Informatika dan Sistem Informasi Digital Zone: Jurnal Teknologi Informasi dan Komunikasi MIND (Multimedia Artificial Intelligent Networking Database) Journal JURNAL TEKNOLOGI DAN ILMU KOMPUTER PRIMA (JUTIKOMP) Prosiding SAKTI (Seminar Ilmu Komputer dan Teknologi Informasi) EXPLORE METIK JURNAL JISKa (Jurnal Informatika Sunan Kalijaga) Sains, Aplikasi, Komputasi dan Teknologi Informasi JUKI : Jurnal Komputer dan Informatika Infotek : Jurnal Informatika dan Teknologi Innovation in Research of Informatics (INNOVATICS) Jurnal Teknik Informatika (JUTIF) Jurnal Kesehatan Saintika Meditory JUSTIN (Jurnal Sistem dan Teknologi Informasi) Transformasi EXPLORE Journal of Technology Research in Information System and Engineering Data Sciences Indonesia (DSI) Adopsi Teknologi dan Sistem Informasi Jurnal Masyarakat Madani Indonesia Jurnal Pengabdian Pada Masyarakat Journal of Computer Science and Information Technology Inovasi Teknologi Masyarakat
Wati, Masna
Program Studi Informatika, Fakultas Teknik, Universitas Mulawarman
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Journal : Jurnal Teknik Informatika (JUTIF)

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Alphabet Gesture Classification of Indonesian Sign Language Using Convolutional Neural Networks Gideon Simalango, Yanuar; Septiarini, Anindita; Wati, Masna; Hamdani, Hamdani; Rajiansyah, Rajiansyah
Jurnal Teknik Informatika (Jutif) Vol. 7 No. 1 (2026): JUTIF Volume 7, Number 1, February 2026
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2026.7.1.5240

Abstract

Indonesian Sign Language (BISINDO) serves as a communication medium for deaf individuals to engage with their environment. Alphabet gestures in BISINDO play a crucial role in the formation of words and sentences. Nonetheless, the automatic recognition of BISINDO alphabet movements remains a difficulty in the advancement of accessible technology. This research intends to categorize BISINDO alphabet gestures via the Convolutional Neural Network (CNN) model. The CNN approach was used due to its proficiency in recognizing visual patterns and images. The dataset comprises BISINDO alphabet gesture photos captured from diverse perspectives and lighting conditions. The data processing procedure encompasses pre-processing phases, including picture normalization, data augmentation, and the segmentation of the dataset into training, validation, and test subsets. The constructed CNN model has multiple convolutional and pooling layers to thoroughly extract visual characteristics. The study's results indicate that the CNN model can classify BISINDO alphabet gestures with a high accuracy of 90% on the test data. This model's deployment is anticipated to aid in the creation of automatic sign language translation programs, hence enhancing communication between the deaf community and the general populace. This study demonstrates the potential of CNN models to support the development of inclusive communication technologies for the hearing impaired in Indonesia, particularly for under-researched sign languages like BISINDO.
Co-Authors -, Haviluddin Abdul Hadi Ade Chrisvitandy Adelowys Sinaga AHMAD ANSYORI Ahmad Nur Fauzan Aiman, Ahmad Zuhair Nur Ajay, Muhammad Akhmad Masyudi Alameka, Faza Alfajriani Alfajriani Ali Sholihin Alifah, Nur Juzieatul Alqarani, Hudzaifah Ambon, Matelda Yunanta Andi Maulana Andi Maulana, Andi Anggari, Ricky Anindita Septiarini, Anindita Anton Prafanto Arabi, Muhammad Amin Quthbi Asmita, Rizka Awang Harsa Kridalaksana Awang Zheri Rhesvianur Ayu Rusnawati Azzahra, Raudhya A’yuni, Qurrata Bahtiar , Andi Alfian Bambang Cahyono Bambang Cahyono Bandhaso, Victor Bramantyo, Dimas Ari Brins Leonard Pailan Budiman, Edy Burhandenny, Aji Ery Cahyani, Oktari Indi Davina Putri Ananta Delvina Dwiani Samjar Didit Suprihanto, Didit Dwi Kinasih Widiyati Engla Despahari Eny Maria Ervan, Muhamad Gusti Keyandi Evi Wildana Fadli Suandi Farisha Rizky Amalia Fauzan, Ammar Nabil Faza Alameka Faza Alameka Fenny Indar Ferry Miechel Lubis Firdaus, Ardhifa Firdaus, Muhammad Firdaus, Muhammad Bambang Gading, Fazri Rahmad Nor Geni, Siti Putri Lenggo Gideon Simalango, Yanuar Hairah, Ummul Hairah, Ummul Hamdani Hamdani Hamdani Hamdani Hariati Hariati Hatta, Heliza Rahmania Haviluddin , Haviluddin Haviluddin Haviluddin Heliza Rahmania Hatta, Heliza Rahmania Hendi Hidayat, Irfan Arman Hijratul Aini Hutagalung, Wilson Boyaron Hutapea, Vedra Dian Sierrafina Ifandi, Muhammad Iin Nurkarima Islamiyah Islamiyah Joan Angelina Widians, Joan Angelina Julius Rinaldi Simanungkalit Kesuma, Muhammad Afrizal Lili, Juniver Veronika Lubis, Ferry Miechel Manik, Filipus Adriel Masyudi, Akhmad Maya Agustina Medi Taruk Mega Yoalifa Merry, Felisitas Mewengkang, Alfrina Mochammad Taufiq As'arie Muhammad Abdillah Muhammad Bambang Firdaus Muhammad Firdaus Muhammad Ifandi Muhammad Rafif Hanif Mu’nisah Assisi Nanda Arianto Nggotu, Antonieta Aryuka Paskalia Novianti Puspitasari Nugraha, Cellia Auzia Nupa, Joy Disanto Nur Madia Nurkarima, Iin Nurmadewi, Dita Nuzulan, Alan Olivia Octavia Pakpahan, Herman Santoso Pebianoor, Pebianoor Prano Pebri Ansari Pratama, Arief Ardi Puspitasari, Novianti Putri, Septi Aulia Rajiansyah, Rajiansyah Rasid, Khairul Rayner Alfred Razan, Muhammad Arya Fayyadh Reviansa Fakhruddin Aththar Rizqi Saputra Rosmasari, Rosmasari Sadewa, Bintang Putra Safitri, Hersa Salsabila, Nur Maya Saragih, Muhammad Nabil Sari, Lili Kurnia Sembiring, Wahyu Harry Saputra Septiani, Afra Amelia Setiawan, Maulana Agus Setyadi, Hario Jati Shiva Mutia Maffirotin Simanungkalit, Julius Rinaldi Simbolon, R.H. Kimebmen Sitompul, Tua Delima soleha, leha Syahputra, Andra Syarah, May Siti Taruk, Medi Tejawati, Andi Tjikoa, Ade Fiqri Vicky Pranandika Wijaksana Vina Zahrotun Kamila Viny Christanti M Wandi, Faizul Anwar Widians, Joan Angelina Wijaya, M Rangga Yaqub Wiji Astuti Yudi Kurniawan Yunus, Marlina Yusran, Sartiah Zahra Ayu Qalbina Zainal Arifin