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Gema Parasti Mindara
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Sistem Deteksi Bahasa Isyarat Alfabet Menggunakan Dataset American Sign Language (ASL) dan Algoritma Random Forest Siti Farah Fakhirah; Muhammad Fillah Alfatih; Hasna Nabiilah Widiani; Thoriq Muhammad Pasya; Endang Purnama Giri; Gema Parasti Mindara
Jurnal Sistem Informasi dan Ilmu Komputer Vol. 2 No. 4 (2024): November : Jurnal Sistem Informasi dan Ilmu Komputer
Publisher : International Forum of Researchers and Lecturers

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59581/jusiik-widyakarya.v2i4.4321

Abstract

Introducing alphabetical sign language is necessary to bridge communication between deaf and hard-of-hearing people and their surrounding environment. This research aims to develop a sign language alphabet letter detection system based on American Sign Language (ASL). The research methods include data collection, feature extraction with OpenCV and Mediapipe, model development with Random Forest algorithm, and real-time system testing. The test results show that the developed system can achieve 97% prediction accuracy in recognizing hand patterns that represent ASL letters. The system uses a webcam as real-time input, providing accurate responses in various environmental conditions. This research contributes significantly to developing communication support technology for the deaf community, with implications for increased inclusivity and social engagement.
Co-Authors Achmad Syahmi Rasendriya Aditya Wicaksono Alya Putri Salsabila Anatasya Wenita Putri Anggito Rangkuti Bagas Muzaqi Anka Luffi Ramdani Apik Banyubasa Ari Dian Prastyo Arya Dimas Wicaksana Asa Yuaziva Aulia Anggraeni Azhar Nadhif Annaufal Bagus Hardika BAYU WIDODO Bima Julian Mahardika Budi Budi Budy Santoso Capriandika Putra Susanto Daffarizqy Prastowiyono Denty Nirwana Bintang Desinta Nur Rahma Diana Putri Rahmani Dini Nurul Azizah Endang Purnama Giri Ester Olivia Silalahi Fauzi Adi Saputra Fikri Saputra Hafiz Fadli Faylasuf Hakim, Ghaeril Juniawan Parel Hasna Nabiilah Widiani Hassan Nasrallah Matouq Helena Dewi Hapsari Ibnu Aqil Mahendar Jasmine Aulia Mumtaz Joddy Lintar Balle Jonathan Cristiano Rabika Jonser Steven Rajali Manik Jovita Nabilah Azizi Kaisar Renaisance Al-Ars Kanaya Sabila Azzahra Keysha Maulina Halimi Kinaya Khairunnisa Komariansyah Kuntari, Wien Luthfi Dika Chandra Mahesa Dzikri Kurniawan Marsya Halya Alfrida Merry Ardelia Wirastuti Mia Putri Yeza Mira Fitria Dewi Mochamad Farras Fauzan Mochammad Alwan Al Ataya Mochammad Fadiil Thoriq Muhamad Ali Imron Muhammad Adzka Muhammad Al Amin Muhammad Farhan Fahrezy Muhammad Fathi Ramdhana Muhammad Fillah Alfatih Muhammad Galuh Gumelar Muhammad Ilham Nurfajri Muhammad Naufal Ardhani Muhammad Rafi' Rusafni Muhammad Rahmat Maryadi Muhammad Shubhi Maulana Muhammad Yordi Septian Muthia Nurul Sa'adah Nabil Malik Al Hapid Nabila Fakhiratunisa Najla Amelia Putri Nasywa Shafa Salsabila Naufal Alif Falah Nur Iman Nugraha Nur Indah Chasanah Nur Rahma Ditta Zahra Rafi Hilal Zahir Rafli Damara Raisa Mutia Thahir Rajhaga Jevanya Meliala Rangga Wasita Ningrat Rayhan Ananda Hafiz Pradipta Reza Pratama Ridwan Siskandar Rivanka Marsha Adzani Rizki Juliansyah Rizky Fadlurohman Setiady Ibrahim Anwar Sharfina Andzani Minhalina Simangunsong, Gandi Abetnego Siti Farah Fakhirah Surya Agung Syah Bintang Thoriq Muhammad Pasya Tiara Ariyanto Putri Tria Febriayanti Tria Febriyanti Uding Sastrawan Vandame Ronald Suhada Wahyu Mustika Aji Wildan Holik