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Ricky Setiawan
Bagian Prostodonsia, Fakultas Kedokteran Gigi Universitas Prof.DR.Moestopo (Beragama)
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Journal : IT For Society : Journal of Information Technology

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BISINDO (Bahasa Isyarat Indonesia) Sign Language Recognition Using Deep Learning Setiawan, Ricky; Yunita, Yustina; Rahman, Fajri Fathur; Fahmi, Hasanul
IT for Society Vol 9, No 1 (2024): Vol 9, No 1
Publisher : President University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33021/itfs.v9i1.5076

Abstract

Sign language recognition plays a crucial role infacilitating communication for individuals with hearingimpairments. This paper presents a deep learning-basedapproach for recognizing Bahasa Isyarat Indonesia (BISINDO),the sign language used in Indonesia. The proposed systememploys convolutional neural networks (CNNs) and recurrentneural networks (RNNs) to automatically extract features fromsign language gestures and classify them into correspondinglinguistic units. The dataset used for training and evaluationconsists of annotated BISINDO sign language videos.Preprocessing techniques such as normalization andaugmentation are applied to enhance the robustness of themodel. Experimental results demonstrate the effectiveness of theproposed approach in accurately recognizing BISINDO signlanguage gestures, achieving state-of-the-art performancecompared to existing methods. The developed system showspromising potential for real-world applications in enhancingcommunication accessibility for the hearing-impairedcommunity in Indonesia.
Co-Authors Achyar, Adrian Ahmad, Syafar Ali Fakhrudin, Ali Almasita, Almasita Amanda, Kartika Budi Arianto, Riska Octavia Asdian, Muhammad Azisah, Andi Nurul Azizah, Diva Agistia Nur A’yunina, Safira Nuri Benaya, Theofilus bintang nusantara, andre Budi Amanda, Kartika Dimas, Kanisius Dwi Yuli Prasetyo Fahmi, Hasanul Farida Istianah Fian, Denny Firdausyi, Marsya Salsabila Firmana, Yosa Nugraha Fitri Yunita Fitriani Fitriani Ganes Gunansyah Gede Sri Darma Ginting, Chris Dayanti Br. Habibatuzzahro, Laila Hariany Idris Hendrik Pandu Paksi, Hendrik Pandu HERU SUBRATA Ika Rahmawati Istiq'faroh, Nurul Jauhari, Yustika Jone P. Sodusta, Donne Juliansyah Roy Kiettikunwong, Narong Leonardo, Yosua Lisvana, Yusmanindya Nanda Putri Mochamad Nursalim Muflikhah, Itsna Muhimmah, Hitta Alfi Mun'im, Abdul Musdalifa Musdalifa Nada, Tsaltsa Ulifatin Noerdiana, Azizah Firdha Novitasari, Kartika Nurmaningsih, Huswatun Octavia Arianto, Riska Pratiwi, Vivi Purwasari, Dwi Rezki Dea Puspita, Ari Metalin Ika Putri Rachmadyanti Putri, Anindita Historiana Qudsyi, Sholita Amirah RACHMADYANTI, PUTRI Rachman, Rais Radjawane, Louise Elizabeth Rafika Uksi Rahman, Delfia Ikhlasiah Rahman, Fajri Fathur Rusly, Riyan Ryketeng, Masdar Safarulli, Luckyta Salsabila Firdausyi, Marsya Sangkala, Masnawaty Sari, Dinda Putri Rahmanda Sari, Wila Aliesta SUJARWANTO Suprayitno Suprayitno Surianto, Nurul Maghfirah ULHAQ ZUHDI WAGINO Winda Ayu Virginia Wulandari Wulandari Yunita, Yustina Zaenal Abidin Zakia Zamania, Zeni Zamania, Zeni Zakia