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Endang Supriyati
Universitas Muria Kudus
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Journal : Makara Journal of Technology

 1 
Recognition System of Indonesia Sign Language based on Sensor and Artificial Neural Network Supriyati, Endang; Iqbal, Mohammad
Makara Journal of Technology Vol. 17, No. 1
Publisher : UI Scholars Hub

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Abstract

Sign language as a kind of gestures is one of the most natural ways of communication for most people in deaf community. The aim of the sign language recognition is to provide a translation for sign gestures into meaningful text or speech so that communication between deaf and hearing society can easily be made. In this research, the Indonesian sign language recognition system based on flex sensors and an accelerometer is developed. This recognition system uses a sensory glove to capture data. The sensor data that are processed into feature vector are the 5-fingers bending and the palm acceleration when performing the sign language. The most important part of the recognition system is a feature extraction. In this research, histogram is used as feature extraction. The extracted features are used as data training and data testing for Adaptive Neighborhood based Modified Backpropagation (ANMBP). The system is implemented and tested using a data set of 1000 samples of 50 Indonesia sign, 20 samples for each sign. Among these 500 data were used as the training data, and the remaining 500 data were used as the testing data. The system obtains the recognition rate of 91.60% in offline mode.
Co-Authors Abda Abda Aditya, Dio Rizki Afifullah, Fauzi Naufal Agnes Pramitha Ahmad Abdul Chamid aji, ananda feby surya Akbar, Kevin Azrial Akbar, Moch Farizki Aldo Bastian Ardiansyah Andriyani Budiman, Nita Aprilia Shanti Setyorini Arisandi, Bustomi Barreta, Ellank candra, alvi noor David Raynaldy Dina Surya Shahhilina Ekha Surya Saputra Ella Mutiara Leavy Fahnia Vrilinda Faiz Al Zukhruf Fauzan, Wahyu Khusuma Nur Firmandito, Rifqi Dwiyana Ghufron, Mohammad Iqbal Handini Arga Damar Rani Hendri Arianto Herlambang, Faizal Arya Huda, Angga Nurul Idni Irsalina Ilham Dika Permana Imanda, Ridho Novan Ivannovic Bachtiar Alif Kasparova, Dita Yanuari Kholilulloh, Nanang Achnas Kuwayyis, Dandi Latifah, Jihan Listyorin, Tri Mathoril Hudha Maulana, Muhammmad Rieza Maulana, Muhammmad Rieza Mohammad Iqbal Muhammad Afid Ilmawan Ilhamsyah Muladi, Muhammad Hasyim Muqsith, Fawwaz Ijlal Nanik Susanti Nindyasari, R. Nita Andriyani Budiman Nurfadli, Mohammad Nurmawati, Puji Pramitha, Agnes Primadewi, Shabrina Puji Nurmawati Putri Kurnia Handayani Putri, Nabila Shania Rahman, Firdaus Noorhadi Ratih Nindyasari Rizkysari Meimaharani Salsabila, Zavira Raihana Saputra, Dwi Erwin Saputro, Irvan Adi Sholihul Ibad Sholikhah, Maulida Ni’matus Sholikhah, Maulida Ni’matus Sirojul Ulum Sri Mulyani Susilo Ery Wibowo Syafiul Muzid Syarif Abdullah Tri Listyorini Tutik Khotimah Uswatun Hasanah Wijaya, Deni Kusuma Wijaya, Deni Kusuma Yaqin, Muhammad Alamul Yudie Irawan yulian, muhammad rizqi dwi Yusuf, Afif Nor Zakiyah, Zumrotuz