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All Journal JURNAL NASIONAL TEKNIK ELEKTRO JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING INTEGER: Journal of Information Technology Jurnal Sains dan Informatika JITK (Jurnal Ilmu Pengetahuan dan Komputer) Journal of Information Systems and Informatics Jurnal Teknologi Dan Sistem Informasi Bisnis Prosiding National Conference for Community Service Project JOURNAL OF INFORMATION SYSTEM MANAGEMENT (JOISM) Jurnal Pengabdian kepada Masyarakat Nusantara Telcomatics Journal of Information System and Technology (JOINT) INFORMATIKA Conference on Community Engagement Project (Concept) Social Engagement: Jurnal Pengabdian Kepada Masyarakat Madani: Jurnal Pengabdian Masyarakat dan Kewirausahaan
Nimatul Mamuriyah
Universitas Internasional Batam
Arts Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Mathematics Mechanical Engineering Social Sciences Other

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Journal : JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING

 1 
Penerapan Metode Convolution Neural Network (CNN) Pada Aplikasi Automatic Lip Reading Nimatul Mamuriyah; Jason Sumantri
JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Vol 6, No 1 (2022): Issues July 2022
Publisher : Universitas Medan Area

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31289/jite.v6i1.7523

Abstract

AbstractA Prototype of Automatic Lip-Reading or a prototype of automatic lip-reading is a device that is needed by people with hearing disabilities or the Deaf. The prototype will help people with hearing impairment move independently without depending on others. Advances in Nano technology have driven the development of Computer Vision and software that enables the creation of prototypes of Automatic Lip-Reading. The image processing applied to this prototype is focused on the movement of the lips, tongue, and the area around a person's mouth. Furthermore, the results of the image recognition will compare with the database that has been provided to produce certain words. The prototype design consists of a camera, Python with Tensorflow used as an image processing programming language with the Convolutional Neural Network (CNN) method as an image recognition method, and Machine Learning Technology used as processing and decision-making systems. This study, numbers and alphabets were used as trials or predictions of the Automated Lip-Reading system. By using CNN and Machine Learning methods, the test results show that in general, the system designed can predict numbers and alphabet with not quite high or less than 35%.   
Co-Authors Agnes Doraresta Khatarina Tokan Alexander Alexander, Alexander Alfian Aziz Nasution Alif Tony Amos Girsang Andik Yulianto Anugrah Tri Novianto Arwa Meida Aninda Arya Salsabila Auliana Putri Aulia Ginda Putri Ayen Sephia Dhani Bantara, Arche Evangelista Carin, Valencia Chairunnisa Chairunnisa Chua, Hansen CINDY CINDY Deasy Deasy Delynn, May Dennis Fernando Derit Lim Dian Tresnawan EKO HAMDANI Erlina Erlina Febby Lionna Febrianti Febrianti Florensia Sutjiali Francisco, Leo Gilang Priyonggi Medansyah Hadi Hadi Hadi Hadi Haeruddin Haeruddin Haeruddin Hendra Son Simon Hendry Charles Hero, Hero Intania Syafrina Irene Juwita Depari Ivan Octovia Mandala Jackson Jackson, Jackson Jacky jacky Janati, Haura Anastasya Jason Sumantri Jimmy Martin Julyanto, Julyanto Katerina, Katerina Kenny Wilson Kerlin, Kerlin Kerry, Winson John Kevin Saputra Utomo Kusnan Kusnan Lie, Hose Armando Lina Lina Martin, Jimmy Meiliana Meriana, Angelina Meylarisman, Tasya Nina Pramita Nurwijayanti Ong, Verensia Peter Macnico Prasetyo, Stefanus Eko Putri Rahayu Reynaldi Arsani P Rezki Sari Putra Richard Riski Wulandari Hutagaol Rustandi, Jeffrey Sabariman Sabariman Saidah Dulfi Saputra, Ade Jaya Satria Wijaya Sijabat, Abner Onesimus Sim Hwa Hwa Sim, Joel Hamim Siregar, Syarah Difa Steven Kurniawan Susanti Susanti Tata Fransiska Putri Vanessa Aurelia Verliana Elzagi Vincent Ng Vincent Vannesse Ting Vlorecita, Vlorecita Wiewin Wiranata William Wijaya William William Winna Winna Wisnu Yuwono Yohanes Sibarani Yulianto, Andik