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All Journal International Journal of Electrical and Computer Engineering Information Technology and Telematics Dinamik Jurnal Ilmiah Dinamika Teknik JURNAL SISTEM INFORMASI BISNIS Kompak : Jurnal Ilmiah Komputerisasi Akuntansi E-Bisnis : Jurnal Ilmiah Ekonomi dan Bisnis Elkom: Jurnal Elektronika dan Komputer Students' Journal of Engineering Indonesian Journal of Electrical Engineering and Informatics (IJEEI) Scientific Journal of Informatics Proceeding SENDI_U Proceeding of the Electrical Engineering Computer Science and Informatics Jurnal Informatika Upgris Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) CogITo Smart Journal JOURNAL OF APPLIED INFORMATICS AND COMPUTING JURNAL INSTEK (Informatika Sains dan Teknologi) Jurnal Teknoinfo Jurnal Teknik Informatika UNIKA Santo Thomas Jurnal Teknologi Sistem Informasi dan Aplikasi IKRA-ITH ABDIMAS JURIKOM (Jurnal Riset Komputer) Jurnal Tekno Kompak Building of Informatics, Technology and Science To Maega: Jurnal Pengabdian Masyarakat Journal of Computer System and Informatics (JoSYC) Dinamika Informatika: Jurnal Ilmiah Teknologi Informasi MEANS (Media Informasi Analisa dan Sistem) Jurnal Teknologi Informasi dan Komunikasi Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) Industrika : Jurnal Ilmiah Teknik Industri Transformasi Jurnal Teknik Informatika Unika Santo Thomas (JTIUST) Jurnal Pengabdian Masyarakat Intimas (Jurnal INTIMAS): Inovasi Teknologi Informasi Dan Komputer Untuk Masyarakat Servis : Jurnal Pengabdian dan Layanan kepada Masyarakat Andan Jejama: Indonesian Journal Of Community Engagement
Imam Husni Al Amin
Universitas Stikubank, Fakultas Teknologi Informasi Dan Industri
Religion Biochemistry, Genetics & Molecular Biology Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Mathematics Mechanical Engineering Public Health Other

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Journal : Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi)

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Real-Time Detection of Face Mask Using Convolutional Neural Network Imam Husni Al Amin; Deva Ega Marinda; Edy Winarno; Dewi Handayani U.N; Veronica Lusiana
Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Vol 7 No 3 (2023): Juni 2023
Publisher : Ikatan Ahli Informatika Indonesia (IAII)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29207/resti.v7i3.5036

Abstract

Masks are a simple barrier that can help us prevent transmission and spread of disease from other people who enter the body, avoid exposure to air pollution, and protect the face from the adverse effects of sunlight. However, many people are still ignorant about the importance of wearing masks for health. This study aims to detect whether or not to use masks in real-time by proposing a deep learning model to reduce illness and death caused by air pollution. The convolutional Neural Network (CNN) method was used in this research to detect facial recognition using a mask and not using a mask. The public dataset used in this research consists of 1300 images with 650 data using masks and 650 data without masks. The results of this study show that the proposed CNN method works well in detecting masked and non-masked faces in real time. The proposed method obtains an accuracy value of 97.5% at epoch 50. Previous research on mask detection using the Eigenface method yielded an accuracy of 88.89%, and another study using the Viola-Jones method yielded an accuracy of 95.5%. It can be concluded that this research can increase the accuracy value of previous studies. So, this research is feasible to be applied to the detection of mask use in real time.
Co-Authors A.P, Arga Alundra Achmad, Fariz Adi Kristanto Adri Triandhika Septyanto Ahlak, Muhammad Lutfi Mahasinul Ansyahry, Bramantyo Ridho Antoni Yohanes Arningtya, Luthfi Arningtya Aulia Rahman Fahindra Awan Aprilino BACHTIAR YUSUF Bagas Santoso Budi Hartono Budi Hartono Budi Hartono budi hartono Budi Hartono Cahyo, Soliqin Nur DEA ARMAWATI PUTRI Deva Ega Marinda Dewi Handayani Untari Ningsih Dewi, Qomariah Kumala Dimas Wahyu Dwi Budi Santoso Edy Winarno Eka Ardhianto Eko Nur Wahyudi Endang Lestariningsih Fajriansyah Noor Hidayat Falah Hikamudin Arby FARIZ AKBAR SHALAHHUDDIN Fath, Tata Redha Al Fatkhul Amin Fatkhul Amin Felix Andreas Sutanto Firman Ardiansyah E.A Firman Ardiansyah Ekoanindiyo Gatot Setiawan Gustiyargani, Alfian Hidayat, Fajriansyah Noor Joko Handoyo Kristanto Kristanto Kristianto, Teguh Kunthi Muslichah Ardi Laksono, Endy Suryo Marahendra,, Wawan Dedi Marinda, Deva Ega Mohamad Helmi Ilman Fahmi Muhammad Lutfi Mahasinul Akhlak Muji Sukur Muji Sukur ., Muji Sukur MUNANDAR, AHMAD KHARIS Nafiah, Khittatun NUR HASAN ., NUR HASAN Pandji Iman Syach Putra Prajanto Wahyu Adi Pratama, Fandi Pratama, Fandi Purwaningtyas Purwaningtyas Pusaka, Semerdanta Radyanto, Mohammad Riza Raiz Hutama, Tidar Rina Candra Noor Santi Santoso, Bagas Setyawan Wibisono Sofin Rendian Novianto Sofin Rendian Novianto Sri Eniyati Sri Hartati Sri Rahajeng, Dini Estu Taufiq Dwi Cahyono Thahir, Sirya Sabina Bin TRIYAS NIKO SAPUTRA Veronica Lusiana Veronica Lusiana Waskito, Punto Wiwien Hadikurniawati