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All Journal Jurnal Buana Informatika Jurnal Informatika JUITA : Jurnal Informatika ELINVO (Electronics, Informatics, and Vocational Education) Register: Jurnal Ilmiah Teknologi Sistem Informasi Binus Business Review JOIN (Jurnal Online Informatika) Jurnal Pendidikan Informatika dan Sains Medical Laboratory Technology Journal JURIKOM (Jurnal Riset Komputer) JURTEKSI JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) EDUMATIC: Jurnal Pendidikan Informatika METIK JURNAL Jurnal Tekinkom (Teknik Informasi dan Komputer) Infotek : Jurnal Informatika dan Teknologi Indonesian Journal of Cultural and Community Development Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) Jurnal Teknik Informatika (JUTIF) DECODE: Jurnal Pendidikan Teknologi Informasi Prosiding Seminar Nasional Teknik Elektro, Sistem Informasi, dan Teknik Informatika (SNESTIK) PELS (Procedia of Engineering and Life Science) Proceedings of The ICECRS Procedia of Social Sciences and Humanities MATRIX : JURNAL MANAJEMEN TEKNOLOGI DAN INFORMATIKA Indonesian Journal of Applied Technology Journal of Technology and System Information Kesatria : Jurnal Penerapan Sistem Informasi (Komputer dan Manajemen) IJHCS
Rohman Dijaya
Universitas Muhammadiyah Sidoarjo
Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Mathematics Mechanical Engineering Neuroscience Nursing Physics Public Health Social Sciences Other

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Journal : Jurnal Teknik Informatika (JUTIF)

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FACEMASK DETECTION USING YOLO V5 Suroiyah, Lailatul; Rahmawati, Yunianita; Dijaya, Rohman
Jurnal Teknik Informatika (Jutif) Vol. 4 No. 6 (2023): JUTIF Volume 4, Number 6, Desember 2023
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2023.4.6.1043

Abstract

The use of facemasks is one of the obligations when carrying out activities outside the home during the COVID-19 pandemic, but despite the COVID-19 pandemic, the use facemasks is still needed. One of the supporting factors driving this is air pollution. The use of facemasks can reduce the risk of respiratory diseases, because it is important to use facemasks when carrying out activities in place with a high risk of air pollution such as industrial areas, this is done to maintain the safety of its users both in term of healh and comfort. So consistency is needed for users to use masks, through current technological developments detecting the use of masks is one of the right solutions to this problem. One of the mask detection methods used in this study is YOLO (You Only Look Once). YOLO is a method that detects objects using a single neural network consisting of several layers of convolution networks for image feature extraction, then prediction of bounding box coordinates is performed simultaneously. The YOLO v5 training model in this study was carried out with a combination of minimum values ​​on img, batch, and epoch resulting in a maximum F1 value and mAP@50 of 86%.
Co-Authors Abdillah, David Fahmi Achmad Alfi Fakhresi Achmad Ariq Rivaldhi Ade Eviyanti Agung Novianto, Putra Agung Wijaya Agustin Nurfirmansyah Aini, Della Swastika Nur Ali Akbar Ambarwati , Rita Andika Aliviameita Anggi Fiolitta Ardhian Ramadhan Arif Senja Fitrani Bagus Dwi Yulianto Bakta , Nabila Ayu Budi, Bagus Setyo Busono, Suhendro Cholifah Darlis Herumurti Deni Sutaji Deni Sutaji Dian Delta Dimas Ayu Putri Risky Nofa Dina Trikumalasari Diva Putri Anasya Eka Fatra Arif Hidayatullah Eko Agus Suprayitno Erfina, Idha Maharani Erika Prastiyanti Evi Rinata Fatona Kholifatun Nisa' Febrian Endi Pranyoto Firdaus Margo Utomo Firman Milani Gracia, Aisyah Silvia Hamzah Setiawan Harunur Rosyid Hatuwe, Razif Zulvikar Hibatullah Putra, Dimas Radito Idha Maharani Erfina Ika Ratna Indra Astutik Ilham Basri K Irwan Alnarus Kautsar Julianata, Akhsan Maula Khotiah, Titiek Kusuma, Selvia Ferdiana lambang , Yanuangga Galahart Livia Nur Azzah M. Ryas Hakim Maudina Fatika Ningsih Mauliana, Metatia Intan Miftahul Mushlih Mochamad Alfan Rosid Mudji Astuti Muhammad Fachruddin, Muhammad Muhammad Iqbal Al Mulki Nanik Suciati Nanik Suciati Novia Ariyanti Nuril Lutvi Azizah Octavia, Elga Priyo Wahyu Setiyo Aji Puspitasari Puspitasari Putra, Riski Firmansyah Wilis Putri, Adelia Kharisma Qilmia Fanani Rahmawati, Indah Agustinah Ratri Enggar Pawening Retna Fetty Idamayanti Rhomadiniyah, Dewi Rina Safitri Rita Ambarwati Rivaldhi, Achmad Ariq Rizky Bagas Prasetyo, Achmad Rizky Bayu Wardana S Suprianto Sahera, Charisa Nur Sandi Wahyu Maulana Setiawan, Hamzah Shovi Firdaus Siska Aprilia ST, M. Atho'illah Suhendro Busono Sumarno . Sumarno Sumarno Suprianto Suprianto Suprianto Suprianto Suprianto Suprianto Suprianto Suprianto Suroiyah, Lailatul Surur, Moch Shobachus Syahgita, Mico Hari Tasya Gusti Amalia Taurusta, Cindy Uce Indahyanti Umami, Nur Reza Umi Khoirun Nisak Wahyu Nur Islamudin Wahyu Setia Bintara Wardana, Rizky Bayu Wardani, Dwi Sukma Yansah, Muhammad Kahfi Yulian Findawati Yunianita Rahmawati, Yunianita Yunita Setiyaningsih Yusuf Raharja Yusuf, Farid Maulana Yuwanto, Mahmud Adi