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Maulana, Ikhsan
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Journal : Mobile and Forensics

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Embedded System for Automatic Mask Detection using YOLOv4 Deep Learning and PyQt5 Interface Fadllullah, Arif; Langi, Nelson Mandela Rande; Maulana, Ikhsan; Meilindy, Laura Nur; Akbar, Muhammad Adhiya Yudhistira; Rahman, Mukti Dika
Mobile and Forensics Vol. 7 No. 1 (2025)
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/mf.v7i1.11951

Abstract

The use of masks remains crucial, especially in high-risk areas for disease transmission, such as airports, schools, hospitals, and crowded places. However, some individuals continue to neglect wearing masks in these locations, leaving the area vulnerable to disease spread, including COVID-19. Therefore, this study proposes the development of an embedded system based on Raspberry Pi 4 for automatic mask detection using YOLOv4 deep learning and a PyQt5 interface. The system is designed to be simple and compact, featuring a user-friendly GUI to effectively detect mask usage on multiple faces in a single detection. Experimental results on 40 samples captured in real-time, with 4 samples taken per image capture and various mask colors and three mask-wearing angles, demonstrated that the average precision, recall, and F1_score rates were each 100%. This outcome proves that the proposed embedded system successfully detects masks on multiple faces with different colors and angles in a single detection with excellent accuracy.
Co-Authors Abdul Haris Adiningrat, Arya Afrawasih, Nisa Agus Maryoto Aisyah Aisyah Akbar, Muhammad Adhiya Yudhistira Al Furqan, Al Alkhasanah, Nuraini Alvia, Devi Alyana, Afrianti Anastasya, Aisyah Afifah Anatri Desstya Arif Fadllullah Cibro, Elfi Juliana Damara, Dinda Rahma Faisal, Sutan Firdausy, Marsha Fazira Fitriani, Anisa Gusthio, Rona Habibie, Zulqoidi R. Hanafi, Hanafi - Hardianto, Rian Harsa, Fetia Helda Orbani Rosa Husnatul Mahmudah Ifah Hanifah, Ifah ifaq, haifaq Irwati, Dwi Isnaini, Annisa Isnaini, Yusrika Firda JHONY HENDRA, GHAZALI INDRA PUTRA Kasmar, Kasmar Kurnia, Ridho Laia, Devi Krisdayanti Langi, Nelson Mandela Rande Lestari, Santi Arum Puspita M. Danil Meilindy, Laura Nur Muhammad Indar Pramudi Muhammad Muhyiddin, Muhammad Muhyidin, Muhammad Mulya, Musdah Nadia Aldyza Nanda, Meutia Nasaruddin Nasaruddin Ningsih, Prapti Octavia Nor Intang Setyo H., Nor Intang Novi Indriyawati Nuriyati, Tuti Oksil Venriza Olvyanda Ariesta Pangestu, Oktavia Salsa Winanda Prabowo, Rizqi Alifna Waskita putra, Gusti Muhammad Ahsin Anggarda Rahmadian, Rafli Ranu Rahman, Haikal Rahman, Mukti Dika Rangga, Naufal Fajri Rifa Rahmawati Rima, Priska Deyana Ritonga, Supardi Rizqotussofia, Rizqotussofia RR. Ella Evrita Hestiandari Samharinto Samharinto Santosa, Aa Saputra, Indra Wahyu Sari, Fovi Rahma Sazliana, Sazliana Septianti, Nurul Fitri Fika Setioso, Agus Shiharudin, Syapik Sirait, Dita Eka Pertiwi Sirait, Nadia Theresia Siregar, Amril Mutoi Sofiani, Erma Sri Wahyuni Suci Rahmawati, Suci Supiati Supiati Suryani, Rina Susanti, Desy Tri Syahbana, Muhammad Irfan Syahrul Syahrul Tohiron, Ahmad Umi Fadlilah, Umi Utami, Tri Niswati Wahyu Mulyadi Wahyuningsih, Intan Ayu Wahyuningsih, Nurul Waki, Ahmad Yayuk Kusumawati Yulia Maftuhah Hidayati Zebua, Nimfa Kristiani zein, yuhaneth zi, fauziah