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SUHIRMAN SUHIRMAN
SPs Universitas Islam Negeri (UIN) Syarif Hidayatullah Jakarta
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Journal : International Journal of Electrical and Computer Engineering

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Real-time mask-wearing detection in video streams using deep convolutional neural networks for face recognition Suhirman, Suhirman; Saifullah, Shoffan; Hidayat, Ahmad Tri; Kusuma, M. Apriandi; Drezewski, Rafał
International Journal of Electrical and Computer Engineering (IJECE) Vol 14, No 1: February 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijece.v14i1.pp1005-1014

Abstract

This research aims to develop a real-time mask-wearing detection system using deep convolutional neural networks (CNNs). This is crucial in the coronavirus disease 2019 (COVID-19) pandemic to alert individuals who are not wearing masks early on, thereby reducing the spread of the virus. Since COVID-19 primarily spreads through respiratory droplets and mask-wearing is recommended, our proposed study utilizes computer vision techniques, specifically image processing, to detect masked and unmasked faces. We employ a customized CNN architecture consisting of five convolutional layers, followed by max-pooling layers and fully connected (FC) layers. The final output layer utilizes softmax activation for classification. The model is updated with optimized layer configurations and parameter values. We are developing an application that uses a digital camera as an input device. The application utilizes a dataset comprising 11,792 image samples, which are used for training and testing purposes with the 80:20 ratio. Real-time testing is conducted using human subjects captured by the camera. The experimental results demonstrate that the CNN method achieves a classification accuracy of 99% on the training data and 98.83% during real-time video testing. These findings suggest that the real-time mask detection system using CNN performs effectively.
Co-Authors Abdul Aziz Abdul Aziz Abdul Fattah Alkusaeri Alkusaeri, Alkusaeri Andjanie, Isabella Fitria Andriani, Lilian Annisa, Annisa Tusadia Apriliansyah, Apriliansyah Artiningsih, Typuk Asli, Nihi Aswasulasikin Bahtiar Bahtiar Daheri, Mirzon Dahlia Hidayati, Dahlia Daniswara, Nirwasita Dea Yusuf Yudanto, Dea Yusuf Desy EkaCitra Desy, Desy Eka Citra Dewi Dewi, Desy Eka Citra Dian Yulie Reindrawati Dina Apriana Drezewski, Rafał Faeruz, Ratna Fitiriani, Rohyana Gita Mentari Hafith, Abdul Hariadi Hariadi Hayati Umajan, Lulu Hanifa Hemlan Elhany Herwint Simbolon, Herwint Hery Widijanto Hidayani, Masrifa Hidayat, Ahmad Tri Husnul Mukti Ibrahim, Doni Septu Marsa Ihsan, Muhammad Shohibul Ikbal, Moch. Iqbal Syaichurrozi Kencana Putra, Ahmad Agung Kusuma, M. Apriandi Lestari, Meri Mahdalena, Siti Mardian, Della Maulidian, Muslihatul Mindani Mindani Mita Napitasari, Mita Mitsuru Osaki Muhammad Husni Najamuddin Najamuddin, Najamuddin Ningsih, Sapitria Nirmalasari, Emalia Novianto, Enggar Nurlaili Nurlaili Oetalu, Reki Prasetyo, Damar Pujiani, Sri Rahman, Firman Ali Rahmat, Azwar Ramdhani, Sandy Ramdhani, Zuhut Refriana, Isna Regina Ananda Riska Damayanti, Riska Rohimin Rohimin Rohmi, Rohmi Rohyana Fitriani Ruhana, Siti Saepudin Saepudin Saifuddin Fahri Saifullah, Shoffan Santoso, Achmad Erwin Saputra, Marwan Adi Sari, Niken Purnama Satrianto, Muhammad Ditya Sholehah, Inayatu Sirajuddin Sirajuddin Sisilia, Debbi Slamet Untung Sri Sofiati Umami, Sri Sofiati Suryansah Topik Hidayat Toron, Yustinus S. Toyibi, Dzurriyun Tri Agustina, Tri Viana Novia Wahyudin Wahyudin Walid, Ahmad Windi Maharani Yudhi Setiawan Yul Alfian Hadi . Zuhut Ramdani