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Rahmad, Cahya
Politeknik Negeri Malang
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Journal : Applied Information System and Management

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Mask Detection App Uses Haar Cascade and Convolutional Neural Network to Alert Comply with Health Protocols Rahmad, Cahya; Nurfaidah, Nurfaidah; Adhisuwignjo, Supriatna; Hani’ah, Mamluatul
Applied Information System and Management (AISM) Vol. 6 No. 2 (2023): Applied Information System and Management (AISM)
Publisher : Depart. of Information Systems, FST, UIN Syarif Hidayatullah Jakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15408/aism.v6i2.31396

Abstract

This study aims to identify the face of a person whether wearing a mask or not wearing a mask accompanied by an appeal to the importance of wearing a mask. The contribution of this paper to science is to provide an overview of the results of accuracy, precision, recall used by the method used with data that can be accessed by many people, so that it can be developed further or can be compared. This system uses two techniques, namely the classification of whether a person is wearing a mask or not using the Convolutional Neural Network (CNN) model. The architecture used is DenseNet-12 to detect human face objects. The data used has a total of 2332 data sets, 200 of which were retrieved manually as research objects, and the rest were obtained from Kaggle. All data is evaluated using the camera in real-time. The test results show that testing scenario one has the highest score with an accuracy of 85% while testing scenario two gets results of 80%, the precision value in testing scenario one gets results of 75%, and testing scenario two has results of 88%. Scenarios 1 and 2 also have the same recall value of 100%. Based on the data analysis, it can be concluded that the use of the Haar Cascade approach and the Convolutional Neural Network with the DenseNet-121 architecture produces good performance in the case of real-time detection of masked and non-masked facial objects.
Co-Authors A. Shabrina Afrah Ade Putra Lesmana Adhisuwignjo, Supriatna Affandi, Luqman Afrah, A. Shabrina Ahya, Anugrah Vito Alfian, Ahmad Alfian Alviando Wisang , Muhammad Amanda Patria Putra Amelia Marshanda Ananta, Ahmadi Yuli Andriani Parastiwi Anik N. Handayani Annisa Puspa Kirana Annisa Puspa Kirana Anugrah Vito Ahya Ariadi Retno Tri Arief Prasetyo Arief Prasetyo Arwin Datumaya Wahyudi Sumari Asrori Asrori Astiningrum, Mungki Bagas Satya Dian Nugraha Banni Satria Andoko Banni Satria Andoko Banni Satria Andoko Bayu Hari Saputro Ba’ar Wasil Razzaq Budi Harijanto, Budi Cahyono, Lulus Okta Candra Bella Vista Deddy Kusbianto Dewandaru, Fajar Dika Rizky Yunianto Dika Rizky Yunianto, Dika Rizky Dika Rizky Yuninanto Dimas Rossiawan Hendra Putra Dimas Wahyu Wibowo Dodo Zulkarnain Dwi Puspitasari Dwi Puspitasari DWI PUSPITASARI Eko Hendri S Eko Yudiyanto Ekojono Ekojono Enggar Sukmana, Septian Erfan Rohadi Erlangga Adha Widyatama Faisal Rahutomo Fajar Dewandaru Febriyanto, Nugroho Frangky Tupamahu Hapsari, Indri Tri Haryono Haryono Hendra Pradibta Hendrawan, Muhammad Afif Ika Oktavia Pristisari Imam Fahrur Rozi Indri Tri Hapsari Inta Widiastuti Kris Witono Laras Palupi P Lesmana, Ade Putra Mamluatul Hani’ah Marcelina Alifia Rahmawati Martin Nugroho Parapat Maula, Ahmad Zaky Moch Zawaruddin Abdullah Moch. Febry Ramadhani Muhammad Bisri Musthafa Musthafa, Muhammad Bisri Ngatmari Ngatmari Ngatmari, Ngatmari Ni’ma Shoumi, Milyun Noor Hidayat, Mohamad Nugroho Febriyanto Nur Afifi, Yunis Fiatin Nur Rahmanto, Anugrah Nurfaidah Nurfaidah Nurudin Santoso Palupi P, Laras Parapat, Martin Nugroho Pradibta, Hendra Pramana Yoga Saputra Pristisari, Ika Oktavia Putra, Amanda Patria Putra, Yudistira Eka Rachmad Syulistyo, Arie Rahmat Satrio Wibowo Ramadhani, Moch. Febry Ratsanjani, M. Hasyim Razzaq, Ba’ar Wasil Retno Tri Hayati Ririd, Ariadi Riza Awwalul Baqy Riza Awwalul Baqy Rosa A. Asmara Rosa Andrie Asmara Rosiani, Ulla Delfana Rudy Ariyanto Santoso, Nurudin Saputro, Bayu Hari Satworo Adiwidodo Septian Enggar Sukmana Subhan Indra Prayoga surya Wijaya, Wldan Tri, Ariadi Retno Triana Fatmawati Vandry Eko Haris Setiyanto Vivin Ayu Lestari Widiastuti, Inta Yan Watequlis Syaifudin Yudistira Eka Putra Yuninanto, Dika Rizky Yuri Ariyanto Yuri Ariyanto Zettyara, Devi Zulkarnain, Dodo