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Nurfaidah Nurfaidah
FKIP UNTAD
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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 Adawiyah, Hafizah Sa’datul Adhisuwignjo, Supriatna Adi Nur Cahyono ADRIANI ADRIANI AHMAD FAHRIZAL Alimuddin, Hadijah Amal, Amri Amirudin Amirudin Andi Hadidu Andi Syarifuddin Asikin, Abdul Malik Aspika, Andi Azis Azis, Azis Azizah Amini Azkiya, Ainun Bunyamin Bunyamin Chadijah, Andi Darmasetiadi, Doni Dewi Widiyastutin Suripto Dzulkifli, Andi Muhammad Emi Pujiastuti Endang , Hety Kus Fahirah, Andi Fitri, Sri Dewi Idil Fitriani, Nurul Gazali, Agus Umar Guruh Amir Putra Habibi Habibi Haq, Muhammad Naufal Syaiful Harman , Muafira Hebron, Hebron I Made Putu Sudiartha Hartawan Iqbal Kharisudin Isma, Auliana Bestary Isti Dari Sofianti Korkor, Sarah Lale Ajeng Khalifatun Wardani Langi', Jelita Robong M. Sukarno Mamluatul Hani’ah Marlina Marlina Mellawaty Meta Mahendradatta Metusalach Metusalach, Metusalach Mu'nisa, A. Muhammad Rusli Musatafa, Musatafa MUTHMAINNAH Mutmainnah Mutmainnah Ni Made Ayu Tianyar Nildawati, Nildawati Nirwana, Nirwana Novi Sri Rahmi Nur Alam Nurdin, Nursa’adah Nurhasani, Hafidz Nurrahman Nurrahman Nurwijayanti Pusaka, Semerdanta Rachmat Barung Rahmad, Cahya Ramli S Rizal Rizal Rusdiah Rusdiah Safebri, Hikmah Sasmita , Yuda Wisnu Sayidman, Sayidman Septiana, Andi Annisa Sholehatun , Syaputri Sitrasari, Sitrasari Slamet Mardiyanto Rahayu Sudirman Sudirman Sufardin, Sufardin Sugiman Sugiman SULFIANA, SULFIANA Syahril Syahril Syamsul Alam, Syamsul Syamsul Bahri Syarfaini Syarfaini, Syarfaini Syarif, Isymiarni Syatriawan Perdana Putra Tri Nugroho Usman Usman Usman, Sukmawati Wahyuni, Vebriayanti zahra salsabila