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Nur Istiqomah
Prodi Statistika Jurusan Matematika FMIPA Universitas Brawijaya
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Journal : IJID (International Journal on Informatics for Development)

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Real-time Smartphone Usage Surveillance System Based on YOLOv5 Sejati, Rr. Hajar Puji; Mardhiyyah, Rodhiyah; Zulkhairi, Zulkhairi; Istiqomah, Nur; Prasetya, R. Imam Budi
IJID (International Journal on Informatics for Development) Vol. 11 No. 2 (2022): IJID December
Publisher : Faculty of Science and Technology, UIN Sunan Kalijaga Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14421/ijid.2022.3766

Abstract

The digital era affects students' attitudes toward utilizing applications as learning media. This phenomenon can be used to boost student achievement, but it can also have negative consequences, such as chatting while studying or cheating on school exams. To support the positive and reduce the negative impact of smartphone use, it is necessary to supervise this activity. The supervision can be done by utilizing a camera to detect a smartphone. The YOLOv5 algorithm was used, which is known for its good speed and accuracy in object detection. This smartphone detection system can be controlled, so the application is adjustable to the needs of learning activities. Collecting a dataset, annotating, training objects, writing program code, and testing the system are all stages in the development of this system. The dataset used in this research consists of 1,038 smartphone images from the internet and camera-captured images. This detection system was built to assist teachers in monitoring the use of smartphones by students. The results of this model training are 77.7% mean average precision, 93.2% precision rate, and 71.7% recall rate under varying lighting conditions.
Co-Authors Abdul Karim ADELLA, DESY Adinda, Choirunnisa Adiwijaya, Elang Putri Ahmadi, Muhtar Ali Ajeng, Tendri Alimatul Qibtiyah Ambarwati, Rani Tri Andi Rosdianti Razak, Andi Rosdianti Anif Rizqianti Hariz Ariani Saputri , Chandra Atika, Mery Azkiyatun Salsabila, Nur Chiisai, Ayu Putri Dijan Supramono Eka Yanuarti, Eka Eli Masnawati Farida Rahmawati Fityan Izza Noor Abidin Florina, Ike Desi Hanim, Lailatul M Hariani, Mila Hasbullah, Ahsan Heni Pujiastuti Hera Wahyuni Hidayah, Annisa Mustikhatul Hidayatullah, Ahmad Fauzan Hijrah Eko Putro Indah Permata, Dian Ira Paramastri Isnaini, Isnaini Kartika, Wilda Isna Kwartarini Wahyu Yuniarti Laelia Nurpratiwiningsih, Laelia Lestari, Fiqih Indah Yuni Lutfiyana, Eka M. Noor Rochman Hadjam Mardiningsih Masril Masril Maulidah, Izza MOCHAMMAD THAHA Mubarokah, Nada Adhani Mufidah, Muthmainnatun Muhammad Sukri Mumpuni, Sesya Dias Mursyid Nasiroh, Siti Netania Emilisa Netty Herawati Ni Putu Rizky Arnani NUGROHO HARI PURNOMO Parniati Pertiwi, Adharina Dian Prakosa, Herjuna Ardi Prasetya, R. Imam Budi Putri, Metha Hilmiyana Putri, Novi Mardiani Qadhawijayanti , Suci Rahayu Mardikaningsih Rezkiyah Rosyidah Rina Priarni Rini, Eka Febry Setia Rini, Hapsari Puspita Rodhiyah Mardhiyyah Rohmah, Nailur Rosidah, Ilmiyatur Ruliaty Ruliaty, Ruliaty S Setiadi, S Sadali, Ayatullah Safrizal Safrizal Saminah Samsul Rizal SATRIYAS ILYAS Septiana, Wiwit Cahya Setiyoko, Didik Tri Setyaningsih Setyaningsih, Setyaningsih Sitania, Fendi Siti Kholidatur Rodiyah Sri Adi Nurhayati, Sri Adi Susilowati, Novi Sutaryono - Syahira, Syarifah Syahriani Syahriani, Syahriani Syatria Adymas Pranajaya Tahir, Hasanuddin Tamamudin Tri Wintolo Apoko Veryliana Purnamasari, Veryliana Vincy, Muhammad Wardah Wardah Yana Yana, Yana Yudho Bawono Yusron Masduki, Yusron Zainal Abidin