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Student Behavior Monitoring System in Classroom Environment Using YOLOv8 Sepulau, Ifroh Intan; Kusumanto, Kusumanto; Husni, Nyayu Latifah
Indonesian Journal of Artificial Intelligence and Data Mining Vol 8, No 2 (2025): July 2025
Publisher : Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/ijaidm.v8i2.37086

Abstract

Student ethics in an academic environment is an important element in creating an orderly and professional learning environment. One form of ethical violation that is still often found in the lecture environment is eating and drinking activities in the classroom. This study's objective is to develop an automatic detection system for unethical student behavior in the classroom, especially eating and drinking activities, utilizing one of the newest Real-time deep learning approaches object recognition on a Raspberry Pi device, The algorithm known as You Only Look Once version 8 (YOLOv8). A special dataset was developed through a manual annotation process in the form of images and videos showing students with various activities in the classroom. This system is expected to be an additional solution in monitoring student ethics automatically, efficiently, and in real-time in a modern learning environment. The test findings demonstrate that the model can identify eating and drinking activities with a respectable degree of precision indicating that the system is able to detect target activities with an accuracy level of up 95% with fairly stable performance in good lighting conditions and certain viewing angles
Perancangan Aplikasi Presensi Dosen Real Time dengan Metode Global Positioning System (GPS) dan Location Based Service (LSB) Berbasis WEB di Jurusan Teknik Elektronika Politeknik Negeri Sriwijaya Aisyah, Aisyah; Permata Sari, Dewi; Kusumanto, Kusumanto
Jurnal Locus Penelitian dan Pengabdian Vol. 1 No. 8 (2022): Jurnal Locus Penelitian dan Pengabdian
Publisher : Riviera Publishing

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58344/locus.v1i5.73

Abstract

Absensi merupakan suatu hal yang wajib terutama pada sebuah instansi maupun perusahaan Politeknik Negeri Sriwijaa dalam melakukan absensi masih menggunakan cara manual, sehingga dibutuhkan suatu sistem absensi untuk pegawai yang dapat melakukan pendataan dan pengelolahan data secara efisien serta akurat. Perancangan sistem absensi pegawai ini dilakukan dengan metode pengumpulan data, analisa dan survey serta implementasi sistem dengan mengunakan beberapa pemograman untuk pengelolaan database. Hasil dari perancangan adalah dibuatnya sebuah aplikasi absensi secara real time berbasis web dengan metode gps dan lsb di jurusan teknik elektronika politeknik negeri sriwijaya. Dengan adanya aplikasi ini diharapkan proses absensi lebih efisien dan bisa dipantau dengan mudah oleh admin maupun pimpinan.