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All Journal Journal on Mathematics Education (JME) Register: Jurnal Ilmiah Teknologi Sistem Informasi Bianglala Informatika : Jurnal Komputer dan Informatika Akademi Bina Sarana Informatika Yogyakarta Knowledge Engineering and Data Science Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Indonesian Journal of Information System International Journal of Technology And Business Martabe : Jurnal Pengabdian Kepada Masyarakat Kontribusia : Research Dissemination for Community Development Jatilima : Jurnal Multimedia Dan Teknologi Informasi Didaktika: Jurnal Pemikiran Pendidikan Jurnal Sosial dan Teknologi Jurnal Inovatif Wira Wacana Router : Jurnal Teknik Informatika dan Terapan Repeater: Publikasi Teknik Informatika dan Jaringan Teknofile, Jurnal Sistem Informasi
Deni Sutaji
Teknik Informatika, Universitas Muhammadiyah Gresik
Agriculture, Biological Sciences & Forestry Arts Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Public Health Social Sciences Other

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Journal : Router : Jurnal Teknik Informatika dan Terapan

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Implementasi YOLOv8 dan Local Binary Pattern Histogram (LBPH) untuk Simulasi Presensi Muhammad Romadhon; Deni Sutaji
Router : Jurnal Teknik Informatika dan Terapan Vol. 3 No. 3 (2025): Router : Jurnal Teknik Informatika dan Terapan
Publisher : Asosiasi Riset Teknik Elektro dan Informatika Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62951/router.v3i3.622

Abstract

Attendance is an essential activity in both educational institutions and companies, serving as an indicator of discipline, presence, and individual responsibility. Conventional attendance systems that still rely on manual journals often face several problems, such as vulnerability to manipulation, data loss, and physical damage. Meanwhile, modern methods such as fingerprint, QR code, RFID, and GPS are not entirely ideal since each has its own limitations in terms of cost, accuracy, user convenience, and potential misuse. For instance, fingerprint systems raise hygiene concerns due to shared use, while QR code and GPS methods are prone to fraud and location spoofing. To address these challenges, this study proposes a face-based attendance simulation system by integrating the YOLOv8 algorithm for face detection and Local Binary Pattern Histogram (LBPH) for face recognition. YOLOv8 was chosen for its ability to detect faces in real time with high speed and accuracy, while LBPH is employed for face recognition due to its robustness in handling variations in facial features and its relatively low computational requirements. This makes the system efficient even when implemented on medium-specification devices. The system was tested on 25 participants with a total of 250 attendance attempts. Based on the confusion matrix analysis, the system achieved outstanding performance with 98.4% accuracy, 98.4% precision, 100% recall, and a 99.2% F1-score. Furthermore, the system automatically recorded attendance dates and times with an average latency of 69.185 ms, proving its capability to operate quickly and reliably in real-world scenarios. Nevertheless, several limitations were observed, such as decreased accuracy when the face moved too quickly during image capture, as well as potential performance degradation under extreme lighting conditions. Despite these challenges, the proposed system demonstrates excellent performance and offers a promising solution for efficient, hygienic, and fraud-resistant attendance management applicable to both educational and professional environments.
Co-Authors Abdillah, Hanif Al Husain, Gymnastiar Ishaq Chastine Fatichah Dini Adni Navastara, Dini Adni Ghalby Muhammad Tsani Harunur Rosyid Husenti , Nadya Ilmi, Rifqy Rosyidah Mahditya Indra Pratama, Angga Mubarok, Bina Kharik Ervin Muhammad Iqbal Akbar Muhammad Romadhon Muhammad Zamzamy Muhammad Zamzamy Muyasaroh Niendhitta Tamia Lassela Nurdianto, Afrinda Rifki, Achmad Sri Suryanti Sri Suryanti Sri Suryanti Umi Chotijah Utomo Pujianto Whardana, Adithya Kusuma Yudhi Arifani YULIA RAHMAWATI