Perancangan Alat Identifikasi Wajah Dengan Algoritma You Only Look Once (YOLO) Untuk Presensi Mahasiswa

Irma Salamah, M. Redho Ali Said, Sopian Soim

Abstract


Presence is an important thing in educational world especially higher education. One of students’ success keys is in their presence because it has correlation to the learning quantity carried out by a college student. Some colleges whose learning conducted face to face still use conventional way by using attendant list sheet until this system is felt less effective in the middle of digitalization development marked by the increase of technology usage. Face recognition attendance technology is a technology which can be adapted from one of artificial intelligence science namely machine learning. Machine learning with deep learning branch becomes the solution which eases human’s work. In its process, face recognition requires certain accurate face detection with certain algorithm. In this research, the method used was You Only Look Once (YOLO) algorithm where to follow some research which had been conducted previously it has high accuracy in face prediction. The test results obtained an average accuracy of 0.9793 by paying attention to parameters such as lighting and real-time sending to the website. Through this research, it is hoped that the attendance process will be more effective and can be monitored by lecturers.

Keywords


Attendance; Machine Learning; YOLO Algorithm; Face Recognition; Website

Full Text:

PDF

References


P. D. Purnasari and Y. D. Sadewo, “Strategi Pembelajaran Pendidikan Dasar di Perbatasan Pada Era Digital,†J. Basicedu, vol. 5, no. 5, pp. 3089–3100, 2021.

K. Hadiono and R. C. Noor Santi, “Menyongsong Transformasi Digital,†Proceeding Sendiu, no. July, pp. 978–979, 2020.

A. S. Pratikno, “Implementasi Artificial Intelligence dalam Memetakan Karakteristik, Kompetensi, dan Perkembangan Psikologi Siswa Sekolah Dasar Melalui Platform Offline Conference,†Isbn, no. September 2017, pp. 18–27, 2018.

A. Roihan, P. A. Sunarya, and A. S. Rafika, “Pemanfaatan Machine Learning dalam Berbagai Bidang: Review paper,†IJCIT (Indonesian J. Comput. Inf. Technol., vol. 5, no. 1, pp. 75–82, 2020, doi: 10.31294/ijcit.v5i1.7951.

A. Anas and A. Fitriani, “Dampak Media E-Learning Terhadap Kedisiplinan Dalam Mengerjakan Tugas Dan Motivasi,â€Pedagogy, vol. 4, no. 1, pp. 74–101, 2019.

Madhiyono, S. Kosasi, and David, “Aplikasi Absensi Fingerprint Berbasis Website Menggunakan JWT dan Algoritma Haversine,†J. SISFOKOM (Sistem Inf. dan Komputer), vol. 10, no. 3, pp. 328–333, 2021.

L. W. Alexander, S. R. Sentinuwo, and A. M. Sambul, “Implementasi Algoritma Pengenalan Wajah Untuk Mendeteksi Visual Hacking,†J. Tek. Inform., vol. 11, no. 1, pp. 1–8, 2017.

Y. Hartiwi, E. Rasywir, Y. Pratama, and P. A. Jusia, “Sistem Manajemen Absensi dengan Fitur Pengenalan Wajah dan GPS Menggunakan YOLO pada Platform Android,†J. Media Inform. Budidarma, vol. 4, pp. 1235–1242, 2020.

M. Sarosa et al., “Implementasi Algoritma You Only Look Once ( Yolo ) Untuk Implementation of You Only Look Once ( Yolo ) Algorithm for,†vol. 8, no. 4, pp. 787–792, 2021.

A. Thariq and R. Y. Bakti, “Sistem Deteksi Masker dengan Metode Haar Cascade pada Era New Normal COVID-19,†J. Sist. dan Teknol. Inf., vol. 9, no. 2, p. 241, 2021.

L. B. Prianggodo and R. Rohmah, “Perancangan Object Tracking Robot Berbasis Image Processing Menggunakan Raspberry Pi,†4th Univesity Res. Coloquium2016, pp. 56–67, 2016.

Moch Zawaruddin Abdullah, Mungki Astiningrum, Yuri Ariaynto, Dwi Puspitasari, and Atiqah Nurul Asri, “Rancang Bangun Sistem Informasi Akuntansi Berbasis Website menggunakan Framework Laravel,†J. Pengabdi. Polinema Kpd. Masy., vol. 8, no. 1, pp. 74–80, 2021.

C. Geraldy and C. Lubis, “Pendeteksian Dan Pengenalan Jenis Mobil Menggunakan Algoritma You Only Look Once Dan Convolutional Neural Network,†pp. 197–199, 2020.

I. H. Al amin and A. Aprilino, “Implementasi Algoritma Yolo Dan Tesseract Ocr Pada Sistem Deteksi Plat Nomor Otomatis,†J. Teknoinfo, vol. 16, no. 1, p. 54, 2022.

E. Ferdiana Sari, “Penerapan Github Sebagai Media E-Learning Untuk Mengetahui Keefektifan Kolaborasi Project Pada Mata Pelajaran Pemrograman Web Dan Perangkat Bergerak Di Smk Negeri 2 Surabaya,†vol. 06, pp. 14–22, 2021.

T. A. A. H. Kusuma, K. Usman, and S. Saidah, “People Counting for Public Transportations Using You Only Look Once Method,†J. Tek. Inform., vol. 2, no. 1, pp. 57–66, 2021.

B. B. M. Wantania, S. R. U. . Sompie, and F. D. Kambey, “Penerapan Pendeteksian Manusia Dan Objek Dalam Keranjang Belanja Pada Antrian Di Kasir,†J. Tek. Inform., vol. 15, no. 2, pp. 101–108, 2020.




DOI: https://doi.org/10.30865/mib.v6i3.4399

Refbacks

  • There are currently no refbacks.


Copyright (c) 2022 JURNAL MEDIA INFORMATIKA BUDIDARMA

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License.



JURNAL MEDIA INFORMATIKA BUDIDARMA
Universitas Budi Darma
Secretariat: Sisingamangaraja No. 338 Telp 061-7875998
Email: mib.stmikbd@gmail.com

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License.