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Faza, Sharfina
Politeknik Negeri Medan
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Sistem Absensi Berbasis Deteksi Wajah dengan Pendekatan Eksperimen Meryatul Husna; Kinarta Ketaren; Sharfina Faza; Orli Binta Tumanggor; Aprilza Aswani
INSOLOGI: Jurnal Sains dan Teknologi Vol. 4 No. 6 (2025): Desember 2025
Publisher : Yayasan Literasi Sains Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55123/insologi.v4i6.6700

Abstract

This study compares the accuracy of two face detection algorithms, Haar Cascade and Multi-task Cascaded Convolutional Networks (MTCNN), to determine the most suitable method for implementation in a facial recognition–based attendance system. The evaluation was conducted through a series of tests under common real-world conditions, including variations in distance, lighting intensity, and face orientation. Each algorithm was assessed using performance metrics such as Precision, Recall, F1-Score, and processing time to provide a comprehensive understanding of their strengths and limitations. The results indicate that MTCNN consistently achieves higher accuracy across nearly all tested scenarios, particularly under low-light conditions and when the face is not oriented frontally. In contrast, Haar Cascade demonstrates faster processing time but experiences significant decreases in accuracy under non-ideal conditions typically found in practical applications. Based on these findings, MTCNN is considered more suitable for attendance systems that require high accuracy and robustness to environmental variations, while Haar Cascade may be preferred in applications where computational efficiency and speed are the primary considerations.
Co-Authors ., Cholish Abdul Azis Abdulah Abdullah Ade Rizka Ajulio Padly Sembiring Ajulio Padly Sembiring Ajulio Padly Sembiring Al Khowarizmi Andam Lukcyhasnita Andam Lukcyhasnita Andi Supriadi Chan, Andi Supriadi Aprilza Aswani Aprilza Aswani Azhar, Muhammad Fauzan Banjarnahor, Wiwin Cholish Dani Gunawan F. Friendly Faisal Irsan P Firjatullah, Muhammad Friendly, Friendly Gunawan Gunawan Hidayatullah, Rafly Artha Husna, Meryatul Ibnu Hajar Ibnu Hajar Insidini Fawwaz Janferson Panggabean Joko Kurnianto Julham Julham Julham Kinarta Ketaren Lubis, Arif Ridho Luckyhasnita, Andam Lukcyhasnita, Andam Mardianto, Willy Meyatul Husna Mhd Faris Pratama Muhammad Fermi Pasha Muhammad Rafif Rasyidi Muharman Lubis Nadi, Farhad Poppy Andriyani Purnamawati, Sarah Rhama Permadi Ahmad Rina Anugrahwaty Rina Anugrahwaty Rina Anugrahwaty, Rina Riza Sulaiman Rizka, Ade Romi Fadillah Rahmat Sarah Purnamawati Sembiring, Ajulio Padly Silmi Silmi Silmi Silmi Simarmata, Anggi C Simarmata Siregar, Mhd. Ikhsan P. Sri Novida Sari Sulistianingsih, Indri Tumanggor, Orli Binta Virdyra Tasril Winda Syafitri Winda Syafitri Wiwin Sry Adinda Banjarnahor Yusnida, Yuyun Yusuf, Kadri Zumhari