Jurnal Pengabdian Masyarakat dan Riset Pendidikan
Vol. 4 No. 3 (2026): Jurnal Pengabdian Masyarakat dan Riset Pendidikan Volume 4 Nomor 3 (Januari 202

Prediksi Tingkat Kesehatan Mental Pelajar Menggunakan Algoritma C4.5 Berbasis Knime Analytics Platform: Penelitian

Sinulingga, Clarence (Unknown)
Tamami, Cholil (Unknown)
Maulana, Ahmad Gibran Al Ayubbi (Unknown)
Aulia, Shafarani (Unknown)
Pratama, Muhammad Adrian Eka (Unknown)
Dinovsyach, Muhammad Zidane (Unknown)



Article Info

Publish Date
30 Dec 2025

Abstract

The development of Artificial Intelligence technology in the field of facial image processing has encouraged the emergence of various methods for automatically analyzing human attributes. This study implements the DeepFace and OpenCV libraries to detect faces and predict age and gender based on human facial images. DeepFace provides integration with various pre-trained models such as VGG-Face, OpenFace, and DeepID so that the analysis process can be carried out without retraining. This study uses several stages starting from image upload, face detection, facial attribute analysis, and visualization of the prediction results. From the tests conducted, the system successfully identified faces stably and provided relatively accurate age and gender estimates, especially in images with sufficient lighting and frontal facial poses. The results of this study indicate that DeepFace can be used as a practical solution in the development of facial image-based biometric systems.

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Journal Info

Abbrev

jerkin

Publisher

Subject

Humanities Education Languange, Linguistic, Communication & Media Mathematics Other

Description

Jurnal Pengabdian Masyarakat dan Riset Pendidikan is a journal on Faculty of Education. Jurnal JERKIN: Jurnal Pengabdian Masyarakat dan Riset Pendidikan is under the auspices of the Faculty of Education, Universitas Pahlawan Tuanku Tambusai. The journal is registered with E-ISSN: 2961-9890. Jurnal ...