Implementasi Deep Learning untuk Sistem Keamanan Data Pribadi Menggunakan Pengenalan Wajah dengan Metode Eigenface Berbasis Android

Authors

  • Lintang Bagas Adrianto Program Studi Informatika, Fakultas Teknologi Komunikasi dan Informatika, Universitas Nasional , Program Studi Informatika, Fakultas Teknologi Komunikasi dan Informatika, Universitas Nasional
  • Mohammad Iwan Wahyuddin Program Studi Informatika, Fakultas Teknologi Komunikasi dan Informatika, Universitas Nasional , Program Studi Informatika, Fakultas Teknologi Komunikasi dan Informatika, Universitas Nasional
  • Winarsih Winarsih Program Studi Informatika, Fakultas Teknologi Komunikasi dan Informatika, Universitas Nasional , Program Studi Informatika, Fakultas Teknologi Komunikasi dan Informatika, Universitas Nasional

DOI:

https://doi.org/10.35870/jtik.v5i1.201

Keywords:

Face recognition, Deep Learning, Android, Eigenface

Abstract

The development of technology in security systems combined with facial recognition, of course, makes every protected data safe. Many methods can be combined with a security system, one of which is the eigenface method, which is part of facial recognition. In this study, a personal data security system was built using Android-based deep learning. Based on the results of tests carried out on three devices with different Android versions, it is known, if on Android 8.1 (Oreo) the maximum distance is ± 40 cm, on Android 9.0 (Pie) the maximum distance is ± 50 cm, and on the Android version, 10.0 (Q) the maximum distance for facial object recognition is ± 60 cm. From the test results, it is known that by using the eigenface method, the farther the face is from the camera, the face cannot be detected. The implementation of this system is expected to protect personal data safely.

Downloads

Download data is not yet available.

References

Derisma, D., 2016. Sistem Pengenalan Wajah Secara Realtime Berbasis Android Menggunakan Metode Eigenface Pada OpenCV. Jurnal Komputer Terapan, 2(2), pp.127-136.

Wirdiani, N.K.A., Lattifia, T., Supadma, I.K., Mahar, B.J.K., Taradhita, D.A.N. and Fahmi, A., 2019. Real-Time Face Recognition with Eigenface Method. International Journal of Image, Graphics and Signal Processing (IJIGSP), 11(11), pp.1-9.

Suprianto, D. and Hasanah, R.N., 2014. Sistem Pengenalan Wajah Secara Real-Time dengan Adaboost, Eigenface PCA & MySQL. Jurnal Eeccis, 7(2), pp.179-184.

Wiryadinata, R., Istiyah, U., Fahrizal, R., Priswanto, P. and Wardoyo, S., 2017. Sistem Presensi Menggunakan Algoritme Eigenface dengan Deteksi Aksesoris dan Ekspresi Wajah. Jurnal Nasional Teknik Elektro dan Teknologi Informasi (JNTETI), 6(2), pp.222-229.

Singh, A. and Kumar, S., 2012. Face recognition using pca and eigen face approach (Doctoral dissertation).

Zein, A., 2018, July. Pendeteksian Multi Wajah Dan Recognition Secara Real Time Menggunakan Metoda Principal Component Analysis (Pca) Dan Eigenface. In ESIT (Vol. 12, No. 1, pp. 1-7).

Slavković, M. and Jevtić, D., 2012. Face recognition using eigenface approach. Serbian Journal of electrical engineering, 9(1), pp.121-130.

Abdillah, Z.N., 2018. Implemantasi Pengenalan Wajah Dengan Metode Eigenface Pada Sistem Password Laptop. JURIKOM (Jurnal Riset Komputer), 5(3), pp.278-283.

Çarıkçı, M. and Özen, F., 2012. A face recognition system based on eigenfaces method. Procedia Technology, 1, pp.118-123.

Lata, Y.V., Tungathurthi, C.K.B., Rao, H.R.M., Govardhan, A. and Reddy, L.P., 2009. Facial recognition using eigenfaces by PCA. International Journal of Recent Trends in Engineering, 1(1), p.587.

Downloads

Published

2021-03-30

Issue

Section

Computer & Communication Science

How to Cite

Adrianto, L. B., Wahyuddin, M. I., & Winarsih, W. (2021). Implementasi Deep Learning untuk Sistem Keamanan Data Pribadi Menggunakan Pengenalan Wajah dengan Metode Eigenface Berbasis Android. Jurnal JTIK (Jurnal Teknologi Informasi Dan Komunikasi), 5(1), 89-96. https://doi.org/10.35870/jtik.v5i1.201

Similar Articles

21-25 of 30

You may also start an advanced similarity search for this article.

Most read articles by the same author(s)

1 2 > >>