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All Journal Jurnal Teknik Industri SOROT: Jurnal Ilmu-ilmu Sosial Jurnal Teknik Sipil USU JIK Jurnal Ilmu Komputer EL-MUHASABA Journal The Winners Jurnal Dimensi Pratama Teknik Sipil eDimensi Arsitektur Petra JIKSI (Jurnal Ilmu Komputer dan Sistem Informasi) Widyariset MIX : Jurnal Ilmiah Manajemen Sinkron : Jurnal dan Penelitian Teknik Informatika Computatio : Journal of Computer Science and Information Systems JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Jurnal Riset Manajemen dan Bisnis (JRMB) Fakultas Ekonomi UNIAT IT JOURNAL RESEARCH AND DEVELOPMENT Jurnal Intek Akuakultur JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI Ultima Management : Jurnal Ilmu Manajemen ComTech: Computer, Mathematics and Engineering Applications MABIS: Manajemen dan Bisnis jurnal teknik informatika dan sistem informasi Majalah Ilmiah Warta Dharmawangsa International Journal of Economics, Business and Accounting Research (IJEBAR) Indonesian Journal of Pharmaceutical and Clinical Research Widyariset STUDI PELAKSANAAN SELFMEDICATION PADA PENDERITA DIARE BERDASARKAN TINGKAT PENGETAHUAN MASYARAKAT PESISIR KECAMATAN SOROPIA KABUPATEN KONAWE Journal Industrial Manufacturing Cylinder : Jurnal Ilmiah Teknik Mesin
Kevin kevin
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Journal : JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING

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Analysis of Face Recognition Algorithm: Dlib and OpenCV Suwarno Suwarno; Kevin Kevin
JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Vol 4, No 1 (2020): ---> EDISI JULI
Publisher : Universitas Medan Area

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (465.619 KB) | DOI: 10.31289/jite.v4i1.3865

Abstract

In face recognition there are two commonly used open-source libraries namely Dlib and OpenCV. Analysis of facial recognition algorithms is needed as reference for software developers who want to implement facial recognition features into an application program. From Dlib algorithm to be analyzed is CNN and HoG, from OpenCV algorithm is DNN and HAAR Cascades. These four algorithms are analyzed in terms of speed and accuracy. The same image dataset will be used to test, along with some actual images to get a more general analysis of how algorithm will appear in real life scenarios. The programming language used for face recognition algorithms is Python. The image dataset will come from LFW (Labeled Faces in the Wild), and AT&T, both of which are available and ready to be downloaded from the internet. Pictures of people around the UIB (Batam International University) is used for actual images dataset. HoG algorithm is fastest in speed test (0.011 seconds / image), but the accuracy rate is lower (FRR = 27.27%, FAR = 0%). DNN algorithm is the highest in level of accuracy (FRR = 11.69%, FAR = 2.6%) but the lowest speed (0.119 seconds / picture). There is no best algorithm, each algorithm has advantages and disadvantages.Keywords: Python, Face Recognition, Analysis, Speed, Accuracy.
Co-Authors Agus Zainul Arifin Agus Zainul Arifin Agusnan, Sri Al Rivan, M. Ezar Alfirano Alfirano Amir Mahmud Husein, Amir Mahmud Anderson, Ricky Angelus, Michael Aning Kesuma Putri, Aning Kesuma Ario Nugroho Suprapto Arta Tri Narta Bachri, Karel Octavianus bagus Mulyawan Carmel Meiden Catherine Catherine Catherine Olivia Sereati Christian Herdinata Christiani, Agustina Dali Santun Naga Darius Andana Haris Dennis Andry, Dennis Dharma Lesmono Dubbert, Juventia Dudi Anandya Dyah Erny Herwindiati Efendi Mabruri Erlita, Erlita Fransiska, Silvia Gunawan, Nico Hafiz Irsyad Halim Putera Siswanto Hutabalian, Marshinta Romarta Uly Iksen Irsyad, Hafiz Ishak Ishak Janson Hendryli Jeanny Pragantha Jesselyn, Gloria Iverose Jessicca, Jessicca Johanes Fernandes Andry Kertanegara, I Wayan Alvin Kinley Aritonang Laurentius, Laurentius Lumenta, Marly moch syaiful anwar Muhammad Ezar Al Rivan Muzahar Narta, Arta Tri Nasrun, Aja Natasya Natasya Novario Jaya Perdana Prof. Dr. Ir. Dali S. Naga, MMSI Rahayu Ningsih Rahayu, Priskila Christine Ranope, Jumas Raphael C., Raphael C. Rianto Nurcahyo, Rianto Rostina, Cut Fitri Saefudin Saefudin Seng Hansun Sentosa L., Sentosa L. Siswanto, Felicia Siti Morin Sinaga Sitorus, Friska Darnawaty Suwarno Suwarno Tandililing, Elia Madatu Viny Christanti M Waruwu, Lilis Risna Wella Wella Wiwin Kusuma Atmaja Putra Zagoto, Mariana Erfan Kristiani