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Kevin kevin
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Journal : JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING

 1 
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 Afdhal, Muhammad Agus Zainul Arifin Agus Zainul Arifin Agusnan, Sri Alfirano Alfirano Amir Mahmud Husein, Amir Mahmud Anderson, Ricky Andri Wijaya Angelus, Michael Aning Kesuma Putri, Aning Kesuma Antira, Lady Ari Mulianta Ginting, Ari Mulianta Ario Nugroho Suprapto Arninda, Arninda Arta Tri Narta Aslama, Fathiy Zakaria Assyeh Annasrul Majid Assyeh Annassrul Majid Atmaja, Maxwell Azhar Hafizhuddin Bachri, Karel Octavianus bagus Mulyawan Bena, Dea Almira Carmel Meiden Catherine Catherine Catherine Olivia Sereati Christian Herdinata Christiani, Agustina Citra Wahyuningrum Dali Santun Naga Darius Andana Haris Dennis Andry, Dennis Dharma Lesmono Dubbert, Juventia Dudi Anandya Dyah Erny Herwindiati Edo Stanzah Edy Susanto edy susanto Efendi Mabruri Enjeli, Margareta Erlita, Erlita Faqqih Badruzzaman Faren Zahra Arimbi Fransiska, Silvia Gunawan, Nico Hafiz Irsyad Halim Putera Siswanto I'tishom, Reny Ishak Ishak Iskandar, Hari Janson Hendryli Jeanny Pragantha Jesselyn, Gloria Iverose Jessicca, Jessicca Johanes Fernandes Andry Kertanegara, I Wayan Alvin Kinley Aritonang Lady Antira Laurentius, Laurentius Lisana Lisana Lumenta, Marly M Ezar Al Rivan Majid , Assyeh Annasrul Majid, Assyeh Annasrul Martha, Lidya Ma’ruf, Nardyawan Arifi Meldawati , Lucyani moch syaiful anwar Muhammad Najmi Mafaza H Muhammad Yudhistira Azis Muzahar Narta, Arta Tri Nasrun, Aja Natasya Natasya Nina Yusnita Yamin Novandyanta, Evan Novario Jaya Perdana Pinandita, Aria Prof. Dr. Ir. Dali S. Naga, MMSI Prya Artha Widjaja Purnama, Michael Purnamawati Helen Widjaja Putra, Mochamad Resya Putri, Rizkya Dwiananda Rahayu Ningsih Rahayu, Priskila Christine Ranope, Jumas Raphael C., Raphael C. Rianto Nurcahyo, Rianto Rizkiliano, Ibrahim Hanif Rofilah, Salsazahra Rostina, Cut Fitri Saefudin Saefudin Seng Hansun Sentosa L., Sentosa L. Setiawan, Johan Siswanto, Felicia Sitorus, Friska Darnawaty Solikah, Al Milatus Stanzah, Edo Sudana, Nathan Kunta Susetyo, Eprafoditus Kristiadi Sutanto, Jessica Levina Suwarno Liang Tandililing, Elia Madatu Theresia Woro Damayanti Viny Christanti M Waruwu, Lilis Risna Wella, Wella Wiwin Kusuma Atmaja Putra Zagoto, Mariana Erfan Kristiani