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Journal : computer science and information technologies

Implementation of face recognition using Python Febrian Wahyu Christanto; Husnul Arifin; Christine Dewi; Teguh Prasandy
Computer Science and Information Technologies Vol 7, No 1: March 2026
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/csit.v7i1.p1-9

Abstract

Artificial intelligence (AI)-based technology systems are developing rapidly. Along with technological development the number of criminal cases caused by facial forgery is also growing. Cases of theft and housebreaking with fake photos are a common problem in Semarang. In 2022–2023 the number of cases of theft and housebreaking reached 372,965 with a crime risk level of 137/100,000 people. To overcome this problem the facial recognition system used in the door security system uses digital image processing. This method works by imitating how nerve cells communicate with interconnected neurons, or more precisely, how artificial neural networks function in humans. As training data, image capture and facial recognition are carried out using a webcam and the Python programming language with the TensorFlow library. The image processing algorithm uses 400 facial images with an accuracy rate of 95%. However further development is needed to improve the efficiency and accuracy of the system to produce better results.
Co-Authors Adhi, Adeste Charisma Lumenvitha Aditya, Michael Rio Adri Agustinus Bleskadit Albertus Pramukti Narendra Ambrosius Sindu Ananda Dwi Erviana Andika, Rio Arya Anjar Widhyo Sasongko Anugrah Theodorus Daeli Ari Wibawa Aria Hendrawan, Aria Bitra, Marcelino Chen, Rung-Ching Christanto, Henoch Juli Christo Sidupa, Bertnaldy Dagha, Willyam Chrisna Umbu Denny Jean Cross Sihombing Dienda Rizkya Hayuningtyas Roosaputri Dita Madonna Simanjuntak Elizabeth Sri Lestari Emanuel Pabianan Eryan Ahmad Firdaus Fadhilatut Tasyriqul Hajjas Sabat Faisal Rahutomo Febrian Wahyu Christanto Frans Robert Bethony Gabriel Patandung Gallen Cakra Adhi Wibowo Gerald Edgard Laukon Glorya Maya Marcia Sapan Bethony Handayani, Sri Hendry Henoch Juli Christanto Henoch Juli Christanto Henoch Juli Christanto Henoch Juli Christanto Hiuredhy, Davin Kurnia Husnul Arifin Jhosefhin, Nicola Van Robert Juli Christanto, Henoch Julius Bata Kroons, Aquenov Alexandro Kumala Nindya Pramono Lanyta Setyani Gunawan Liputra Pronimus Tappi Lusiana V.G Angkur Manatap Dolok Lauro Mavish, Steven Nindya Pramono, Kumala Nindya Pramono Oktaviani, Gracelya Oky Dwi Nurhayati Pabianan, Emanuel Panja, Eben Patandung, Gabriel Pauelina Charmelita Pratama, Yoga Candra Adi Prind Triajeng Pungkasanti, Prind Triajeng Rahmat Gernowo Ramos Somya Regita Manipa Ria Cantika Larasati Ricardo Jonathan Lim Rio Arya Andika sangga, harmanto Stephen Aprius Sutresno Tanujaya, Matthew Tappi, Liputra Pronimus Teguh Prasandy Titis Handayani Vierena Valentina Yeremia Yulianto Yerik Afrianto Singgalen Yoga Candra Adi Pratama Yulianto, Yeremia